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Łukasz Ciesielski
2025-05-14 17:12:15 +02:00
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@@ -44,24 +44,40 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://www.agentql.com/favicon/favicon.png" alt="AgentQL Logo" /> **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/). - <img height="12" width="12" src="https://www.agentql.com/favicon/favicon.png" alt="AgentQL Logo" /> **[AgentQL](https://github.com/tinyfish-io/agentql-mcp)** - Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/).
- <img height="12" width="12" src="https://agentrpc.com/favicon.ico" alt="AgentRPC Logo" /> **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/). - <img height="12" width="12" src="https://agentrpc.com/favicon.ico" alt="AgentRPC Logo" /> **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/).
- <img height="12" width="12" src="https://aiven.io/favicon.ico" alt="Aiven Logo" /> **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services - <img height="12" width="12" src="https://aiven.io/favicon.ico" alt="Aiven Logo" /> **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
- <img height="12" width="12" src="https://img.alicdn.com/imgextra/i4/O1CN01epkXwH1WLAXkZfV6N_!!6000000002771-2-tps-200-200.png" alt="Alibaba Cloud AnalyticDB for MySQL Logo" /> **[Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Connect to a [AnalyticDB for MySQL](https://www.alibabacloud.com/en/product/analyticdb-for-mysql) cluster for getting database or table metadata, querying and analyzing data.It will be supported to add the openapi for cluster operation in the future.
- <img height="12" width="12" src="https://iotdb.apache.org/img/logo.svg" alt="Apache IoTDB Logo" /> **[Apache IoTDB](https://github.com/apache/iotdb-mcp-server)** - MCP Server for [Apache IoTDB](https://github.com/apache/iotdb) database and its tools
- <img height="12" width="12" src="https://apify.com/favicon.ico" alt="Apify Logo" /> **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more - <img height="12" width="12" src="https://apify.com/favicon.ico" alt="Apify Logo" /> **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
- <img height="12" width="12" src="https://2052727.fs1.hubspotusercontent-na1.net/hubfs/2052727/cropped-cropped-apimaticio-favicon-1-32x32.png" alt="APIMatic Logo" /> **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatics API. - <img height="12" width="12" src="https://2052727.fs1.hubspotusercontent-na1.net/hubfs/2052727/cropped-cropped-apimaticio-favicon-1-32x32.png" alt="APIMatic Logo" /> **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatics API.
- <img height="12" width="12" src="https://phoenix.arize.com/wp-content/uploads/2023/04/cropped-Favicon-32x32.png" alt="Arize-Phoenix Logo" /> **[Arize Phoenix](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-mcp)** - Inspect traces, manage prompts, curate datasets, and run experiments using [Arize Phoenix](https://github.com/Arize-ai/phoenix), an open-source AI and LLM observability tool.
- <img height="12" width="12" src="https://www.datastax.com/favicon-32x32.png" alt="DataStax logo" /> **[Astra DB](https://github.com/datastax/astra-db-mcp)** - Comprehensive tools for managing collections and documents in a [DataStax Astra DB](https://www.datastax.com/products/datastax-astra) NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions.
- <img height="12" width="12" src="https://assets.atlan.com/assets/atlan-a-logo-blue-background.png" alt="Atlan Logo" /> **[Atlan](https://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocol)** - The Atlan Model Context Protocol server allows you to interact with the [Atlan](https://www.atlan.com/) services through multiple tools.
- <img height="12" width="12" src="https://resources.audiense.com/hubfs/favicon-1.png" alt="Audiense Logo" /> **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis. - <img height="12" width="12" src="https://resources.audiense.com/hubfs/favicon-1.png" alt="Audiense Logo" /> **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis.
- <img height="12" width="12" src="https://a0.awsstatic.com/libra-css/images/site/fav/favicon.ico" alt="AWS Logo" /> **[AWS](https://github.com/awslabs/mcp)** - Specialized MCP servers that bring AWS best practices directly to your development workflow.
- <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="Axiom Logo" /> **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language - <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="Axiom Logo" /> **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language
- <img height="12" width="12" src="https://cdn-dynmedia-1.microsoft.com/is/content/microsoftcorp/acom_social_icon_azure" alt="Microsoft Azure Logo" /> **[Azure](https://github.com/Azure/azure-mcp)** - The Azure MCP Server gives MCP Clients access to key Azure services and tools like Azure Storage, Cosmos DB, the Azure CLI, and more.
- <img height="12" width="12" src="https://www.bankless.com/favicon.ico" alt="Bankless Logo" /> **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state. - <img height="12" width="12" src="https://www.bankless.com/favicon.ico" alt="Bankless Logo" /> **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
- <img height="12" width="12" src="https://bicscan.io/favicon.png" alt="BICScan Logo" /> **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- <img height="12" width="12" src="https://web-cdn.bitrise.io/favicon.ico" alt="Bitrise Logo" /> **[Bitrise](https://github.com/bitrise-io/bitrise-mcp)** - Chat with your builds, CI, and [more](https://bitrise.io/blog/post/chat-with-your-builds-ci-and-more-introducing-the-bitrise-mcp-server).
- <img height="12" width="12" src="https://www.box.com/favicon.ico" alt="Box Logo" /> **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI. - <img height="12" width="12" src="https://www.box.com/favicon.ico" alt="Box Logo" /> **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI.
- <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) - <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
- <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com). - <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
- <img height="12" width="12" src="https://trychroma.com/_next/static/media/chroma-logo.ae2d6e4b.svg" /> **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database - <img height="12" width="12" src="https://trychroma.com/_next/static/media/chroma-logo.ae2d6e4b.svg" /> **[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
- <img height="12" width="12" src="https://www.chronulus.com/favicon/chronulus-logo-blue-on-alpha-square-128x128.ico" alt="Chronulus AI Logo" /> **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents. - <img height="12" width="12" src="https://www.chronulus.com/favicon/chronulus-logo-blue-on-alpha-square-128x128.ico" alt="Chronulus AI Logo" /> **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents.
- <img height="12" width="12" src="https://circleci.com/favicon.ico" alt="CircleCI Logo" /> **[CircleCI](https://github.com/CircleCI-Public/mcp-server-circleci)** - Enable AI Agents to fix build failures from CircleCI.
- <img height="12" width="12" src="https://clickhouse.com/favicon.ico" alt="ClickHouse Logo" /> **[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server. - <img height="12" width="12" src="https://clickhouse.com/favicon.ico" alt="ClickHouse Logo" /> **[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server.
- <img height="12" width="12" src="https://cdn.simpleicons.org/cloudflare" /> **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) - <img height="12" width="12" src="https://cdn.simpleicons.org/cloudflare" /> **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
- <img height="12" width="12" src="https://app.codacy.com/static/images/favicon-16x16.png" alt="Codacy Logo" /> **[Codacy](https://github.com/codacy/codacy-mcp-server/)** - Interact with [Codacy](https://www.codacy.com) API to query code quality issues, vulnerabilities, and coverage insights about your code.
- <img height="12" width="12" src="https://codelogic.com/wp-content/themes/codelogic/assets/img/favicon.png" alt="CodeLogic Logo" /> **[CodeLogic](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Interact with [CodeLogic](https://codelogic.com), a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
- <img height="12" width="12" src="https://www.comet.com/favicon.ico" alt="Comet Logo" /> **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language. - <img height="12" width="12" src="https://www.comet.com/favicon.ico" alt="Comet Logo" /> **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language.
- <img height="12" width="12" src="https://www.convex.dev/favicon.ico" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex. - <img height="12" width="12" src="https://www.convex.dev/favicon.ico" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
- <img height="12" width="12" src="https://www.couchbase.com/wp-content/uploads/2023/10/couchbase-favicon.svg" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
- <img height="12" width="12" src="http://app.itsdart.com/static/img/favicon.png" alt="Dart Logo" /> **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool - <img height="12" width="12" src="http://app.itsdart.com/static/img/favicon.png" alt="Dart Logo" /> **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool
- <img height="12" width="12" src="https://www.devhub.com/img/upload/favicon-196x196-dh.png" alt="DevHub Logo" /> **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform - <img height="12" width="12" src="https://www.devhub.com/img/upload/favicon-196x196-dh.png" alt="DevHub Logo" /> **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/58178984" alt="Dynatrace Logo" /> **[Dynatrace](https://github.com/dynatrace-oss/dynatrace-mcp)** - Manage and interact with the [Dynatrace Platform ](https://www.dynatrace.com/platform) for real-time observability and monitoring.
- <img height="12" width="12" src="https://e2b.dev/favicon.ico" alt="E2B Logo" /> **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev) - <img height="12" width="12" src="https://e2b.dev/favicon.ico" alt="E2B Logo" /> **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev)
- <img height="12" width="12" src="https://www.edgee.cloud/favicon.ico" alt="Edgee Logo" /> **[Edgee](https://github.com/edgee-cloud/mcp-server-edgee)** - Deploy and manage [Edgee](https://www.edgee.cloud) components and projects
- <img height="12" width="12" src="https://static.edubase.net/media/brand/favicon/favicon-32x32.png" alt="EduBase Logo" /> **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities - <img height="12" width="12" src="https://static.edubase.net/media/brand/favicon/favicon-32x32.png" alt="EduBase Logo" /> **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
- <img height="12" width="12" src="https://www.elastic.co/favicon.ico" alt="Elasticsearch Logo" /> **[Elasticsearch](https://github.com/elastic/mcp-server-elasticsearch)** - Query your data in [Elasticsearch](https://www.elastic.co/elasticsearch)
- <img height="12" width="12" src="https://esignatures.com/favicon.ico" alt="eSignatures Logo" /> **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts. - <img height="12" width="12" src="https://esignatures.com/favicon.ico" alt="eSignatures Logo" /> **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts.
- <img height="12" width="12" src="https://exa.ai/images/favicon-32x32.png" alt="Exa Logo" /> **[Exa](https://github.com/exa-labs/exa-mcp-server)** - Search Engine made for AIs by [Exa](https://exa.ai) - <img height="12" width="12" src="https://exa.ai/images/favicon-32x32.png" alt="Exa Logo" /> **[Exa](https://github.com/exa-labs/exa-mcp-server)** - Search Engine made for AIs by [Exa](https://exa.ai)
- <img height="12" width="12" src="https://fewsats.com/favicon.svg" alt="Fewsats Logo" /> **[Fewsats](https://github.com/Fewsats/fewsats-mcp)** - Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com) - <img height="12" width="12" src="https://fewsats.com/favicon.svg" alt="Fewsats Logo" /> **[Fewsats](https://github.com/Fewsats/fewsats-mcp)** - Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com)
@@ -69,11 +85,18 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://financialdatasets.ai/favicon.ico" alt="Financial Datasets Logo" /> **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents - <img height="12" width="12" src="https://financialdatasets.ai/favicon.ico" alt="Financial Datasets Logo" /> **[Financial Datasets](https://github.com/financial-datasets/mcp-server)** - Stock market API made for AI agents
- <img height="12" width="12" src="https://firecrawl.dev/favicon.ico" alt="Firecrawl Logo" /> **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev) - <img height="12" width="12" src="https://firecrawl.dev/favicon.ico" alt="Firecrawl Logo" /> **[Firecrawl](https://github.com/mendableai/firecrawl-mcp-server)** - Extract web data with [Firecrawl](https://firecrawl.dev)
- <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization - <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> **[Fireproof](https://github.com/fireproof-storage/mcp-database-server)** - Immutable ledger database with live synchronization
- <img height="12" width="12" src="https://app.gibsonai.com/favicon.ico" alt="GibsonAI Logo" /> **[GibsonAI](https://github.com/GibsonAI/mcp)** - AI-Powered Cloud databases: Build, migrate, and deploy database instances with AI
- <img height="12" width="12" src="https://gitea.com/assets/img/favicon.svg" alt="Gitea Logo" /> **[Gitea](https://gitea.com/gitea/gitea-mcp)** - Interact with Gitea instances with MCP.
- <img height="12" width="12" src="https://gitee.com/favicon.ico" alt="Gitee Logo" /> **[Gitee](https://github.com/oschina/mcp-gitee)** - Gitee API integration, repository, issue, and pull request management, and more. - <img height="12" width="12" src="https://gitee.com/favicon.ico" alt="Gitee Logo" /> **[Gitee](https://github.com/oschina/mcp-gitee)** - Gitee API integration, repository, issue, and pull request management, and more.
- <img height="12" width="12" src="https://app.glean.com/images/favicon3-196x196.png" alt="Glean Logo" /> **[Glean](https://github.com/gleanwork/mcp-server)** - Enterprise search and chat using Glean's API.
- <img height="12" width="12" src="https://gyazo.com/favicon.ico" alt="Gyazo Logo" /> **[Gyazo](https://github.com/nota/gyazo-mcp-server)** - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.
- <img height="12" width="12" src="https://cdn.prod.website-files.com/6605a2979ff17b2cd1939cd4/6605a460de47e7596ed84f06_icon256.png" alt="gotoHuman Logo" /> **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox. - <img height="12" width="12" src="https://cdn.prod.website-files.com/6605a2979ff17b2cd1939cd4/6605a460de47e7596ed84f06_icon256.png" alt="gotoHuman Logo" /> **[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox.
- <img height="12" width="12" src="https://grafana.com/favicon.ico" alt="Grafana Logo" /> **[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance - <img height="12" width="12" src="https://grafana.com/favicon.ico" alt="Grafana Logo" /> **[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance
- <img height="12" width="12" src="https://framerusercontent.com/images/KCOWBYLKunDff1Dr452y6EfjiU.png" alt="Graphlit Logo" /> **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project. - <img height="12" width="12" src="https://framerusercontent.com/images/KCOWBYLKunDff1Dr452y6EfjiU.png" alt="Graphlit Logo" /> **[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project.
- <img height="12" width="12" src="https://greptime.com/favicon.ico" alt="Greptime Logo" /> **[GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb).
- <img height="12" width="12" src="https://www.herokucdn.com/favicons/favicon.ico" alt="Heroku Logo" /> **[Heroku](https://github.com/heroku/heroku-mcp-server)** - Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more.
- <img height="12" width="12" src="https://img.alicdn.com/imgextra/i3/O1CN01d9qrry1i6lTNa2BRa_!!6000000004364-2-tps-218-200.png" alt="Hologres Logo" /> **[Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data. - <img height="12" width="12" src="https://img.alicdn.com/imgextra/i3/O1CN01d9qrry1i6lTNa2BRa_!!6000000004364-2-tps-218-200.png" alt="Hologres Logo" /> **[Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server)** - Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data.
- <img height="12" width="12" src="https://www.honeycomb.io/favicon.ico" alt="Honeycomb Logo" /> **[Honeycomb](https://github.com/honeycombio/honeycomb-mcp)** Allows [Honeycomb](https://www.honeycomb.io/) Enterprise customers to query and analyze their data, alerts, dashboards, and more; and cross-reference production behavior with the codebase.
- <img height="12" width="12" src="https://hyperbrowser-assets-bucket.s3.us-east-1.amazonaws.com/Hyperbrowser-logo.png" alt="Hyperbrowsers23 Logo" /> **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - [Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation. - <img height="12" width="12" src="https://hyperbrowser-assets-bucket.s3.us-east-1.amazonaws.com/Hyperbrowser-logo.png" alt="Hyperbrowsers23 Logo" /> **[Hyperbrowser](https://github.com/hyperbrowserai/mcp)** - [Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
- **[IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript)** - Tool platform by IBM to build, test and deploy tools for any data source - **[IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript)** - Tool platform by IBM to build, test and deploy tools for any data source
- <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox. - <img height="12" width="12" src="https://forevervm.com/icon.png" alt="ForeverVM Logo" /> **[ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server)** - Run Python in a code sandbox.
@@ -83,22 +106,40 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** Work on your code with JetBrains IDEs - <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** Work on your code with JetBrains IDEs
- <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API - <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API
- <img height="12" width="12" src="https://connection.keboola.com/favicon.ico" alt="Keboola Logo" /> **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform. - <img height="12" width="12" src="https://connection.keboola.com/favicon.ico" alt="Keboola Logo" /> **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform.
- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis ReportGen](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/report_generation)** - Create professional reports from a simple user query.
- <img height="12" width="12" src="https://laratranslate.com/favicon.ico" alt="Lara Translate Logo" /> **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
- <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire. - <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire.
- <img height="12" width="12" src="https://langfuse.com/favicon.ico" alt="Langfuse Logo" /> **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts. - <img height="12" width="12" src="https://langfuse.com/favicon.ico" alt="Langfuse Logo" /> **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
- <img height="12" width="12" src="https://lingo.dev/favicon.ico" alt="Lingo.dev Logo" /> **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine. - <img height="12" width="12" src="https://lingo.dev/favicon.ico" alt="Lingo.dev Logo" /> **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine.
- <img height="12" width="12" src="https://www.mailgun.com/favicon.ico" alt="Mailgun Logo" /> **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API. - <img height="12" width="12" src="https://www.mailgun.com/favicon.ico" alt="Mailgun Logo" /> **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API.
- <img height="12" width="12" src="https://www.make.com/favicon.ico" alt="Make Logo" /> **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants. - <img height="12" width="12" src="https://www.make.com/favicon.ico" alt="Make Logo" /> **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
- <img height="12" width="12" src="https://googleapis.github.io/genai-toolbox/favicons/favicon.ico" alt="MCP Toolbox for Databases Logo" /> **[MCP Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, MySQL, Neo4j, Postgres, Spanner, and more.
- <img height="12" width="12" src="https://www.meilisearch.com/favicon.ico" alt="Meilisearch Logo" /> **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) - <img height="12" width="12" src="https://www.meilisearch.com/favicon.ico" alt="Meilisearch Logo" /> **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API)
- <img height="12" width="12" src="https://memgraph.com/favicon.png" alt="Memgraph Logo" /> **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database.
- <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro - <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" /> **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro
- <img height="12" width="12" src="https://milvus.io/favicon-32x32.png" /> **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. - <img height="12" width="12" src="https://milvus.io/favicon-32x32.png" /> **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database.
- <img height="12" width="12" src="https://console.gomomento.com/favicon.ico" /> **[Momento](https://github.com/momentohq/mcp-momento)** - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale.
- <img height="12" width="12" src="https://www.mongodb.com/favicon.ico" /> **[MongoDB](https://github.com/mongodb-js/mongodb-mcp-server)** - Both MongoDB Community Server and MongoDB Atlas are supported.
- <img height="12" width="12" src="https://www.motherduck.com/favicon.ico" alt="MotherDuck Logo" /> **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB - <img height="12" width="12" src="https://www.motherduck.com/favicon.ico" alt="MotherDuck Logo" /> **[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB
- <img height="12" width="12" src="https://needle-ai.com/images/needle-logo-orange-2-rounded.png" alt="Needle AI Logo" /> **[Needle](https://github.com/needle-ai/needle-mcp)** - Production-ready RAG out of the box to search and retrieve data from your own documents. - <img height="12" width="12" src="https://needle-ai.com/images/needle-logo-orange-2-rounded.png" alt="Needle AI Logo" /> **[Needle](https://github.com/needle-ai/needle-mcp)** - Production-ready RAG out of the box to search and retrieve data from your own documents.
- <img height="12" width="12" src="https://neo4j.com/favicon.ico" alt="Neo4j Logo" /> **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory - <img height="12" width="12" src="https://neo4j.com/favicon.ico" alt="Neo4j Logo" /> **[Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/)** - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/183852044?s=48&v=4" alt="Neon Logo" /> **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/183852044?s=48&v=4" alt="Neon Logo" /> **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/4792552?s=200&v=4" alt="Notion Logo" /> **[Notion](https://github.com/makenotion/notion-mcp-server#readme)** - This project implements an MCP server for the Notion API.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/82347605?s=48&v=4" alt="OceanBase Logo" /> **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools - <img height="12" width="12" src="https://avatars.githubusercontent.com/u/82347605?s=48&v=4" alt="OceanBase Logo" /> **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools
- <img height="12" width="12" src="https://docs.octagonagents.com/logo.svg" alt="Octagon Logo" /> **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data. - <img height="12" width="12" src="https://docs.octagonagents.com/logo.svg" alt="Octagon Logo" /> **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data.
- <img height="12" width="12" src="https://maps.olakrutrim.com/favicon.ico" alt="Ola Maps" /> **[OlaMaps](https://pypi.org/project/ola-maps-mcp-server)** - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.
- <img height="12" width="12" src="https://app.opslevel.com/favicon.ico" alt="OpsLevel" /> **[OpsLevel](https://github.com/opslevel/opslevel-mcp)** - Official MCP Server for [OpsLevel](https://www.opslevel.com).
- <img height="12" width="12" src="https://oxylabs.io/favicon.ico" alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. - <img height="12" width="12" src="https://oxylabs.io/favicon.ico" alt="Oxylabs Logo" /> **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
- <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.
- <img height="12" width="12" src="https://www.paypalobjects.com/webstatic/icon/favicon.ico" alt="PayPal Logo" /> **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server.
- <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI. - <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
- <img height="12" width="12" src="https://www.prisma.io/images/favicon-32x32.png" alt="Prisma Logo" /> **[Prisma](https://www.prisma.io/docs/postgres/mcp-server)** - Create and manage Prisma Postgres databases
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[Pinecone](https://github.com/pinecone-io/pinecone-mcp)** - [Pinecone](https://docs.pinecone.io/guides/operations/mcp-server)'s developer MCP Server assist developers in searching documentation and managing data within their development environment.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/54333248" /> **[Pinecone Assistant](https://github.com/pinecone-io/assistant-mcp)** - Retrieves context from your [Pinecone Assistant](https://docs.pinecone.io/guides/assistant/mcp-server) knowledge base.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" /> **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
- <img height="12" width="12" src="https://app.snyk.io/bundle/favicon-faj49uD9.png" /> **[Snyk](https://github.com/snyk/snyk-ls/blob/main/mcp_extension/README.md)** - Enhance security posture by embedding [Snyk](https://snyk.io/) vulnerability scanning directly into agentic workflows.
- <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine - <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
- <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs - <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account - **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account
@@ -128,18 +169,25 @@ A growing set of community-developed and maintained servers demonstrates various
> **Note:** Community servers are **untested** and should be used at **your own risk**. They are not affiliated with or endorsed by Anthropic. > **Note:** Community servers are **untested** and should be used at **your own risk**. They are not affiliated with or endorsed by Anthropic.
- **[Ableton Live](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - an MCP server to control Ableton Live. - **[Ableton Live](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - an MCP server to control Ableton Live.
- **[Ableton Live](https://github.com/ahujasid/ableton-mcp)** (by ahujasid) - Ableton integration allowing prompt enabled music creation.
- **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details. - **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details.
- **[AI Agent Marketplace Index](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents.
- **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain. - **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain.
- **[Airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - A MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client. - **[Airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - A MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client.
- **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection. - **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection.
- **[Airtable](https://github.com/felores/airtable-mcp)** - Airtable Model Context Protocol Server. - **[Airtable](https://github.com/felores/airtable-mcp)** - Airtable Model Context Protocol Server.
- **[AlphaVantage](https://github.com/calvernaz/alphavantage)** - MCP server for stock market data API [AlphaVantage](https://www.alphavantage.co) - **[AlphaVantage](https://github.com/calvernaz/alphavantage)** - MCP server for stock market data API [AlphaVantage](https://www.alphavantage.co)
- **[Amadeus](https://github.com/donghyun-chae/mcp-amadeus)** (by donghyun-chae) - An MCP server to access, explore, and interact with Amadeus Flight Offers Search API for retrieving detailed flight options, including airline, times, duration, and pricing data.
- **[Anki](https://github.com/scorzeth/anki-mcp-server)** - An MCP server for interacting with your [Anki](https://apps.ankiweb.net) decks and cards. - **[Anki](https://github.com/scorzeth/anki-mcp-server)** - An MCP server for interacting with your [Anki](https://apps.ankiweb.net) decks and cards.
- **[Any Chat Completions](https://github.com/pyroprompts/any-chat-completions-mcp)** - Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more. - **[Any Chat Completions](https://github.com/pyroprompts/any-chat-completions-mcp)** - Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.
- **[Apache Gravitino(incubating)](https://github.com/datastrato/mcp-server-gravitino)** - Allow LLMs to explore metadata of structured data and unstructured data with Gravitino, and perform data governance tasks including tagging/classification.
- **[Apple Calendar](https://github.com/Omar-v2/mcp-ical)** - An MCP server that allows you to interact with your MacOS Calendar through natural language, including features such as event creation, modification, schedule listing, finding free time slots etc. - **[Apple Calendar](https://github.com/Omar-v2/mcp-ical)** - An MCP server that allows you to interact with your MacOS Calendar through natural language, including features such as event creation, modification, schedule listing, finding free time slots etc.
- **[Apple Script](https://github.com/peakmojo/applescript-mcp)** - MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.
- **[Aranet4](https://github.com/diegobit/aranet4-mcp-server)** - MCP Server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data.
- **[ArangoDB](https://github.com/ravenwits/mcp-server-arangodb)** - MCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/). - **[ArangoDB](https://github.com/ravenwits/mcp-server-arangodb)** - MCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/).
- **[Arduino](https://github.com/vishalmysore/choturobo)** - MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots. - **[Arduino](https://github.com/vishalmysore/choturobo)** - MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots.
- **[Atlassian](https://github.com/sooperset/mcp-atlassian)** - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata. - **[Atlassian](https://github.com/sooperset/mcp-atlassian)** - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata.
- **[Attestable MCP](https://github.com/co-browser/attestable-mcp-server)** - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting.
- **[AWS](https://github.com/rishikavikondala/mcp-server-aws)** - Perform operations on your AWS resources using an LLM. - **[AWS](https://github.com/rishikavikondala/mcp-server-aws)** - Perform operations on your AWS resources using an LLM.
- **[AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp)** - A MCP server for AWS Athena to run SQL queries on Glue Catalog. - **[AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp)** - A MCP server for AWS Athena to run SQL queries on Glue Catalog.
- **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models ([demo video](https://www.youtube.com/watch?v=WuVOmYLRFmI&feature=youtu.be)). - **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models ([demo video](https://www.youtube.com/watch?v=WuVOmYLRFmI&feature=youtu.be)).
@@ -147,6 +195,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[AWS S3](https://github.com/aws-samples/sample-mcp-server-s3)** - A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents. - **[AWS S3](https://github.com/aws-samples/sample-mcp-server-s3)** - A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents.
- **[Azure ADX](https://github.com/pab1it0/adx-mcp-server)** - Query and analyze Azure Data Explorer databases. - **[Azure ADX](https://github.com/pab1it0/adx-mcp-server)** - Query and analyze Azure Data Explorer databases.
- **[Azure DevOps](https://github.com/Vortiago/mcp-azure-devops)** - An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items. - **[Azure DevOps](https://github.com/Vortiago/mcp-azure-devops)** - An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items.
- **[Baidu AI Search](https://github.com/baidubce/app-builder/tree/master/python/mcp_server/ai_search)** - Web search with Baidu Cloud's AI Search
- **[Base Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer)** - Send USDC on [Base](https://base.org) for free using Claude AI! Built with [Coinbase CDP](https://docs.cdp.coinbase.com/mpc-wallet/docs/welcome). - **[Base Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer)** - Send USDC on [Base](https://base.org) for free using Claude AI! Built with [Coinbase CDP](https://docs.cdp.coinbase.com/mpc-wallet/docs/welcome).
* **[Basic Memory](https://github.com/basicmachines-co/basic-memory)** - Local-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs. * **[Basic Memory](https://github.com/basicmachines-co/basic-memory)** - Local-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs.
- **[BigQuery](https://github.com/LucasHild/mcp-server-bigquery)** (by LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery. - **[BigQuery](https://github.com/LucasHild/mcp-server-bigquery)** (by LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery.
@@ -154,42 +203,61 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Bing Web Search API](https://github.com/leehanchung/bing-search-mcp)** (by hanchunglee) - Server implementation for Microsoft Bing Web Search API. - **[Bing Web Search API](https://github.com/leehanchung/bing-search-mcp)** (by hanchunglee) - Server implementation for Microsoft Bing Web Search API.
- **[Bitable MCP](https://github.com/lloydzhou/bitable-mcp)** (by lloydzhou) - MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools. - **[Bitable MCP](https://github.com/lloydzhou/bitable-mcp)** (by lloydzhou) - MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools.
- **[Blender](https://github.com/ahujasid/blender-mcp)** (by ahujasid) - Blender integration allowing prompt enabled 3D scene creation, modeling and manipulation. - **[Blender](https://github.com/ahujasid/blender-mcp)** (by ahujasid) - Blender integration allowing prompt enabled 3D scene creation, modeling and manipulation.
- **[BreakoutRoom](https://github.com/agree-able/room-mcp)** - Agents accomplishing goals together in p2p rooms
- **[browser-use](https://github.com/co-browser/browser-use-mcp-server)** (by co-browser) - browser-use MCP server with dockerized playwright + chromium + vnc. supports stdio & resumable http.
- **[Bsc-mcp](https://github.com/TermiX-official/bsc-mcp)** The first MCP server that serves as the bridge between AI and BNB Chain, enabling AI agents to execute complex on-chain operations through seamless integration with the BNB Chain, including transfer, swap, launch, security check on any token and even more. - **[Bsc-mcp](https://github.com/TermiX-official/bsc-mcp)** The first MCP server that serves as the bridge between AI and BNB Chain, enabling AI agents to execute complex on-chain operations through seamless integration with the BNB Chain, including transfer, swap, launch, security check on any token and even more.
- **[Calculator](https://github.com/githejie/mcp-server-calculator)** - This server enables LLMs to use calculator for precise numerical calculations. - **[Calculator](https://github.com/githejie/mcp-server-calculator)** - This server enables LLMs to use calculator for precise numerical calculations.
- **[CFBD API](https://github.com/lenwood/cfbd-mcp-server)** - An MCP server for the [College Football Data API](https://collegefootballdata.com/). - **[CFBD API](https://github.com/lenwood/cfbd-mcp-server)** - An MCP server for the [College Football Data API](https://collegefootballdata.com/).
- **[ChatMCP](https://github.com/AI-QL/chat-mcp)** An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by **[AIQL](https://github.com/AI-QL)** - **[ChatMCP](https://github.com/AI-QL/chat-mcp)** An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by **[AIQL](https://github.com/AI-QL)**
- **[ChatSum](https://github.com/mcpso/mcp-server-chatsum)** - Query and Summarize chat messages with LLM. by [mcpso](https://mcp.so) - **[ChatSum](https://github.com/mcpso/mcp-server-chatsum)** - Query and Summarize chat messages with LLM. by [mcpso](https://mcp.so)
- **[Chess.com](https://github.com/pab1it0/chess-mcp)** - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
- **[Chroma](https://github.com/privetin/chroma)** - Vector database server for semantic document search and metadata filtering, built on Chroma - **[Chroma](https://github.com/privetin/chroma)** - Vector database server for semantic document search and metadata filtering, built on Chroma
- **[ClaudePost](https://github.com/ZilongXue/claude-post)** - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending. - **[ClaudePost](https://github.com/ZilongXue/claude-post)** - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending.
- **[ClickUp](https://github.com/TaazKareem/clickup-mcp-server)** - MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions.
- **[Cloudinary](https://github.com/felores/cloudinary-mcp-server)** - Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details. - **[Cloudinary](https://github.com/felores/cloudinary-mcp-server)** - Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.
- **[code-assistant](https://github.com/stippi/code-assistant)** - A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections). - **[code-assistant](https://github.com/stippi/code-assistant)** - A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections).
- **[code-executor](https://github.com/bazinga012/mcp_code_executor)** - An MCP server that allows LLMs to execute Python code within a specified Conda environment. - **[code-executor](https://github.com/bazinga012/mcp_code_executor)** - An MCP server that allows LLMs to execute Python code within a specified Conda environment.
- **[code-sandbox-mcp](https://github.com/Automata-Labs-team/code-sandbox-mcp)** - An MCP server to create secure code sandbox environment for executing code within Docker containers. - **[code-sandbox-mcp](https://github.com/Automata-Labs-team/code-sandbox-mcp)** - An MCP server to create secure code sandbox environment for executing code within Docker containers.
- **[consul-mcp](https://github.com/kocierik/consul-mcp-server)** - A consul MCP server for service management, health check and Key-Value Store
- **[cognee-mcp](https://github.com/topoteretes/cognee/tree/main/cognee-mcp)** - GraphRAG memory server with customizable ingestion, data processing and search - **[cognee-mcp](https://github.com/topoteretes/cognee/tree/main/cognee-mcp)** - GraphRAG memory server with customizable ingestion, data processing and search
- **[coin_api_mcp](https://github.com/longmans/coin_api_mcp)** - Provides access to [coinmarketcap](https://coinmarketcap.com/) cryptocurrency data. - **[coin_api_mcp](https://github.com/longmans/coin_api_mcp)** - Provides access to [coinmarketcap](https://coinmarketcap.com/) cryptocurrency data.
- **[CoinMarketCap](https://github.com/shinzo-labs/coinmarketcap-mcp)** - Implements the complete [CoinMarketCap](https://coinmarketcap.com/) API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics.
- **[Computer-Use - Remote MacOS Use](https://github.com/baryhuang/mcp-remote-macos-use)** - Open-source out-of-the-box alternative to OpenAI Operator, providing a full desktop experience and optimized for using remote macOS machines as autonomous AI agents.
- **[Contentful-mcp](https://github.com/ivo-toby/contentful-mcp)** - Read, update, delete, publish content in your [Contentful](https://contentful.com) space(s) from this MCP Server. - **[Contentful-mcp](https://github.com/ivo-toby/contentful-mcp)** - Read, update, delete, publish content in your [Contentful](https://contentful.com) space(s) from this MCP Server.
- **[CreateveAI Nexus](https://github.com/spgoodman/createveai-nexus-server)** - Open-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Vault, as well as straightforward on-premises deployment.
- **[crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp)** - Providing real-time and historical Crypto Fear & Greed Index data. - **[crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp)** - Providing real-time and historical Crypto Fear & Greed Index data.
- **[crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp)** - An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.
- **[crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp)** - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
- **[cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server)** - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. - **[cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server)** - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
- **[Dappier](https://github.com/DappierAI/dappier-mcp)** - Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at [marketplace.dappier.com](https://marketplace.dappier.com/marketplace). - **[Dappier](https://github.com/DappierAI/dappier-mcp)** - Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at [marketplace.dappier.com](https://marketplace.dappier.com/marketplace).
- **[Databricks](https://github.com/JordiNeil/mcp-databricks-server)** - Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account. - **[Databricks](https://github.com/JordiNeil/mcp-databricks-server)** - Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account.
- **[Datadog](https://github.com/GeLi2001/datadog-mcp-server)** - Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.
- **[Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution! - **[Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution!
- **[DaVinci Resolve](https://github.com/samuelgursky/davinci-resolve-mcp)** - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control.
- **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export - **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export
- **[DBHub](https://github.com/bytebase/dbhub/)** - Universal database MCP server connecting to MySQL, PostgreSQL, SQLite, DuckDB and etc. - **[DBHub](https://github.com/bytebase/dbhub/)** - Universal database MCP server connecting to MySQL, PostgreSQL, SQLite, DuckDB and etc.
- **[Deebo](https://github.com/snagasuri/deebo-prototype)** Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing.
- **[Deep Research](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Lightweight MCP server offering Grok/OpenAI/Gemini/Perplexity-style automated deep research exploration and structured reporting.
- **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Model Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features) - **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Model Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features)
- **[Deepseek_R1](https://github.com/66julienmartin/MCP-server-Deepseek_R1)** - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3) - **[Deepseek_R1](https://github.com/66julienmartin/MCP-server-Deepseek_R1)** - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)
- **[deepseek-thinker-mcp](https://github.com/ruixingshi/deepseek-thinker-mcp)** - A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server. - **[deepseek-thinker-mcp](https://github.com/ruixingshi/deepseek-thinker-mcp)** - A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.
- **[Descope](https://github.com/descope-sample-apps/descope-mcp-server)** - An MCP server to integrate with [Descope](https://descope.com) to search audit logs, manage users, and more. - **[Descope](https://github.com/descope-sample-apps/descope-mcp-server)** - An MCP server to integrate with [Descope](https://descope.com) to search audit logs, manage users, and more.
- **[DevDb](https://github.com/damms005/devdb-vscode?tab=readme-ov-file#mcp-configuration)** - An MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases.
- **[DevRev](https://github.com/kpsunil97/devrev-mcp-server)** - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. sources listed [here](https://devrev.ai/docs/import#available-sources). - **[DevRev](https://github.com/kpsunil97/devrev-mcp-server)** - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. sources listed [here](https://devrev.ai/docs/import#available-sources).
- **[Dicom](https://github.com/ChristianHinge/dicom-mcp)** - An MCP server to query and retrieve medical images and for parsing and reading dicom-encapsulated documents (pdf etc.). - **[Dicom](https://github.com/ChristianHinge/dicom-mcp)** - An MCP server to query and retrieve medical images and for parsing and reading dicom-encapsulated documents (pdf etc.).
- **[Dify](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server for dify workflows. - **[Dify](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server for dify workflows.
- **[Discord](https://github.com/v-3/discordmcp)** - A MCP server to connect to Discord guilds through a bot and read and write messages in channels - **[Discord](https://github.com/v-3/discordmcp)** - A MCP server to connect to Discord guilds through a bot and read and write messages in channels
- **[Discord](https://github.com/SaseQ/discord-mcp)** - A MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord. - **[Discord](https://github.com/SaseQ/discord-mcp)** - A MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
- **[Discord](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/discord)** - For Discord API integration by Klavis AI
- **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - A MCP server to search Discourse posts on a Discourse forum. - **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - A MCP server to search Discourse posts on a Discourse forum.
- **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Integrate with Docker to manage containers, images, volumes, and networks. - **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Integrate with Docker to manage containers, images, volumes, and networks.
- **[DPLP](https://github.com/szeider/mcp-dblp)** - Searches the [DBLP](https://dblp.org) computer science bibliography database.
- **[Drupal](https://github.com/Omedia/mcp-server-drupal)** - Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer. - **[Drupal](https://github.com/Omedia/mcp-server-drupal)** - Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer.
- **[dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp)** - A mcp server that bridges Dune Analytics data to AI agents. - **[dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp)** - A mcp server that bridges Dune Analytics data to AI agents.
- **[EdgeOne Pages MCP](https://github.com/TencentEdgeOne/edgeone-pages-mcp)** - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
- **[Elasticsearch](https://github.com/cr7258/elasticsearch-mcp-server)** - MCP server implementation that provides Elasticsearch interaction. - **[Elasticsearch](https://github.com/cr7258/elasticsearch-mcp-server)** - MCP server implementation that provides Elasticsearch interaction.
- **[ElevenLabs](https://github.com/mamertofabian/elevenlabs-mcp-server)** - A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices. - **[ElevenLabs](https://github.com/mamertofabian/elevenlabs-mcp-server)** - A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices.
- **[Email](https://github.com/Shy2593666979/mcp-server-email)** - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.
- **[Ergo Blockchain MCP](https://github.com/marctheshark3/ergo-mcp)** -An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status. - **[Ergo Blockchain MCP](https://github.com/marctheshark3/ergo-mcp)** -An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status.
- **[Eunomia](https://github.com/whataboutyou-ai/eunomia-MCP-server)** - Extension of the Eunomia framework that connects Eunomia instruments with MCP servers - **[Eunomia](https://github.com/whataboutyou-ai/eunomia-MCP-server)** - Extension of the Eunomia framework that connects Eunomia instruments with MCP servers
- **[EVM MCP Server](https://github.com/mcpdotdirect/evm-mcp-server)** - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. - **[EVM MCP Server](https://github.com/mcpdotdirect/evm-mcp-server)** - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
@@ -197,14 +265,19 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Excel](https://github.com/haris-musa/excel-mcp-server)** - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table. - **[Excel](https://github.com/haris-musa/excel-mcp-server)** - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table.
- **[Fantasy PL](https://github.com/rishijatia/fantasy-pl-mcp)** - Give your coding agent direct access to up-to date Fantasy Premier League data - **[Fantasy PL](https://github.com/rishijatia/fantasy-pl-mcp)** - Give your coding agent direct access to up-to date Fantasy Premier League data
- **[fastn.ai Unified API MCP Server](https://github.com/fastnai/mcp-fastn)** - A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring. - **[fastn.ai Unified API MCP Server](https://github.com/fastnai/mcp-fastn)** - A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring.
- **[Federal Reserve Economic Data (FRED)](https://github.com/stefanoamorelli/fred-mcp-server)** (by Stefano Amorelli) - Community developed MCP server to interact with the Federal Reserve Economic Data.
- **[FDIC BankFind MCP Server - (Unofficial)](https://github.com/clafollett/fdic-bank-find-mcp-server)** - The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊
- **[Fetch](https://github.com/zcaceres/fetch-mcp)** - A server that flexibly fetches HTML, JSON, Markdown, or plaintext. - **[Fetch](https://github.com/zcaceres/fetch-mcp)** - A server that flexibly fetches HTML, JSON, Markdown, or plaintext.
- **[Fingertip](https://github.com/fingertip-com/fingertip-mcp)** - MCP server for Fingertip.com to search and create new sites. - **[Fingertip](https://github.com/fingertip-com/fingertip-mcp)** - MCP server for Fingertip.com to search and create new sites.
- **[Figma](https://github.com/GLips/Figma-Context-MCP)** - Give your coding agent direct access to Figma file data, helping it one-shot design implementation. - **[Figma](https://github.com/GLips/Figma-Context-MCP)** - Give your coding agent direct access to Figma file data, helping it one-shot design implementation.
- **[Firebase](https://github.com/gannonh/firebase-mcp)** - Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage. - **[Firebase](https://github.com/gannonh/firebase-mcp)** - Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.
- **[FireCrawl](https://github.com/vrknetha/mcp-server-firecrawl)** - Advanced web scraping with JavaScript rendering, PDF support, and smart rate limiting - **[FireCrawl](https://github.com/vrknetha/mcp-server-firecrawl)** - Advanced web scraping with JavaScript rendering, PDF support, and smart rate limiting
- **[FlightRadar24](https://github.com/sunsetcoder/flightradar24-mcp-server)** - A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data. - **[FlightRadar24](https://github.com/sunsetcoder/flightradar24-mcp-server)** - A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.
- **[freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp)** - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
- **[Ghost](https://github.com/MFYDev/ghost-mcp)** - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. - **[Ghost](https://github.com/MFYDev/ghost-mcp)** - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.
- **[Git](https://github.com/geropl/git-mcp-go)** - Allows LLM to interact with a local git repository, incl. optional push support.
- **[Github Actions](https://github.com/ko1ynnky/github-actions-mcp-server)** - A Model Context Protocol (MCP) server for interacting with Github Actions. - **[Github Actions](https://github.com/ko1ynnky/github-actions-mcp-server)** - A Model Context Protocol (MCP) server for interacting with Github Actions.
- **[GitHub Enterprise MCP](https://github.com/ddukbg/github-enterprise-mcp)** - A Model Context Protocol (MCP) server for interacting with GitHub Enterprise.
- **[Glean](https://github.com/longyi1207/glean-mcp-server)** - A server that uses Glean API to search and chat. - **[Glean](https://github.com/longyi1207/glean-mcp-server)** - A server that uses Glean API to search and chat.
- **[Gmail](https://github.com/GongRzhe/Gmail-MCP-Server)** - A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support. - **[Gmail](https://github.com/GongRzhe/Gmail-MCP-Server)** - A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.
- **[Gmail Headless](https://github.com/baryhuang/mcp-headless-gmail)** - Remote hostable MCP server that can get and send Gmail messages without local credential or file system setup. - **[Gmail Headless](https://github.com/baryhuang/mcp-headless-gmail)** - Remote hostable MCP server that can get and send Gmail messages without local credential or file system setup.
@@ -216,7 +289,10 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Google Calendar](https://github.com/v-3/google-calendar)** - Integration with Google Calendar to check schedules, find time, and add/delete events - **[Google Calendar](https://github.com/v-3/google-calendar)** - Integration with Google Calendar to check schedules, find time, and add/delete events
- **[Google Calendar](https://github.com/nspady/google-calendar-mcp)** - Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location. - **[Google Calendar](https://github.com/nspady/google-calendar-mcp)** - Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location.
- **[Google Custom Search](https://github.com/adenot/mcp-google-search)** - Provides Google Search results via the Google Custom Search API - **[Google Custom Search](https://github.com/adenot/mcp-google-search)** - Provides Google Search results via the Google Custom Search API
- **[Google Sheets](https://github.com/xing5/mcp-google-sheets)** - Access and editing data to your Google Sheets.
- **[Google Sheets](https://github.com/rohans2/mcp-google-sheets)** - A MCP Server written in TypeScript to access and edit data in your Google Sheets.
- **[Google Tasks](https://github.com/zcaceres/gtasks-mcp)** - Google Tasks API Model Context Protocol Server. - **[Google Tasks](https://github.com/zcaceres/gtasks-mcp)** - Google Tasks API Model Context Protocol Server.
- **[Google Vertex AI Search](https://github.com/ubie-oss/mcp-vertexai-search)** - Provides Google Vertex AI Search results by grounding a Gemini model with your own private data
- **[GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema)** - Allow LLMs to explore large GraphQL schemas without bloating the context. - **[GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema)** - Allow LLMs to explore large GraphQL schemas without bloating the context.
- **[HDW LinkedIn](https://github.com/horizondatawave/hdw-mcp-server)** - Access to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/). - **[HDW LinkedIn](https://github.com/horizondatawave/hdw-mcp-server)** - Access to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/).
- **[Heurist Mesh Agent](https://github.com/heurist-network/heurist-mesh-mcp-server)** - Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh). - **[Heurist Mesh Agent](https://github.com/heurist-network/heurist-mesh-mcp-server)** - Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh).
@@ -226,30 +302,44 @@ A growing set of community-developed and maintained servers demonstrates various
- **[HubSpot](https://github.com/buryhuang/mcp-hubspot)** - HubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat. - **[HubSpot](https://github.com/buryhuang/mcp-hubspot)** - HubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat.
- **[HuggingFace Spaces](https://github.com/evalstate/mcp-hfspace)** - Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Claude Desktop mode for easy integration. - **[HuggingFace Spaces](https://github.com/evalstate/mcp-hfspace)** - Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Claude Desktop mode for easy integration.
- **[Hyperliquid](https://github.com/mektigboy/server-hyperliquid)** - An MCP server implementation that integrates the Hyperliquid SDK for exchange data. - **[Hyperliquid](https://github.com/mektigboy/server-hyperliquid)** - An MCP server implementation that integrates the Hyperliquid SDK for exchange data.
- **[hyprmcp](https://github.com/stefanoamorelli/hyprmcp)** (by Stefano Amorelli) - Lightweight MCP server for `hyprland`.
- **[iFlytek Workflow](https://github.com/iflytek/ifly-workflow-mcp-server)** - Connect to iFlytek Workflow via the MCP server and run your own Agent. - **[iFlytek Workflow](https://github.com/iflytek/ifly-workflow-mcp-server)** - Connect to iFlytek Workflow via the MCP server and run your own Agent.
- **[Image Generation](https://github.com/GongRzhe/Image-Generation-MCP-Server)** - This MCP server provides image generation capabilities using the Replicate Flux model. - **[Image Generation](https://github.com/GongRzhe/Image-Generation-MCP-Server)** - This MCP server provides image generation capabilities using the Replicate Flux model.
- **[InfluxDB](https://github.com/idoru/influxdb-mcp-server)** - Run queries against InfluxDB OSS API v2. - **[InfluxDB](https://github.com/idoru/influxdb-mcp-server)** - Run queries against InfluxDB OSS API v2.
- **[Inoyu](https://github.com/sergehuber/inoyu-mcp-unomi-server)** - Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles - **[Inoyu](https://github.com/sergehuber/inoyu-mcp-unomi-server)** - Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles
- **[Intercom](https://github.com/raoulbia-ai/mcp-server-for-intercom)** - An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets. - **[Intercom](https://github.com/raoulbia-ai/mcp-server-for-intercom)** - An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets.
- **[iOS Simulator](https://github.com/InditexTech/mcp-server-simulator-ios-idb)** - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
- **[iTerm MCP](https://github.com/ferrislucas/iterm-mcp)** - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands. - **[iTerm MCP](https://github.com/ferrislucas/iterm-mcp)** - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.
- [iTerm MCP Server](https://github.com/rishabkoul/iTerm-MCP-Server) - A Model Context Protocol (MCP) server implementation for iTerm2 terminal integration. Able to manage multiple iTerm Sessions
- **[JavaFX](https://github.com/mcpso/mcp-server-javafx)** - Make drawings using a JavaFX canvas - **[JavaFX](https://github.com/mcpso/mcp-server-javafx)** - Make drawings using a JavaFX canvas
- **[JDBC](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc)** - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, sqllite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants). - **[JDBC](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc)** - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, sqllite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants).
- **[JSON](https://github.com/GongRzhe/JSON-MCP-Server)** - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations. - **[JSON](https://github.com/GongRzhe/JSON-MCP-Server)** - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations.
- **[jupiter-mcp](https://github.com/kukapay/jupiter-mcp)** - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
- **[k8s-multicluster-mcp](https://github.com/razvanmacovei/k8s-multicluster-mcp)** - An MCP server for interact with multiple Kubernetes clusters simultaneously using multiple kubeconfig files.
- **[KiCad MCP](https://github.com/lamaalrajih/kicad-mcp)** - MCP server for KiCad on Mac, Windows, and Linux. - **[KiCad MCP](https://github.com/lamaalrajih/kicad-mcp)** - MCP server for KiCad on Mac, Windows, and Linux.
- **[Keycloak MCP](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms. - **[Keycloak MCP](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms.
- **[Kibana MCP](https://github.com/TocharianOU/mcp-server-kibana.git)** (by TocharianOU) - A community-maintained MCP server implementation that allows any MCP-compatible client to access and manage Kibana instances through natural language or programmatic requests.
- **[Kibela](https://github.com/kiwamizamurai/mcp-kibela-server)** (by kiwamizamurai) - Interact with Kibela API. - **[Kibela](https://github.com/kiwamizamurai/mcp-kibela-server)** (by kiwamizamurai) - Interact with Kibela API.
- **[kintone](https://github.com/macrat/mcp-server-kintone)** - Manage records and apps in [kintone](https://kintone.com) through LLM tools. - **[kintone](https://github.com/macrat/mcp-server-kintone)** - Manage records and apps in [kintone](https://kintone.com) through LLM tools.
- **[Kong Konnect](https://github.com/Kong/mcp-konnect)** - A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.
- **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Connect to Kubernetes cluster and manage pods, deployments, and services. - **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Connect to Kubernetes cluster and manage pods, deployments, and services.
- **[Kubernetes and OpenShift](https://github.com/manusa/kubernetes-mcp-server)** - A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster. - **[Kubernetes and OpenShift](https://github.com/manusa/kubernetes-mcp-server)** - A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
- **[Langflow-DOC-QA-SERVER](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - A Model Context Protocol server for document Q&A powered by Langflow. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend. - **[Langflow-DOC-QA-SERVER](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - A Model Context Protocol server for document Q&A powered by Langflow. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.
- **[Lightdash](https://github.com/syucream/lightdash-mcp-server)** - Interact with [Lightdash](https://www.lightdash.com/), a BI tool. - **[Lightdash](https://github.com/syucream/lightdash-mcp-server)** - Interact with [Lightdash](https://www.lightdash.com/), a BI tool.
- **[lsp-mcp](https://github.com/Tritlo/lsp-mcp)** - Interact with Language Servers usint the Language Server Protocol to provide additional context information via hover, code actions and completions.
- **[Linear](https://github.com/tacticlaunch/mcp-linear)** - Interact with Linear project management system.
- **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues. - **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.
- **[Linear (Go)](https://github.com/geropl/linear-mcp-go)** - Allows LLM to interact with Linear's API via a single static binary. - **[Linear (Go)](https://github.com/geropl/linear-mcp-go)** - Allows LLM to interact with Linear's API via a single static binary.
- **[LINE](https://github.com/amornpan/py-mcp-line)** (by amornpan) - Implementation for LINE Bot integration that enables Language Models to read and analyze LINE conversations through a standardized interface. Features asynchronous operation, comprehensive logging, webhook event handling, and support for various message types. - **[LINE](https://github.com/amornpan/py-mcp-line)** (by amornpan) - Implementation for LINE Bot integration that enables Language Models to read and analyze LINE conversations through a standardized interface. Features asynchronous operation, comprehensive logging, webhook event handling, and support for various message types.
- **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** (by marcusschiesser) - Integrate the data stored in a managed index on [LlamaCloud](https://cloud.llamaindex.ai/) - **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** (by marcusschiesser) - Integrate the data stored in a managed index on [LlamaCloud](https://cloud.llamaindex.ai/)
- **[lldb-mcp](https://github.com/stass/lldb-mcp)** - A Model Context Protocol server for LLDB that provides LLM-driven debugging.
- **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts. - **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.
- **[lucene-mcp-server](https://github.com/VivekKumarNeu/MCP-Lucene-Server)** - spring boot server using Lucene for fast document search and management.
- **[mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp)** - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. - **[mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp)** - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
- **[MalwareBazaar_MCP](https://github.com/mytechnotalent/MalwareBazaar_MCP)** (by Kevin Thomas) - An AI-driven MCP server that autonomously interfaces with MalwareBazaar, delivering real-time threat intel and sample metadata for authorized cybersecurity research workflows.
- **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python. - **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python.
- **[Markdown2doc](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/pandoc)** - Convert between various file formats using Pandoc
- **[Markitdown](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/markitdown)** - Convert files to Markdown
- **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more. - **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more.
- **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs - **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs
- **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly. - **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly.
@@ -257,28 +347,40 @@ A growing set of community-developed and maintained servers demonstrates various
- **[mcp-k8s-go](https://github.com/strowk/mcp-k8s-go)** - Golang-based Kubernetes server for MCP to browse pods and their logs, events, namespaces and more. Built to be extensible. - **[mcp-k8s-go](https://github.com/strowk/mcp-k8s-go)** - Golang-based Kubernetes server for MCP to browse pods and their logs, events, namespaces and more. Built to be extensible.
- **[mcp-local-rag](https://github.com/nkapila6/mcp-local-rag)** - "primitive" RAG-like web search model context protocol (MCP) server that runs locally using Google's MediaPipe Text Embedder and DuckDuckGo Search. ✨ no APIs required ✨. - **[mcp-local-rag](https://github.com/nkapila6/mcp-local-rag)** - "primitive" RAG-like web search model context protocol (MCP) server that runs locally using Google's MediaPipe Text Embedder and DuckDuckGo Search. ✨ no APIs required ✨.
- **[mcp-proxy](https://github.com/sparfenyuk/mcp-proxy)** - Connect to MCP servers that run on SSE transport, or expose stdio servers as an SSE server. - **[mcp-proxy](https://github.com/sparfenyuk/mcp-proxy)** - Connect to MCP servers that run on SSE transport, or expose stdio servers as an SSE server.
- **[MCP Proxy Server](https://github.com/TBXark/mcp-proxy)** - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single HTTP server.
- **[mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example)** - MCP server with basic demonstration of interactions with your Salesforce instance - **[mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example)** - MCP server with basic demonstration of interactions with your Salesforce instance
- **[mem0-mcp](https://github.com/mem0ai/mem0-mcp)** - A Model Context Protocol server for Mem0, which helps with managing coding preferences. - **[mem0-mcp](https://github.com/mem0ai/mem0-mcp)** - A Model Context Protocol server for Mem0, which helps with managing coding preferences.
- **[Membase](https://github.com/unibaseio/membase-mcp)** - Save and query your agent memory in distributed way by Membase.
- **[MetaTrader MCP](https://github.com/ariadng/metatrader-mcp-server)** - Enable AI LLMs to execute trades using MetaTrader 5 platform.
- **[Metricool MCP](https://github.com/metricool/mcp-metricool)** - A Model Context Protocol server that integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across networks like Instagram, Facebook, Twitter, LinkedIn, TikTok and YouTube.
- **[MSSQL](https://github.com/aekanun2020/mcp-server/)** - MSSQL database integration with configurable access controls and schema inspection - **[MSSQL](https://github.com/aekanun2020/mcp-server/)** - MSSQL database integration with configurable access controls and schema inspection
- **[MSSQL](https://github.com/JexinSam/mssql_mcp_server)** (by jexin) - MCP Server for MSSQL database in Python - **[MSSQL](https://github.com/JexinSam/mssql_mcp_server)** (by jexin) - MCP Server for MSSQL database in Python
- **[MSSQL-Python](https://github.com/amornpan/py-mcp-mssql)** (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem. - **[MSSQL-Python](https://github.com/amornpan/py-mcp-mssql)** (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem.
- **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL - **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL
- **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more) - **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more)
- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
- **[Mikrotik](https://github.com/jeff-nasseri/mikrotik-mcp)** - Mikrotik MCP server which cover networking operations (IP, DHCP, Firewall, etc)
- **[Mindmap](https://github.com/YuChenSSR/mindmap-mcp-server)** (by YuChenSSR) - A server that generates mindmaps from input containing markdown code. - **[Mindmap](https://github.com/YuChenSSR/mindmap-mcp-server)** (by YuChenSSR) - A server that generates mindmaps from input containing markdown code.
- **[Minima](https://github.com/dmayboroda/minima)** - MCP server for RAG on local files - **[Minima](https://github.com/dmayboroda/minima)** - MCP server for RAG on local files
- **[Mobile MCP](https://github.com/mobile-next/mobile-mcp)** (by Mobile Next) - MCP server for Mobile(iOS/Android) automation, app scraping and development using physical devices or simulators/emulators.
- **[MongoDB](https://github.com/kiliczsh/mcp-mongo-server)** - A Model Context Protocol Server for MongoDB. - **[MongoDB](https://github.com/kiliczsh/mcp-mongo-server)** - A Model Context Protocol Server for MongoDB.
- **[MongoDB Lens](https://github.com/furey/mongodb-lens)** - Full Featured MCP Server for MongoDB Databases. - **[MongoDB Lens](https://github.com/furey/mongodb-lens)** - Full Featured MCP Server for MongoDB Databases.
- **[Monday.com](https://github.com/sakce/mcp-server-monday)** - MCP Server to interact with Monday.com boards and items. - **[Monday.com](https://github.com/sakce/mcp-server-monday)** - MCP Server to interact with Monday.com boards and items.
- **[Morningstar](https://github.com/Morningstar/morningstar-mcp-server)** - MCP Server to interact with Morningstar Research, Editorial and Datapoints
- **[Multicluster-MCP-Sever](https://github.com/yanmxa/multicluster-mcp-server)** - The gateway for GenAI systems to interact with multiple Kubernetes clusters. - **[Multicluster-MCP-Sever](https://github.com/yanmxa/multicluster-mcp-server)** - The gateway for GenAI systems to interact with multiple Kubernetes clusters.
- **[MySQL](https://github.com/benborla/mcp-server-mysql)** (by benborla) - MySQL database integration in NodeJS with configurable access controls and schema inspection - **[MySQL](https://github.com/benborla/mcp-server-mysql)** (by benborla) - MySQL database integration in NodeJS with configurable access controls and schema inspection
- **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** (by DesignComputer) - MySQL database integration in Python with configurable access controls and schema inspection - **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** (by DesignComputer) - MySQL database integration in Python with configurable access controls and schema inspection
- **[n8n](https://github.com/leonardsellem/n8n-mcp-server)** - This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status. - **[n8n](https://github.com/leonardsellem/n8n-mcp-server)** - This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status.
- **[NASA](https://github.com/ProgramComputer/NASA-MCP-server)** (by ProgramComputer) - Access to a unified gateway of NASA's data sources including but not limited to APOD, NEO, EPIC, GIBS. - **[NASA](https://github.com/ProgramComputer/NASA-MCP-server)** (by ProgramComputer) - Access to a unified gateway of NASA's data sources including but not limited to APOD, NEO, EPIC, GIBS.
- **[Nasdaq Data Link](https://github.com/stefanoamorelli/nasdaq-data-link-mcp)** (by stefanoamorelli) - An MCP server to access, explore, and interact with Nasdaq Data Links extensive and valuable financial and economic datasets.
- **[National Parks](https://github.com/KyrieTangSheng/mcp-server-nationalparks)** - The server provides latest information of park details, alerts, visitor centers, campgrounds, hiking trails, and events for U.S. National Parks. - **[National Parks](https://github.com/KyrieTangSheng/mcp-server-nationalparks)** - The server provides latest information of park details, alerts, visitor centers, campgrounds, hiking trails, and events for U.S. National Parks.
- **[NAVER](https://github.com/pfldy2850/py-mcp-naver)** (by pfldy2850) - This MCP server provides tools to interact with various Naver services, such as searching blogs, news, books, and more. - **[NAVER](https://github.com/pfldy2850/py-mcp-naver)** (by pfldy2850) - This MCP server provides tools to interact with various Naver services, such as searching blogs, news, books, and more.
- **[NBA](https://github.com/Taidgh-Robinson/nba-mcp-server)** - This MCP server provides tools to fetch recent and historical NBA games including basic and advanced statistics.
- **[NS Travel Information](https://github.com/r-huijts/ns-mcp-server)** - Access Dutch Railways (NS) real-time train travel information and disruptions through the official NS API. - **[NS Travel Information](https://github.com/r-huijts/ns-mcp-server)** - Access Dutch Railways (NS) real-time train travel information and disruptions through the official NS API.
- **[Neo4j](https://github.com/da-okazaki/mcp-neo4j-server)** - A community built server that interacts with Neo4j Graph Database. - **[Neo4j](https://github.com/da-okazaki/mcp-neo4j-server)** - A community built server that interacts with Neo4j Graph Database.
- **[Neovim](https://github.com/bigcodegen/mcp-neovim-server)** - An MCP Server for your Neovim session. - **[Neovim](https://github.com/bigcodegen/mcp-neovim-server)** - An MCP Server for your Neovim session.
- **[nomad-mcp](https://github.com/kocierik/mcp-nomad)** - A server that provides a set of tools for managing Nomad clusters through the MCP.
- **[Notion](https://github.com/suekou/mcp-notion-server)** (by suekou) - Interact with Notion API. - **[Notion](https://github.com/suekou/mcp-notion-server)** (by suekou) - Interact with Notion API.
- **[Notion](https://github.com/v-3/notion-server)** (by v-3) - Notion MCP integration. Search, Read, Update, and Create pages through Claude chat. - **[Notion](https://github.com/v-3/notion-server)** (by v-3) - Notion MCP integration. Search, Read, Update, and Create pages through Claude chat.
- **[ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp)** (by teddyzxcv) - The MCP server that keeps you informed by sending the notification on phone using ntfy - **[ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp)** (by teddyzxcv) - The MCP server that keeps you informed by sending the notification on phone using ntfy
@@ -286,6 +388,8 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through your Obsidian vault or any directory containing Markdown notes - **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through your Obsidian vault or any directory containing Markdown notes
- **[obsidian-mcp](https://github.com/StevenStavrakis/obsidian-mcp)** - (by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes. - **[obsidian-mcp](https://github.com/StevenStavrakis/obsidian-mcp)** - (by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes.
- **[OceanBase](https://github.com/yuanoOo/oceanbase_mcp_server)** - (by yuanoOo) A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases. - **[OceanBase](https://github.com/yuanoOo/oceanbase_mcp_server)** - (by yuanoOo) A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases.
- **[Office-PowerPoint-MCP-Server](https://github.com/GongRzhe/Office-PowerPoint-MCP-Server)** - A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft PowerPoint documents.
- **[Office-Word-MCP-Server](https://github.com/GongRzhe/Office-Word-MCP-Server)** - A Model Context Protocol (MCP) server for creating, reading, and manipulating Microsoft Word documents.
- **[Okta](https://github.com/kapilduraphe/okta-mcp-server)** - Interact with Okta API. - **[Okta](https://github.com/kapilduraphe/okta-mcp-server)** - Interact with Okta API.
- **[OneNote](https://github.com/rajvirtual/MCP-Servers/tree/master/onenote)** - (by Rajesh Vijay) An MCP server that connects to Microsoft OneNote using the Microsoft Graph API. Reading notebooks, sections, and pages from OneNote,Creating new notebooks, sections, and pages in OneNote. - **[OneNote](https://github.com/rajvirtual/MCP-Servers/tree/master/onenote)** - (by Rajesh Vijay) An MCP server that connects to Microsoft OneNote using the Microsoft Graph API. Reading notebooks, sections, and pages from OneNote,Creating new notebooks, sections, and pages in OneNote.
- **[OpenAI WebSearch MCP](https://github.com/ConechoAI/openai-websearch-mcp)** - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool. - **[OpenAI WebSearch MCP](https://github.com/ConechoAI/openai-websearch-mcp)** - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.
@@ -295,59 +399,92 @@ A growing set of community-developed and maintained servers demonstrates various
- **[OpenCTI](https://github.com/Spathodea-Network/opencti-mcp)** - Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors. - **[OpenCTI](https://github.com/Spathodea-Network/opencti-mcp)** - Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors.
- **[OpenDota](https://github.com/asusevski/opendota-mcp-server)** - Interact with OpenDota API to retrieve Dota 2 match data, player statistics, and more. - **[OpenDota](https://github.com/asusevski/opendota-mcp-server)** - Interact with OpenDota API to retrieve Dota 2 match data, player statistics, and more.
- **[OpenRPC](https://github.com/shanejonas/openrpc-mpc-server)** - Interact with and discover JSON-RPC APIs via [OpenRPC](https://open-rpc.org). - **[OpenRPC](https://github.com/shanejonas/openrpc-mpc-server)** - Interact with and discover JSON-RPC APIs via [OpenRPC](https://open-rpc.org).
- **[OpenWeather](https://github.com/mschneider82/mcp-openweather)** - Interact with the free openweathermap API to get the current and forecast weather for a location.
- **[Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools)** - Content editing codes, value map, and positioning tools for product marketing. - **[Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools)** - Content editing codes, value map, and positioning tools for product marketing.
- **[Outline](https://github.com/Vortiago/mcp-outline)** - MCP Server to interact with [Outline](https://www.getoutline.com) knowledge base to search, read, create, and manage documents and their content, access collections, add comments, and manage document backlinks.
- **[pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp)** - An MCP server that tracks newly created liquidity pools on Pancake Swap.
- **[Pandoc](https://github.com/vivekVells/mcp-pandoc)** - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. - **[Pandoc](https://github.com/vivekVells/mcp-pandoc)** - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- **[Paradex MCP](https://github.com/sv/mcp-paradex-py)** - MCP native server for interacting with Paradex platform, including fully features trading.
- **[Phone MCP](https://github.com/hao-cyber/phone-mcp)** - 📱 A powerful plugin that lets you control your Android phone. Enables AI agents to perform complex tasks like automatically playing music based on weather or making calls and sending texts.
- **[PIF](https://github.com/hungryrobot1/MCP-PIF)** - A Personal Intelligence Framework (PIF), providing tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human-AI collaboration across sessions. - **[PIF](https://github.com/hungryrobot1/MCP-PIF)** - A Personal Intelligence Framework (PIF), providing tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human-AI collaboration across sessions.
- **[Pinecone](https://github.com/sirmews/mcp-pinecone)** - MCP server for searching and uploading records to Pinecone. Allows for simple RAG features, leveraging Pinecone's Inference API. - **[Pinecone](https://github.com/sirmews/mcp-pinecone)** - MCP server for searching and uploading records to Pinecone. Allows for simple RAG features, leveraging Pinecone's Inference API.
- **[Placid.app](https://github.com/felores/placid-mcp-server)** - Generate image and video creatives using Placid.app templates - **[Placid.app](https://github.com/felores/placid-mcp-server)** - Generate image and video creatives using Placid.app templates
- **[Plane](https://github.com/kelvin6365/plane-mcp-server)** - This MCP Server will help you to manage projects and issues through Plane's API
- **[Playwright](https://github.com/executeautomation/mcp-playwright)** - This MCP Server will help you run browser automation and webscraping using Playwright - **[Playwright](https://github.com/executeautomation/mcp-playwright)** - This MCP Server will help you run browser automation and webscraping using Playwright
- **[Postman](https://github.com/shannonlal/mcp-postman)** - MCP server for running Postman Collections locally via Newman. Allows for simple execution of Postman Server and returns the results of whether the collection passed all the tests. - **[Postman](https://github.com/shannonlal/mcp-postman)** - MCP server for running Postman Collections locally via Newman. Allows for simple execution of Postman Server and returns the results of whether the collection passed all the tests.
- **[Prefect](https://github.com/allen-munsch/mcp-prefect)** - MCP Server for workflow orchestration and ELT/ETL with Prefect Server, and Prefect Cloud [https://www.prefect.io/] using the `prefect` python client.
- **[Productboard](https://github.com/kenjihikmatullah/productboard-mcp)** - Integrate the Productboard API into agentic workflows via MCP. - **[Productboard](https://github.com/kenjihikmatullah/productboard-mcp)** - Integrate the Productboard API into agentic workflows via MCP.
- **[Prometheus](https://github.com/pab1it0/prometheus-mcp-server)** - Query and analyze Prometheus - open-source monitoring system. - **[Prometheus](https://github.com/pab1it0/prometheus-mcp-server)** - Query and analyze Prometheus - open-source monitoring system.
- **[PubChem](https://github.com/sssjiang/pubchem_mcp_server)** - extract drug information from pubchem API.
- **[Pulumi](https://github.com/dogukanakkaya/pulumi-mcp-server)** - MCP Server to Interact with Pulumi API, creates and lists Stacks - **[Pulumi](https://github.com/dogukanakkaya/pulumi-mcp-server)** - MCP Server to Interact with Pulumi API, creates and lists Stacks
- **[Puppeteer vision](https://github.com/djannot/puppeteer-vision-mcp)** - Use Puppeteer to browse a webpage and return a high quality Markdown. Use AI vision capabilities to handle cookies, captchas, and other interactive elements automatically.
- **[Pushover](https://github.com/ashiknesin/pushover-mcp)** - Send instant notifications to your devices using [Pushover.net](https://pushover.net/) - **[Pushover](https://github.com/ashiknesin/pushover-mcp)** - Send instant notifications to your devices using [Pushover.net](https://pushover.net/)
- **[Quarkus](https://github.com/quarkiverse/quarkus-mcp-servers)** - MCP servers for the Quarkus Java framework.
- **[QGIS](https://github.com/jjsantos01/qgis_mcp)** - connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more. - **[QGIS](https://github.com/jjsantos01/qgis_mcp)** - connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- **[QuickChart](https://github.com/GongRzhe/Quickchart-MCP-Server)** - A Model Context Protocol server for generating charts using QuickChart.io - **[QuickChart](https://github.com/GongRzhe/Quickchart-MCP-Server)** - A Model Context Protocol server for generating charts using QuickChart.io
- **[Qwen_Max](https://github.com/66julienmartin/MCP-server-Qwen_Max)** - A Model Context Protocol (MCP) server implementation for the Qwen models. - **[Qwen_Max](https://github.com/66julienmartin/MCP-server-Qwen_Max)** - A Model Context Protocol (MCP) server implementation for the Qwen models.
- **[RabbitMQ](https://github.com/kenliao94/mcp-server-rabbitmq)** - The MCP server that interacts with RabbitMQ to publish and consume messages. - **[RabbitMQ](https://github.com/kenliao94/mcp-server-rabbitmq)** - The MCP server that interacts with RabbitMQ to publish and consume messages.
- **[RAG Web Browser](https://github.com/apify/mcp-server-rag-web-browser)** An MCP server for Apify's open-source RAG Web Browser [Actor](https://apify.com/apify/rag-web-browser) to perform web searches, scrape URLs, and return content in Markdown. - **[RAG Web Browser](https://github.com/apify/mcp-server-rag-web-browser)** An MCP server for Apify's open-source RAG Web Browser [Actor](https://apify.com/apify/rag-web-browser) to perform web searches, scrape URLs, and return content in Markdown.
- **[Raindrop.io](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
- **[Reaper](https://github.com/dschuler36/reaper-mcp-server)** - Interact with your [Reaper](https://www.reaper.fm/) (Digital Audio Workstation) projects. - **[Reaper](https://github.com/dschuler36/reaper-mcp-server)** - Interact with your [Reaper](https://www.reaper.fm/) (Digital Audio Workstation) projects.
- **[Redis](https://github.com/GongRzhe/REDIS-MCP-Server)** - Redis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing. - **[Redis](https://github.com/GongRzhe/REDIS-MCP-Server)** - Redis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing.
- **[Redis](https://github.com/prajwalnayak7/mcp-server-redis)** MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate - **[Redis](https://github.com/prajwalnayak7/mcp-server-redis)** MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate
- **[Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer)** - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval. - **[Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer)** - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.
- **[Replicate](https://github.com/deepfates/mcp-replicate)** - Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images. - **[Replicate](https://github.com/deepfates/mcp-replicate)** - Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images.
- **[Resend](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/resend)** - Send email using Resend services
- **[Rquest](https://github.com/xxxbrian/mcp-rquest)** - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures. - **[Rquest](https://github.com/xxxbrian/mcp-rquest)** - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures.
- **[Rijksmuseum](https://github.com/r-huijts/rijksmuseum-mcp)** - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections. - **[Rijksmuseum](https://github.com/r-huijts/rijksmuseum-mcp)** - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections.
- **[Riot Games](https://github.com/jifrozen0110/mcp-riot)** - MCP server for League of Legends fetch player info, ranks, champion stats, and match history via Riot API.
- **[Rust MCP Filesystem](https://github.com/rust-mcp-stack/rust-mcp-filesystem)** - Fast, asynchronous MCP server for efficient handling of various filesystem operations built with the power of Rust.
- **[Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce Data and Metadata - **[Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce Data and Metadata
- **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - A MCP server to search for scholarly and academic articles. - **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - A MCP server to search for scholarly and academic articles.
- **[scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling. - **[scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling.
- **[SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng)** - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) - **[SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng)** - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
- **[SEC EDGAR](https://github.com/stefanoamorelli/sec-edgar-mcp)** - (by Stefano Amorelli) A community Model Context Protocol Server to access financial filings and data through the U.S. Securities and Exchange Commission ([SEC](https://www.sec.gov/)) `Electronic Data Gathering, Analysis, and Retrieval` ([EDGAR](https://www.sec.gov/submit-filings/about-edgar)) database
- **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - A MCP server to interact with a ServiceNow instance - **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - A MCP server to interact with a ServiceNow instance
- **[Shopify](https://github.com/GeLi2001/shopify-mcp)** - MCP to interact with Shopify API including order, product, customers and so on.
- **[Siri Shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - MCP to interact with Siri Shortcuts on macOS. Exposes all Shortcuts as MCP tools. - **[Siri Shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - MCP to interact with Siri Shortcuts on macOS. Exposes all Shortcuts as MCP tools.
- **[Slack](https://github.com/korotovsky/slack-mcp-server)** - The most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏.
- **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations. - **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.
- **[Solver](https://github.com/szeider/mcp-solver)** - Solves constraint satisfaction and optimization problems .
- **[SoccerDataAPI](https://github.com/yeonupark/mcp-soccer-data)** - This MCP server provides real-time football match data based on the SoccerDataAPI.
- **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server)** - This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protcool actions and growing - **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server)** - This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protcool actions and growing
- **[Spotify](https://github.com/varunneal/spotify-mcp)** - This MCP allows an LLM to play and use Spotify. - **[Spotify](https://github.com/varunneal/spotify-mcp)** - This MCP allows an LLM to play and use Spotify.
- **[Starwind UI](https://github.com/Boston343/starwind-ui-mcp/)** - This MCP provides relevant commands, documentation, and other information to allow LLMs to take full advantage of Starwind UI's open source Astro components. - **[Starwind UI](https://github.com/Boston343/starwind-ui-mcp/)** - This MCP provides relevant commands, documentation, and other information to allow LLMs to take full advantage of Starwind UI's open source Astro components.
- **[Strava](https://github.com/r-huijts/strava-mcp)** - Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.
- **[Stripe](https://github.com/atharvagupta2003/mcp-stripe)** - This MCP allows integration with Stripe for handling payments, customers, and refunds. - **[Stripe](https://github.com/atharvagupta2003/mcp-stripe)** - This MCP allows integration with Stripe for handling payments, customers, and refunds.
- **[ShaderToy](https://github.com/wilsonchenghy/ShaderToy-MCP)** - This MCP server lets LLMs to interact with the ShaderToy API, allowing LLMs to learn from compute shaders examples and enabling them to create complex GLSL shaders that they are previously not capable of.
- **[Talk To Figma](https://github.com/sonnylazuardi/cursor-talk-to-figma-mcp)** - This MCP server enables LLMs to interact with Figma, allowing them to read and modify designs programmatically.
- **[TMDB](https://github.com/Laksh-star/mcp-server-tmdb)** - This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations. - **[TMDB](https://github.com/Laksh-star/mcp-server-tmdb)** - This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.
- **[Tavily search](https://github.com/RamXX/mcp-tavily)** - An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions - **[Tavily search](https://github.com/RamXX/mcp-tavily)** - An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions
- **[Telegram](https://github.com/chigwell/telegram-mcp)** - An MCP server that provides paginated chat reading, message retrieval, and message sending capabilities for Telegram through Telethon integration. - **[Telegram](https://github.com/chigwell/telegram-mcp)** - An MCP server that provides paginated chat reading, message retrieval, and message sending capabilities for Telegram through Telethon integration.
- **[Telegram-Client](https://github.com/chaindead/telegram-mcp)** - A Telegram API bridge that manages user data, dialogs, messages, drafts, read status, and more for seamless interactions.
- **[Teradata](https://github.com/arturborycki/mcp-teradata)** - his MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics
- **[Terminal-Control](https://github.com/GongRzhe/terminal-controller-mcp)** - A MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface. - **[Terminal-Control](https://github.com/GongRzhe/terminal-controller-mcp)** - A MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface.
- **[TFT-Match-Analyzer](https://github.com/GeLi2001/tft-mcp-server)** - MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.
- **[thegraph-mcp](https://github.com/kukapay/thegraph-mcp)** - An MCP server that powers AI agents with indexed blockchain data from The Graph.
- **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Search for events, venues, and attractions through the Ticketmaster Discovery API - **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Search for events, venues, and attractions through the Ticketmaster Discovery API
- **[TickTick](https://github.com/alexarevalo9/ticktick-mcp-server)** - A Model Context Protocol (MCP) server designed to integrate with the TickTick task management platform, enabling intelligent context-aware task operations and automation.
- **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Interact with Todoist to manage your tasks. - **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Interact with Todoist to manage your tasks.
- **[token-minter-mcp](https://github.com/kukapay/token-minter-mcp)** - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
- **[token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp)** - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
- **[Typesense](https://github.com/suhail-ak-s/mcp-typesense-server)** - A Model Context Protocol (MCP) server implementation that provides AI models with access to Typesense search capabilities. This server enables LLMs to discover, search, and analyze data stored in Typesense collections. - **[Typesense](https://github.com/suhail-ak-s/mcp-typesense-server)** - A Model Context Protocol (MCP) server implementation that provides AI models with access to Typesense search capabilities. This server enables LLMs to discover, search, and analyze data stored in Typesense collections.
- **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations. - **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations.
- **[uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp)** - An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks.
- **[uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp)** -An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
- **[Unity Catalog](https://github.com/ognis1205/mcp-server-unitycatalog)** - An MCP server that enables LLMs to interact with Unity Catalog AI, supporting CRUD operations on Unity Catalog Functions and executing them as MCP tools. - **[Unity Catalog](https://github.com/ognis1205/mcp-server-unitycatalog)** - An MCP server that enables LLMs to interact with Unity Catalog AI, supporting CRUD operations on Unity Catalog Functions and executing them as MCP tools.
- **[Unity3d Game Engine](https://github.com/CoderGamester/mcp-unity)** - An MCP server that enables LLMs to interact with Unity3d Game Engine, supporting access to a variety of the Unit's Editor engine tools (e.g. Console Logs, Test Runner logs, Editor functions, hierarchy state, etc) and executing them as MCP tools or gather them as resources. - **[Unity3d Game Engine](https://github.com/CoderGamester/mcp-unity)** - An MCP server that enables LLMs to interact with Unity3d Game Engine, supporting access to a variety of the Unit's Editor engine tools (e.g. Console Logs, Test Runner logs, Editor functions, hierarchy state, etc) and executing them as MCP tools or gather them as resources.
- **[Unity Integration (Advanced)](https://github.com/quazaai/UnityMCPIntegration)** - Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation. - **[Unity Integration (Advanced)](https://github.com/quazaai/UnityMCPIntegration)** - Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation.
- **[Vega-Lite](https://github.com/isaacwasserman/mcp-vegalite-server)** - Generate visualizations from fetched data using the VegaLite format and renderer. - **[Vega-Lite](https://github.com/isaacwasserman/mcp-vegalite-server)** - Generate visualizations from fetched data using the VegaLite format and renderer.
- **[Video Editor](https://github.com/burningion/video-editing-mcp)** - A Model Context Protocol Server to add, edit, and search videos with [Video Jungle](https://www.video-jungle.com/). - **[Video Editor](https://github.com/burningion/video-editing-mcp)** - A Model Context Protocol Server to add, edit, and search videos with [Video Jungle](https://www.video-jungle.com/).
- **[Video Still Capture](https://github.com/13rac1/videocapture-mcp)** - 📷 Capture video stills from an OpenCV-compatible webcam or other video source.
- **[Virtual location (Google Street View,etc.)](https://github.com/mfukushim/map-traveler-mcp)** - Integrates Google Map, Google Street View, PixAI, Stability.ai, ComfyUI API and Bluesky to provide a virtual location simulation in LLM (written in Effect.ts) - **[Virtual location (Google Street View,etc.)](https://github.com/mfukushim/map-traveler-mcp)** - Integrates Google Map, Google Street View, PixAI, Stability.ai, ComfyUI API and Bluesky to provide a virtual location simulation in LLM (written in Effect.ts)
- **[VolcEngine TOS](https://github.com/dinghuazhou/sample-mcp-server-tos)** - A sample MCP server for VolcEngine TOS that flexibly get objects from TOS. - **[VolcEngine TOS](https://github.com/dinghuazhou/sample-mcp-server-tos)** - A sample MCP server for VolcEngine TOS that flexibly get objects from TOS.
- **[Wanaku MCP Router](https://github.com/wanaku-ai/wanaku/)** - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents. - **[Wanaku MCP Router](https://github.com/wanaku-ai/wanaku/)** - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
- **[Webflow](https://github.com/kapilduraphe/webflow-mcp-server)** - Interfact with the Webflow APIs - **[Webflow](https://github.com/kapilduraphe/webflow-mcp-server)** - Interfact with the Webflow APIs
- **[whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp)** - A mcp server for tracking cryptocurrency whale transactions. - **[whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp)** - A mcp server for tracking cryptocurrency whale transactions.
- **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD. - **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD.
- **[Wikidata MCP](https://github.com/zzaebok/mcp-wikidata)** - Wikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query.
- **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...). - **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...).
- **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells. - **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
- **[World Bank data API](https://github.com/anshumax/world_bank_mcp_server)** - A server that fetches data indicators available with the World Bank as part of their data API - **[World Bank data API](https://github.com/anshumax/world_bank_mcp_server)** - A server that fetches data indicators available with the World Bank as part of their data API
@@ -357,7 +494,11 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Xero-mcp-server](https://github.com/john-zhang-dev/xero-mcp)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations. - **[Xero-mcp-server](https://github.com/john-zhang-dev/xero-mcp)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations.
- **[XiYan](https://github.com/XGenerationLab/xiyan_mcp_server)** - 🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. - **[XiYan](https://github.com/XGenerationLab/xiyan_mcp_server)** - 🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
- **[XMind](https://github.com/apeyroux/mcp-xmind)** - Read and search through your XMind directory containing XMind files. - **[XMind](https://github.com/apeyroux/mcp-xmind)** - Read and search through your XMind directory containing XMind files.
- **[YNAB](https://github.com/ChuckBryan/ynabmcpserver)** - A Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data.
- **[YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube)** - Extract Youtube video information (with proxies support).
- **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics. - **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics.
- **[Zoom](https://github.com/Prathamesh0901/zoom-mcp-server/tree/main)** - Create, update, read and delete your zoom meetings.
- **[mcp_weather](https://github.com/isdaniel/mcp_weather_server)** - Get weather information from https://api.open-meteo.com API.
## 📚 Frameworks ## 📚 Frameworks
@@ -366,7 +507,7 @@ These are high-level frameworks that make it easier to build MCP servers or clie
### For servers ### For servers
* **[EasyMCP](https://github.com/zcaceres/easy-mcp/)** (TypeScript) * **[EasyMCP](https://github.com/zcaceres/easy-mcp/)** (TypeScript)
- **[FastAPI to MCP auto generator](https://github.com/tadata-org/fastapi_mcp)**  A zero-configuration tool for automatically exposing FastAPI endpoints as MCP tools by **[Tadata](https://tadata.com/)** - **[FastAPI to MCP auto generator](https://github.com/tadata-org/fastapi_mcp)** A zero-configuration tool for automatically exposing FastAPI endpoints as MCP tools by **[Tadata](https://tadata.com/)**
* **[FastMCP](https://github.com/punkpeye/fastmcp)** (TypeScript) * **[FastMCP](https://github.com/punkpeye/fastmcp)** (TypeScript)
* **[Foxy Contexts](https://github.com/strowk/foxy-contexts)** A library to build MCP servers in Golang by **[strowk](https://github.com/strowk)** * **[Foxy Contexts](https://github.com/strowk/foxy-contexts)** A library to build MCP servers in Golang by **[strowk](https://github.com/strowk)**
* **[Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers)** - A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins. * **[Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers)** - A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins.
@@ -387,25 +528,32 @@ Additional resources on MCP.
- **[Awesome MCP Servers by appcypher](https://github.com/appcypher/awesome-mcp-servers)** - A curated list of MCP servers by **[Stephen Akinyemi](https://github.com/appcypher)** - **[Awesome MCP Servers by appcypher](https://github.com/appcypher/awesome-mcp-servers)** - A curated list of MCP servers by **[Stephen Akinyemi](https://github.com/appcypher)**
- **[Awesome MCP Servers by punkpeye](https://github.com/punkpeye/awesome-mcp-servers)** (**[website](https://glama.ai/mcp/servers)**) - A curated list of MCP servers by **[Frank Fiegel](https://github.com/punkpeye)** - **[Awesome MCP Servers by punkpeye](https://github.com/punkpeye/awesome-mcp-servers)** (**[website](https://glama.ai/mcp/servers)**) - A curated list of MCP servers by **[Frank Fiegel](https://github.com/punkpeye)**
- **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** (**[website](https://mcpservers.org)**) - A curated list of MCP servers by **[wong2](https://github.com/wong2)** - **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** (**[website](https://mcpservers.org)**) - A curated list of MCP servers by **[wong2](https://github.com/wong2)**
- **[Discord Server](https://glama.ai/mcp/discord)**  A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** - **[Awesome Remote MCP Servers by JAW9C](https://github.com/jaw9c/awesome-remote-mcp-servers)** - A curated list of **remote** MCP servers, including thier authentication support by **[JAW9C](https://github.com/jaw9c)**
- **[Discord Server](https://glama.ai/mcp/discord)** A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)**
- **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)** - **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)**
- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis AI](https://www.klavis.ai)** - Open Source MCP Infra. Hosted MCP servers and MCP clients on Slack and Discord.
- **[MCP Marketplace Web Plugin](https://github.com/AI-Agent-Hub/mcp-marketplace)** MCP Marketplace is a small Web UX plugin to integrate with AI applications, Support various MCP Server API Endpoint (e.g pulsemcp.com/deepnlp.org and more). Allowing user to browse, paginate and select various MCP servers by different categories. [Pypi](https://pypi.org/project/mcp-marketplace) | [Maintainer](https://github.com/AI-Agent-Hub) | [Website](http://www.deepnlp.org/store/ai-agent/mcp-server)
- **[MCP Router](https://mcp-router.net)** Free Windows and macOS app that simplifies MCP management while providing seamless app authentication and powerful log visualization by **[MCP Router](https://github.com/mcp-router/mcp-router)**
- **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)** - **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)**
- **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)** - **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)**
- **[MCP X Community](https://x.com/i/communities/1861891349609603310)**  A X community for MCP by **[Xiaoyi](https://x.com/chxy)** - **[MCP X Community](https://x.com/i/communities/1861891349609603310)** A X community for MCP by **[Xiaoyi](https://x.com/chxy)**
- **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)** - **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)**
- **[mcp-get](https://mcp-get.com)** - Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)** - **[mcp-get](https://mcp-get.com)** - Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)**
- **[mcp-guardian](https://github.com/eqtylab/mcp-guardian)** - GUI application + tools for proxying / managing control of MCP servers by **[EQTY Lab](https://eqtylab.io)** - **[mcp-guardian](https://github.com/eqtylab/mcp-guardian)** - GUI application + tools for proxying / managing control of MCP servers by **[EQTY Lab](https://eqtylab.io)**
- **[mcpm](https://github.com/pathintegral-institute/mcpm.sh)** ([website](https://mcpm.sh)) - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by **[Pathintegral](https://github.com/pathintegral-institute)**
- **[mcp-manager](https://github.com/zueai/mcp-manager)** - Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)** - **[mcp-manager](https://github.com/zueai/mcp-manager)** - Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)**
- **[MCPHub](https://github.com/Jeamee/MCPHub-Desktop)**  An Open Source MacOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **[Jeamee](https://github.com/jeamee)** - **[MCPHub](https://github.com/Jeamee/MCPHub-Desktop)** An Open Source macOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by **[Jeamee](https://github.com/jeamee)**
- **[mcp.natoma.id](https://mcp.natoma.id)** A Hosted MCP Platform to discover, install, manage and deploy MCP servers by **[Natoma Labs](https://www.natoma.id)**
- **[mcp.run](https://mcp.run)** - A hosted registry and control plane to install & run secure + portable MCP Servers. - **[mcp.run](https://mcp.run)** - A hosted registry and control plane to install & run secure + portable MCP Servers.
- **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and MacOS. - **[mcp-dockmaster](https://mcp-dockmaster.com)** - An Open-Sourced UI to install and manage MCP servers for Windows, Linux and MacOS.
- **[MCP Servers Rating and User Reviews](http://www.deepnlp.org/store/ai-agent/mcp-server)** - Website to rate MCP servers, write authentic user reviews, and [search engine for agent & mcp](http://www.deepnlp.org/search/agent)
- **[MCPVerse](https://mcpverse.dev)** - A portal for creating & hosting authenticated MCP servers and connecting to them securely.
- <img height="12" width="12" src="https://mkinf.io/favicon-lilac.png" alt="mkinf Logo" /> **[mkinf](https://mkinf.io)** - An Open Source registry of hosted MCP Servers to accelerate AI agent workflows. - <img height="12" width="12" src="https://mkinf.io/favicon-lilac.png" alt="mkinf Logo" /> **[mkinf](https://mkinf.io)** - An Open Source registry of hosted MCP Servers to accelerate AI agent workflows.
- **[Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory)** - A curated list of MCP servers by **[mcpso](https://mcp.so)** - **[Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory)** - A curated list of MCP servers by **[mcpso](https://mcp.so)**
- <img height="12" width="12" src="https://opentools.com/favicon.ico" alt="OpenTools Logo" /> **[OpenTools](https://opentools.com)** - An open registry for finding, installing, and building with MCP servers by **[opentoolsteam](https://github.com/opentoolsteam)** - <img height="12" width="12" src="https://opentools.com/favicon.ico" alt="OpenTools Logo" /> **[OpenTools](https://opentools.com)** - An open registry for finding, installing, and building with MCP servers by **[opentoolsteam](https://github.com/opentoolsteam)**
- **[PulseMCP](https://www.pulsemcp.com)** ([API](https://www.pulsemcp.com/api)) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by **[Tadas Antanavicius](https://github.com/tadasant)**, **[Mike Coughlin](https://github.com/macoughl)**, and **[Ravina Patel](https://github.com/ravinahp)** - **[PulseMCP](https://www.pulsemcp.com)** ([API](https://www.pulsemcp.com/api)) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by **[Tadas Antanavicius](https://github.com/tadasant)**, **[Mike Coughlin](https://github.com/macoughl)**, and **[Ravina Patel](https://github.com/ravinahp)**
- **[r/mcp](https://www.reddit.com/r/mcp)**  A Reddit community dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** - **[r/mcp](https://www.reddit.com/r/mcp)** A Reddit community dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)**
- **[r/modelcontextprotocol](https://www.reddit.com/r/modelcontextprotocol)**  A Model Context Protocol community Reddit page - discuss ideas, get answers to your questions, network with like-minded people, and showcase your projects! by **[Alex Andru](https://github.com/QuantGeekDev)** - **[r/modelcontextprotocol](https://www.reddit.com/r/modelcontextprotocol)** A Model Context Protocol community Reddit page - discuss ideas, get answers to your questions, network with like-minded people, and showcase your projects! by **[Alex Andru](https://github.com/QuantGeekDev)**
- **[Smithery](https://smithery.ai/)** - A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)** - **[Smithery](https://smithery.ai/)** - A registry of MCP servers to find the right tools for your LLM agents by **[Henry Mao](https://github.com/calclavia)**

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package-lock.json generated
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"parseurl": "^1.3.3",
"send": "^1.2.0"
},
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}
},
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"version": "2.0.1",
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"mime-types": "^3.0.0"
},
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}
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"src/everything/node_modules/zod": {
"version": "3.24.3",
"resolved": "https://registry.npmjs.org/zod/-/zod-3.24.3.tgz",
"integrity": "sha512-HhY1oqzWCQWuUqvBFnsyrtZRhyPeR7SUGv+C4+MsisMuVfSPx8HpwWqH8tRahSlt6M3PiFAcoeFhZAqIXTxoSg==",
"license": "MIT",
"funding": {
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"src/everything/node_modules/zod-to-json-schema": {
"version": "3.24.5",
"resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
"integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
"license": "ISC",
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} }
}, },
"src/filesystem": { "src/filesystem": {
@@ -5795,7 +6132,7 @@
}, },
"src/redis": { "src/redis": {
"name": "@modelcontextprotocol/server-redis", "name": "@modelcontextprotocol/server-redis",
"version": "0.1.0", "version": "0.1.1",
"license": "MIT", "license": "MIT",
"dependencies": { "dependencies": {
"@modelcontextprotocol/sdk": "^1.7.0", "@modelcontextprotocol/sdk": "^1.7.0",
@@ -5804,7 +6141,7 @@
"redis": "^4.7.0" "redis": "^4.7.0"
}, },
"bin": { "bin": {
"redis": "build/index.js" "mcp-server-redis": "dist/index.js"
}, },
"devDependencies": { "devDependencies": {
"shx": "^0.3.4", "shx": "^0.3.4",

View File

@@ -34,7 +34,18 @@ Add this to your `claude_desktop_config.json`:
"mcpServers": { "mcpServers": {
"aws-kb-retrieval": { "aws-kb-retrieval": {
"command": "docker", "command": "docker",
"args": [ "run", "-i", "--rm", "-e", "AWS_ACCESS_KEY_ID", "-e", "AWS_SECRET_ACCESS_KEY", "-e", "AWS_REGION", "mcp/aws-kb-retrieval-server" ], "args": [
"run",
"-i",
"--rm",
"-e",
"AWS_ACCESS_KEY_ID",
"-e",
"AWS_SECRET_ACCESS_KEY",
"-e",
"AWS_REGION",
"mcp/aws-kb-retrieval-server"
],
"env": { "env": {
"AWS_ACCESS_KEY_ID": "YOUR_ACCESS_KEY_HERE", "AWS_ACCESS_KEY_ID": "YOUR_ACCESS_KEY_HERE",
"AWS_SECRET_ACCESS_KEY": "YOUR_SECRET_ACCESS_KEY_HERE", "AWS_SECRET_ACCESS_KEY": "YOUR_SECRET_ACCESS_KEY_HERE",
@@ -50,10 +61,7 @@ Add this to your `claude_desktop_config.json`:
"mcpServers": { "mcpServers": {
"aws-kb-retrieval": { "aws-kb-retrieval": {
"command": "npx", "command": "npx",
"args": [ "args": ["-y", "@modelcontextprotocol/server-aws-kb-retrieval"],
"-y",
"@modelcontextprotocol/server-aws-kb-retrieval"
],
"env": { "env": {
"AWS_ACCESS_KEY_ID": "YOUR_ACCESS_KEY_HERE", "AWS_ACCESS_KEY_ID": "YOUR_ACCESS_KEY_HERE",
"AWS_SECRET_ACCESS_KEY": "YOUR_SECRET_ACCESS_KEY_HERE", "AWS_SECRET_ACCESS_KEY": "YOUR_SECRET_ACCESS_KEY_HERE",
@@ -64,6 +72,98 @@ Add this to your `claude_desktop_config.json`:
} }
``` ```
### Usage with VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=aws-kb-retrieval&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_access_key%22%2C%22description%22%3A%22AWS%20Access%20Key%20ID%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_secret_key%22%2C%22description%22%3A%22AWS%20Secret%20Access%20Key%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_region%22%2C%22description%22%3A%22AWS%20Region%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-aws-kb-retrieval%22%5D%2C%22env%22%3A%7B%22AWS_ACCESS_KEY_ID%22%3A%22%24%7Binput%3Aaws_access_key%7D%22%2C%22AWS_SECRET_ACCESS_KEY%22%3A%22%24%7Binput%3Aaws_secret_key%7D%22%2C%22AWS_REGION%22%3A%22%24%7Binput%3Aaws_region%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=aws-kb-retrieval&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_access_key%22%2C%22description%22%3A%22AWS%20Access%20Key%20ID%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_secret_key%22%2C%22description%22%3A%22AWS%20Secret%20Access%20Key%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_region%22%2C%22description%22%3A%22AWS%20Region%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-aws-kb-retrieval%22%5D%2C%22env%22%3A%7B%22AWS_ACCESS_KEY_ID%22%3A%22%24%7Binput%3Aaws_access_key%7D%22%2C%22AWS_SECRET_ACCESS_KEY%22%3A%22%24%7Binput%3Aaws_secret_key%7D%22%2C%22AWS_REGION%22%3A%22%24%7Binput%3Aaws_region%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=aws-kb-retrieval&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_access_key%22%2C%22description%22%3A%22AWS%20Access%20Key%20ID%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_secret_key%22%2C%22description%22%3A%22AWS%20Secret%20Access%20Key%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_region%22%2C%22description%22%3A%22AWS%20Region%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Faws-kb-retrieval-server%22%5D%2C%22env%22%3A%7B%22AWS_ACCESS_KEY_ID%22%3A%22%24%7Binput%3Aaws_access_key%7D%22%2C%22AWS_SECRET_ACCESS_KEY%22%3A%22%24%7Binput%3Aaws_secret_key%7D%22%2C%22AWS_REGION%22%3A%22%24%7Binput%3Aaws_region%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=aws-kb-retrieval&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_access_key%22%2C%22description%22%3A%22AWS%20Access%20Key%20ID%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_secret_key%22%2C%22description%22%3A%22AWS%20Secret%20Access%20Key%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22aws_region%22%2C%22description%22%3A%22AWS%20Region%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Faws-kb-retrieval-server%22%5D%2C%22env%22%3A%7B%22AWS_ACCESS_KEY_ID%22%3A%22%24%7Binput%3Aaws_access_key%7D%22%2C%22AWS_SECRET_ACCESS_KEY%22%3A%22%24%7Binput%3Aaws_secret_key%7D%22%2C%22AWS_REGION%22%3A%22%24%7Binput%3Aaws_region%7D%22%7D%7D&quality=insiders)
#### Manual Installation
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "aws_access_key",
"description": "AWS Access Key ID",
"password": true
},
{
"type": "promptString",
"id": "aws_secret_key",
"description": "AWS Secret Access Key",
"password": true
},
{
"type": "promptString",
"id": "aws_region",
"description": "AWS Region"
}
],
"servers": {
"aws-kb-retrieval": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-aws-kb-retrieval"],
"env": {
"AWS_ACCESS_KEY_ID": "${input:aws_access_key}",
"AWS_SECRET_ACCESS_KEY": "${input:aws_secret_key}",
"AWS_REGION": "${input:aws_region}"
}
}
}
}
}
```
For Docker installation:
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "aws_access_key",
"description": "AWS Access Key ID",
"password": true
},
{
"type": "promptString",
"id": "aws_secret_key",
"description": "AWS Secret Access Key",
"password": true
},
{
"type": "promptString",
"id": "aws_region",
"description": "AWS Region"
}
],
"servers": {
"aws-kb-retrieval": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/aws-kb-retrieval-server"],
"env": {
"AWS_ACCESS_KEY_ID": "${input:aws_access_key}",
"AWS_SECRET_ACCESS_KEY": "${input:aws_secret_key}",
"AWS_REGION": "${input:aws_region}"
}
}
}
}
}
```
## Building ## Building
Docker: Docker:
@@ -75,5 +175,3 @@ docker build -t mcp/aws-kb-retrieval -f src/aws-kb-retrieval-server/Dockerfile .
## License ## License
This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository. This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.
This README assumes that your server package is named `@modelcontextprotocol/server-aws-kb-retrieval`. Adjust the package name and installation details if they differ in your setup. Also, ensure that your server script is correctly built and that all dependencies are properly managed in your `package.json`.

View File

@@ -12,6 +12,7 @@ An MCP server implementation that integrates the Brave Search API, providing bot
## Tools ## Tools
- **brave_web_search** - **brave_web_search**
- Execute web searches with pagination and filtering - Execute web searches with pagination and filtering
- Inputs: - Inputs:
- `query` (string): Search terms - `query` (string): Search terms
@@ -25,15 +26,16 @@ An MCP server implementation that integrates the Brave Search API, providing bot
- `count` (number, optional): Number of results (max 20) - `count` (number, optional): Number of results (max 20)
- Automatically falls back to web search if no local results found - Automatically falls back to web search if no local results found
## Configuration ## Configuration
### Getting an API Key ### Getting an API Key
1. Sign up for a [Brave Search API account](https://brave.com/search/api/) 1. Sign up for a [Brave Search API account](https://brave.com/search/api/)
2. Choose a plan (Free tier available with 2,000 queries/month) 2. Choose a plan (Free tier available with 2,000 queries/month)
3. Generate your API key [from the developer dashboard](https://api.search.brave.com/app/keys) 3. Generate your API key [from the developer dashboard](https://api-dashboard.search.brave.com/app/keys)
### Usage with Claude Desktop ### Usage with Claude Desktop
Add this to your `claude_desktop_config.json`: Add this to your `claude_desktop_config.json`:
### Docker ### Docker
@@ -78,6 +80,78 @@ Add this to your `claude_desktop_config.json`:
} }
``` ```
### Usage with VS Code
For quick installation, use the one-click installation buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=brave&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22apiKey%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-brave-search%22%5D%2C%22env%22%3A%7B%22BRAVE_API_KEY%22%3A%22%24%7Binput%3Abrave_api_key%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=brave&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22apiKey%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-brave-search%22%5D%2C%22env%22%3A%7B%22BRAVE_API_KEY%22%3A%22%24%7Binput%3Abrave_api_key%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=brave&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22apiKey%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22BRAVE_API_KEY%22%2C%22mcp%2Fbrave-search%22%5D%2C%22env%22%3A%7B%22BRAVE_API_KEY%22%3A%22%24%7Binput%3Abrave_api_key%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=brave&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22apiKey%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-e%22%2C%22BRAVE_API_KEY%22%2C%22mcp%2Fbrave-search%22%5D%2C%22env%22%3A%7B%22BRAVE_API_KEY%22%3A%22%24%7Binput%3Abrave_api_key%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### Docker
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "brave_api_key",
"description": "Brave Search API Key",
"password": true
}
],
"servers": {
"brave-search": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"BRAVE_API_KEY",
"mcp/brave-search"
],
"env": {
"BRAVE_API_KEY": "${input:brave_api_key}"
}
}
}
}
}
```
#### NPX
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "brave_api_key",
"description": "Brave Search API Key",
"password": true
}
],
"servers": {
"brave-search": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-brave-search"],
"env": {
"BRAVE_API_KEY": "${input:brave_api_key}"
}
}
}
}
}
```
## Build ## Build

View File

@@ -3,15 +3,20 @@
Image generation server for Claude Desktop using EverArt's API. Image generation server for Claude Desktop using EverArt's API.
## Install ## Install
```bash ```bash
npm install npm install
export EVERART_API_KEY=your_key_here export EVERART_API_KEY=your_key_here
``` ```
## Config ## Config
### Usage with Claude Desktop
Add to Claude Desktop config: Add to Claude Desktop config:
### Docker #### Docker
```json ```json
{ {
"mcpServers": { "mcpServers": {
@@ -26,7 +31,7 @@ Add to Claude Desktop config:
} }
``` ```
### NPX #### NPX
```json ```json
{ {
@@ -42,12 +47,80 @@ Add to Claude Desktop config:
} }
``` ```
### Usage with VS Code
For quick installation, use the one-click installation buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everart&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22everart_api_key%22%2C%22description%22%3A%22EverArt%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-everart%22%5D%2C%22env%22%3A%7B%22EVERART_API_KEY%22%3A%22%24%7Binput%3Aeverart_api_key%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everart&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22everart_api_key%22%2C%22description%22%3A%22EverArt%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-everart%22%5D%2C%22env%22%3A%7B%22EVERART_API_KEY%22%3A%22%24%7Binput%3Aeverart_api_key%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everart&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22everart_api_key%22%2C%22description%22%3A%22EverArt%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Feverart%22%5D%2C%22env%22%3A%7B%22EVERART_API_KEY%22%3A%22%24%7Binput%3Aeverart_api_key%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everart&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22everart_api_key%22%2C%22description%22%3A%22EverArt%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Feverart%22%5D%2C%22env%22%3A%7B%22EVERART_API_KEY%22%3A%22%24%7Binput%3Aeverart_api_key%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is needed when using the `mcp.json` file.
#### Docker
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "everart_api_key",
"description": "EverArt API Key",
"password": true
}
],
"servers": {
"everart": {
"command": "docker",
"args": ["run", "-i", "--rm", "-e", "EVERART_API_KEY", "mcp/everart"],
"env": {
"EVERART_API_KEY": "${input:everart_api_key}"
}
}
}
}
}
```
#### NPX
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "everart_api_key",
"description": "EverArt API Key",
"password": true
}
],
"servers": {
"everart": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-everart"],
"env": {
"EVERART_API_KEY": "${input:everart_api_key}"
}
}
}
}
}
```
## Tools ## Tools
### generate_image ### generate_image
Generates images with multiple model options. Opens result in browser and returns URL. Generates images with multiple model options. Opens result in browser and returns URL.
Parameters: Parameters:
```typescript ```typescript
{ {
prompt: string, // Image description prompt: string, // Image description
@@ -57,6 +130,7 @@ Parameters:
``` ```
Models: Models:
- 5000: FLUX1.1 (standard) - 5000: FLUX1.1 (standard)
- 9000: FLUX1.1-ultra - 9000: FLUX1.1-ultra
- 6000: SD3.5 - 6000: SD3.5
@@ -66,6 +140,7 @@ Models:
All images generated at 1024x1024. All images generated at 1024x1024.
Sample usage: Sample usage:
```javascript ```javascript
const result = await client.callTool({ const result = await client.callTool({
name: "generate_image", name: "generate_image",
@@ -78,6 +153,7 @@ const result = await client.callTool({
``` ```
Response format: Response format:
``` ```
Image generated successfully! Image generated successfully!
The image has been opened in your default browser. The image has been opened in your default browser.

20
src/everything/CLAUDE.md Normal file
View File

@@ -0,0 +1,20 @@
# MCP "Everything" Server - Development Guidelines
## Build, Test & Run Commands
- Build: `npm run build` - Compiles TypeScript to JavaScript
- Watch mode: `npm run watch` - Watches for changes and rebuilds automatically
- Run server: `npm run start` - Starts the MCP server using stdio transport
- Run SSE server: `npm run start:sse` - Starts the MCP server with SSE transport
- Prepare release: `npm run prepare` - Builds the project for publishing
## Code Style Guidelines
- Use ES modules with `.js` extension in import paths
- Strictly type all functions and variables with TypeScript
- Follow zod schema patterns for tool input validation
- Prefer async/await over callbacks and Promise chains
- Place all imports at top of file, grouped by external then internal
- Use descriptive variable names that clearly indicate purpose
- Implement proper cleanup for timers and resources in server shutdown
- Follow camelCase for variables/functions, PascalCase for types/classes, UPPER_CASE for constants
- Handle errors with try/catch blocks and provide clear error messages
- Use consistent indentation (2 spaces) and trailing commas in multi-line objects

View File

@@ -63,6 +63,15 @@ This MCP server attempts to exercise all the features of the MCP protocol. It is
} }
``` ```
8. `getResourceReference`
- Returns a resource reference that can be used by MCP clients
- Inputs:
- `resourceId` (number, 1-100): ID of the resource to reference
- Returns: A resource reference with:
- Text introduction
- Embedded resource with `type: "resource"`
- Text instruction for using the resource URI
### Resources ### Resources
The server provides 100 test resources in two formats: The server provides 100 test resources in two formats:
@@ -96,6 +105,13 @@ Resource features:
- `style` (string): Output style preference - `style` (string): Output style preference
- Returns: Multi-turn conversation with images - Returns: Multi-turn conversation with images
3. `resource_prompt`
- Demonstrates embedding resource references in prompts
- Required arguments:
- `resourceId` (number): ID of the resource to embed (1-100)
- Returns: Multi-turn conversation with an embedded resource reference
- Shows how to include resources directly in prompt messages
### Logging ### Logging
The server sends random-leveled log messages every 15 seconds, e.g.: The server sends random-leveled log messages every 15 seconds, e.g.:
@@ -110,7 +126,7 @@ The server sends random-leveled log messages every 15 seconds, e.g.:
} }
``` ```
## Usage with Claude Desktop ## Usage with Claude Desktop (uses [stdio Transport](https://modelcontextprotocol.io/specification/2025-03-26/basic/transports#stdio))
Add to your `claude_desktop_config.json`: Add to your `claude_desktop_config.json`:
@@ -127,3 +143,75 @@ Add to your `claude_desktop_config.json`:
} }
} }
``` ```
## Usage with VS Code
For quick installation, use of of the one-click install buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everything&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-everything%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everything&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-everything%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everything&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Feverything%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=everything&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Feverything%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### NPX
```json
{
"mcp": {
"servers": {
"everything": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-everything"]
}
}
}
}
```
## Running from source with [HTTP+SSE Transport](https://modelcontextprotocol.io/specification/2024-11-05/basic/transports#http-with-sse) (deprecated as of [2025-03-26](https://modelcontextprotocol.io/specification/2025-03-26/basic/transports))
```shell
cd src/everything
npm install
npm run start:sse
```
## Run from source with [Streamable HTTP Transport](https://modelcontextprotocol.io/specification/2025-03-26/basic/transports#streamable-http)
```shell
cd src/everything
npm install
npm run start:streamableHttp
```
## Running as an installed package
### Install
```shell
npm install -g @modelcontextprotocol/server-everything@latest
````
### Run the default (stdio) server
```shell
npx @modelcontextprotocol/server-everything
```
### Or specify stdio explicitly
```shell
npx @modelcontextprotocol/server-everything stdio
```
### Run the SSE server
```shell
npx @modelcontextprotocol/server-everything sse
```
### Run the streamable HTTP server
```shell
npx @modelcontextprotocol/server-everything streamableHttp
```

View File

@@ -62,10 +62,21 @@ const EXAMPLE_COMPLETIONS = {
const GetTinyImageSchema = z.object({}); const GetTinyImageSchema = z.object({});
const AnnotatedMessageSchema = z.object({ const AnnotatedMessageSchema = z.object({
messageType: z.enum(["error", "success", "debug"]) messageType: z
.enum(["error", "success", "debug"])
.describe("Type of message to demonstrate different annotation patterns"), .describe("Type of message to demonstrate different annotation patterns"),
includeImage: z.boolean().default(false) includeImage: z
.describe("Whether to include an example image") .boolean()
.default(false)
.describe("Whether to include an example image"),
});
const GetResourceReferenceSchema = z.object({
resourceId: z
.number()
.min(1)
.max(100)
.describe("ID of the resource to reference (1-100)"),
}); });
enum ToolName { enum ToolName {
@@ -76,11 +87,13 @@ enum ToolName {
SAMPLE_LLM = "sampleLLM", SAMPLE_LLM = "sampleLLM",
GET_TINY_IMAGE = "getTinyImage", GET_TINY_IMAGE = "getTinyImage",
ANNOTATED_MESSAGE = "annotatedMessage", ANNOTATED_MESSAGE = "annotatedMessage",
GET_RESOURCE_REFERENCE = "getResourceReference",
} }
enum PromptName { enum PromptName {
SIMPLE = "simple_prompt", SIMPLE = "simple_prompt",
COMPLEX = "complex_prompt", COMPLEX = "complex_prompt",
RESOURCE = "resource_prompt",
} }
export const createServer = () => { export const createServer = () => {
@@ -95,14 +108,16 @@ export const createServer = () => {
resources: { subscribe: true }, resources: { subscribe: true },
tools: {}, tools: {},
logging: {}, logging: {},
completions: {},
}, },
}, }
); );
let subscriptions: Set<string> = new Set(); let subscriptions: Set<string> = new Set();
let subsUpdateInterval: NodeJS.Timeout | undefined; let subsUpdateInterval: NodeJS.Timeout | undefined;
// Set up update interval for subscribed resources let stdErrUpdateInterval: NodeJS.Timeout | undefined;
// Set up update interval for subscribed resources
subsUpdateInterval = setInterval(() => { subsUpdateInterval = setInterval(() => {
for (const uri of subscriptions) { for (const uri of subscriptions) {
server.notification({ server.notification({
@@ -110,7 +125,7 @@ export const createServer = () => {
params: { uri }, params: { uri },
}); });
} }
}, 5000); }, 10000);
let logLevel: LoggingLevel = "debug"; let logLevel: LoggingLevel = "debug";
let logsUpdateInterval: NodeJS.Timeout | undefined; let logsUpdateInterval: NodeJS.Timeout | undefined;
@@ -122,29 +137,44 @@ export const createServer = () => {
{ level: "error", data: "Error-level message" }, { level: "error", data: "Error-level message" },
{ level: "critical", data: "Critical-level message" }, { level: "critical", data: "Critical-level message" },
{ level: "alert", data: "Alert level-message" }, { level: "alert", data: "Alert level-message" },
{level: "emergency", data: "Emergency-level message"} { level: "emergency", data: "Emergency-level message" },
] ];
const isMessageIgnored = (level: LoggingLevel): boolean => { const isMessageIgnored = (level: LoggingLevel): boolean => {
const currentLevel = messages.findIndex((msg) => logLevel === msg.level); const currentLevel = messages.findIndex((msg) => logLevel === msg.level);
const messageLevel = messages.findIndex((msg) => level === msg.level); const messageLevel = messages.findIndex((msg) => level === msg.level);
return messageLevel < currentLevel; return messageLevel < currentLevel;
} };
// Set up update interval for random log messages // Set up update interval for random log messages
logsUpdateInterval = setInterval(() => { logsUpdateInterval = setInterval(() => {
let message = { let message = {
method: "notifications/message", method: "notifications/message",
params: messages[Math.floor(Math.random() * messages.length)], params: messages[Math.floor(Math.random() * messages.length)],
} };
if (!isMessageIgnored(message.params.level as LoggingLevel)) server.notification(message); if (!isMessageIgnored(message.params.level as LoggingLevel))
}, 15000); server.notification(message);
}, 20000);
// Set up update interval for stderr messages
stdErrUpdateInterval = setInterval(() => {
const shortTimestamp = new Date().toLocaleTimeString([], {
hour: '2-digit',
minute: '2-digit',
second: '2-digit'
});
server.notification({
method: "notifications/stderr",
params: { content: `${shortTimestamp}: A stderr message` },
});
}, 30000);
// Helper method to request sampling from client // Helper method to request sampling from client
const requestSampling = async ( const requestSampling = async (
context: string, context: string,
uri: string, uri: string,
maxTokens: number = 100, maxTokens: number = 100
) => { ) => {
const request: CreateMessageRequest = { const request: CreateMessageRequest = {
method: "sampling/createMessage", method: "sampling/createMessage",
@@ -280,6 +310,17 @@ export const createServer = () => {
}, },
], ],
}, },
{
name: PromptName.RESOURCE,
description: "A prompt that includes an embedded resource reference",
arguments: [
{
name: "resourceId",
description: "Resource ID to include (1-100)",
required: true,
},
],
},
], ],
}; };
}); });
@@ -330,6 +371,37 @@ export const createServer = () => {
}; };
} }
if (name === PromptName.RESOURCE) {
const resourceId = parseInt(args?.resourceId as string, 10);
if (isNaN(resourceId) || resourceId < 1 || resourceId > 100) {
throw new Error(
`Invalid resourceId: ${args?.resourceId}. Must be a number between 1 and 100.`
);
}
const resourceIndex = resourceId - 1;
const resource = ALL_RESOURCES[resourceIndex];
return {
messages: [
{
role: "user",
content: {
type: "text",
text: `This prompt includes Resource ${resourceId}. Please analyze the following resource:`,
},
},
{
role: "user",
content: {
type: "resource",
resource: resource,
},
},
],
};
}
throw new Error(`Unknown prompt: ${name}`); throw new Error(`Unknown prompt: ${name}`);
}); });
@@ -347,7 +419,8 @@ export const createServer = () => {
}, },
{ {
name: ToolName.PRINT_ENV, name: ToolName.PRINT_ENV,
description: "Prints all environment variables, helpful for debugging MCP server configuration", description:
"Prints all environment variables, helpful for debugging MCP server configuration",
inputSchema: zodToJsonSchema(PrintEnvSchema) as ToolInput, inputSchema: zodToJsonSchema(PrintEnvSchema) as ToolInput,
}, },
{ {
@@ -368,9 +441,16 @@ export const createServer = () => {
}, },
{ {
name: ToolName.ANNOTATED_MESSAGE, name: ToolName.ANNOTATED_MESSAGE,
description: "Demonstrates how annotations can be used to provide metadata about content", description:
"Demonstrates how annotations can be used to provide metadata about content",
inputSchema: zodToJsonSchema(AnnotatedMessageSchema) as ToolInput, inputSchema: zodToJsonSchema(AnnotatedMessageSchema) as ToolInput,
}, },
{
name: ToolName.GET_RESOURCE_REFERENCE,
description:
"Returns a resource reference that can be used by MCP clients",
inputSchema: zodToJsonSchema(GetResourceReferenceSchema) as ToolInput,
},
]; ];
return { tools }; return { tools };
@@ -407,7 +487,7 @@ export const createServer = () => {
for (let i = 1; i < steps + 1; i++) { for (let i = 1; i < steps + 1; i++) {
await new Promise((resolve) => await new Promise((resolve) =>
setTimeout(resolve, stepDuration * 1000), setTimeout(resolve, stepDuration * 1000)
); );
if (progressToken !== undefined) { if (progressToken !== undefined) {
@@ -450,10 +530,12 @@ export const createServer = () => {
const result = await requestSampling( const result = await requestSampling(
prompt, prompt,
ToolName.SAMPLE_LLM, ToolName.SAMPLE_LLM,
maxTokens, maxTokens
); );
return { return {
content: [{ type: "text", text: `LLM sampling result: ${result.content.text}` }], content: [
{ type: "text", text: `LLM sampling result: ${result.content.text}` },
],
}; };
} }
@@ -478,6 +560,35 @@ export const createServer = () => {
}; };
} }
if (name === ToolName.GET_RESOURCE_REFERENCE) {
const validatedArgs = GetResourceReferenceSchema.parse(args);
const resourceId = validatedArgs.resourceId;
const resourceIndex = resourceId - 1;
if (resourceIndex < 0 || resourceIndex >= ALL_RESOURCES.length) {
throw new Error(`Resource with ID ${resourceId} does not exist`);
}
const resource = ALL_RESOURCES[resourceIndex];
return {
content: [
{
type: "text",
text: `Returning resource reference for Resource ${resourceId}:`,
},
{
type: "resource",
resource: resource,
},
{
type: "text",
text: `You can access this resource using the URI: ${resource.uri}`,
},
],
};
}
if (name === ToolName.ANNOTATED_MESSAGE) { if (name === ToolName.ANNOTATED_MESSAGE) {
const { messageType, includeImage } = AnnotatedMessageSchema.parse(args); const { messageType, includeImage } = AnnotatedMessageSchema.parse(args);
@@ -490,8 +601,8 @@ export const createServer = () => {
text: "Error: Operation failed", text: "Error: Operation failed",
annotations: { annotations: {
priority: 1.0, // Errors are highest priority priority: 1.0, // Errors are highest priority
audience: ["user", "assistant"] // Both need to know about errors audience: ["user", "assistant"], // Both need to know about errors
} },
}); });
} else if (messageType === "success") { } else if (messageType === "success") {
content.push({ content.push({
@@ -499,8 +610,8 @@ export const createServer = () => {
text: "Operation completed successfully", text: "Operation completed successfully",
annotations: { annotations: {
priority: 0.7, // Success messages are important but not critical priority: 0.7, // Success messages are important but not critical
audience: ["user"] // Success mainly for user consumption audience: ["user"], // Success mainly for user consumption
} },
}); });
} else if (messageType === "debug") { } else if (messageType === "debug") {
content.push({ content.push({
@@ -508,8 +619,8 @@ export const createServer = () => {
text: "Debug: Cache hit ratio 0.95, latency 150ms", text: "Debug: Cache hit ratio 0.95, latency 150ms",
annotations: { annotations: {
priority: 0.3, // Debug info is low priority priority: 0.3, // Debug info is low priority
audience: ["assistant"] // Technical details for assistant audience: ["assistant"], // Technical details for assistant
} },
}); });
} }
@@ -521,8 +632,8 @@ export const createServer = () => {
mimeType: "image/png", mimeType: "image/png",
annotations: { annotations: {
priority: 0.5, priority: 0.5,
audience: ["user"] // Images primarily for user visualization audience: ["user"], // Images primarily for user visualization
} },
}); });
} }
@@ -540,7 +651,7 @@ export const createServer = () => {
if (!resourceId) return { completion: { values: [] } }; if (!resourceId) return { completion: { values: [] } };
// Filter resource IDs that start with the input value // Filter resource IDs that start with the input value
const values = EXAMPLE_COMPLETIONS.resourceId.filter(id => const values = EXAMPLE_COMPLETIONS.resourceId.filter((id) =>
id.startsWith(argument.value) id.startsWith(argument.value)
); );
return { completion: { values, hasMore: false, total: values.length } }; return { completion: { values, hasMore: false, total: values.length } };
@@ -548,10 +659,11 @@ export const createServer = () => {
if (ref.type === "ref/prompt") { if (ref.type === "ref/prompt") {
// Handle completion for prompt arguments // Handle completion for prompt arguments
const completions = EXAMPLE_COMPLETIONS[argument.name as keyof typeof EXAMPLE_COMPLETIONS]; const completions =
EXAMPLE_COMPLETIONS[argument.name as keyof typeof EXAMPLE_COMPLETIONS];
if (!completions) return { completion: { values: [] } }; if (!completions) return { completion: { values: [] } };
const values = completions.filter(value => const values = completions.filter((value) =>
value.startsWith(argument.value) value.startsWith(argument.value)
); );
return { completion: { values, hasMore: false, total: values.length } }; return { completion: { values, hasMore: false, total: values.length } };
@@ -580,6 +692,7 @@ export const createServer = () => {
const cleanup = async () => { const cleanup = async () => {
if (subsUpdateInterval) clearInterval(subsUpdateInterval); if (subsUpdateInterval) clearInterval(subsUpdateInterval);
if (logsUpdateInterval) clearInterval(logsUpdateInterval); if (logsUpdateInterval) clearInterval(logsUpdateInterval);
if (stdErrUpdateInterval) clearInterval(stdErrUpdateInterval);
}; };
return { server, cleanup }; return { server, cleanup };

View File

@@ -1,23 +1,37 @@
#!/usr/bin/env node #!/usr/bin/env node
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; // Parse command line arguments first
import { createServer } from "./everything.js"; const args = process.argv.slice(2);
const scriptName = args[0] || 'stdio';
async function main() { async function run() {
const transport = new StdioServerTransport(); try {
const { server, cleanup } = createServer(); // Dynamically import only the requested module to prevent all modules from initializing
switch (scriptName) {
await server.connect(transport); case 'stdio':
// Import and run the default server
// Cleanup on exit await import('./stdio.js');
process.on("SIGINT", async () => { break;
await cleanup(); case 'sse':
await server.close(); // Import and run the SSE server
process.exit(0); await import('./sse.js');
}); break;
case 'streamableHttp':
// Import and run the streamable HTTP server
await import('./streamableHttp.js');
break;
default:
console.error(`Unknown script: ${scriptName}`);
console.log('Available scripts:');
console.log('- stdio');
console.log('- sse');
console.log('- streamableHttp');
process.exit(1);
}
} catch (error) {
console.error('Error running script:', error);
process.exit(1);
}
} }
main().catch((error) => { run();
console.error("Server error:", error);
process.exit(1);
});

View File

@@ -18,10 +18,11 @@
"prepare": "npm run build", "prepare": "npm run build",
"watch": "tsc --watch", "watch": "tsc --watch",
"start": "node dist/index.js", "start": "node dist/index.js",
"start:sse": "node dist/sse.js" "start:sse": "node dist/sse.js",
"start:streamableHttp": "node dist/streamableHttp.js"
}, },
"dependencies": { "dependencies": {
"@modelcontextprotocol/sdk": "1.0.1", "@modelcontextprotocol/sdk": "^1.11.0",
"express": "^4.21.1", "express": "^4.21.1",
"zod": "^3.23.8", "zod": "^3.23.8",
"zod-to-json-schema": "^3.23.5" "zod-to-json-schema": "^3.23.5"

View File

@@ -2,6 +2,8 @@ import { SSEServerTransport } from "@modelcontextprotocol/sdk/server/sse.js";
import express from "express"; import express from "express";
import { createServer } from "./everything.js"; import { createServer } from "./everything.js";
console.error('Starting SSE server...');
const app = express(); const app = express();
const { server, cleanup } = createServer(); const { server, cleanup } = createServer();

26
src/everything/stdio.ts Normal file
View File

@@ -0,0 +1,26 @@
#!/usr/bin/env node
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
import { createServer } from "./everything.js";
console.error('Starting default (STDIO) server...');
async function main() {
const transport = new StdioServerTransport();
const {server, cleanup} = createServer();
await server.connect(transport);
// Cleanup on exit
process.on("SIGINT", async () => {
await cleanup();
await server.close();
process.exit(0);
});
}
main().catch((error) => {
console.error("Server error:", error);
process.exit(1);
});

View File

@@ -0,0 +1,174 @@
import { StreamableHTTPServerTransport } from "@modelcontextprotocol/sdk/server/streamableHttp.js";
import { InMemoryEventStore } from '@modelcontextprotocol/sdk/examples/shared/inMemoryEventStore.js';
import express, { Request, Response } from "express";
import { createServer } from "./everything.js";
import { randomUUID } from 'node:crypto';
console.error('Starting Streamable HTTP server...');
const app = express();
const { server, cleanup } = createServer();
const transports: { [sessionId: string]: StreamableHTTPServerTransport } = {};
app.post('/mcp', async (req: Request, res: Response) => {
console.log('Received MCP POST request');
try {
// Check for existing session ID
const sessionId = req.headers['mcp-session-id'] as string | undefined;
let transport: StreamableHTTPServerTransport;
if (sessionId && transports[sessionId]) {
// Reuse existing transport
transport = transports[sessionId];
} else if (!sessionId) {
// New initialization request
const eventStore = new InMemoryEventStore();
transport = new StreamableHTTPServerTransport({
sessionIdGenerator: () => randomUUID(),
eventStore, // Enable resumability
onsessioninitialized: (sessionId) => {
// Store the transport by session ID when session is initialized
// This avoids race conditions where requests might come in before the session is stored
console.log(`Session initialized with ID: ${sessionId}`);
transports[sessionId] = transport;
}
});
// Set up onclose handler to clean up transport when closed
transport.onclose = () => {
const sid = transport.sessionId;
if (sid && transports[sid]) {
console.log(`Transport closed for session ${sid}, removing from transports map`);
delete transports[sid];
}
};
// Connect the transport to the MCP server BEFORE handling the request
// so responses can flow back through the same transport
await server.connect(transport);
await transport.handleRequest(req, res);
return; // Already handled
} else {
// Invalid request - no session ID or not initialization request
res.status(400).json({
jsonrpc: '2.0',
error: {
code: -32000,
message: 'Bad Request: No valid session ID provided',
},
id: req?.body?.id,
});
return;
}
// Handle the request with existing transport - no need to reconnect
// The existing transport is already connected to the server
await transport.handleRequest(req, res);
} catch (error) {
console.error('Error handling MCP request:', error);
if (!res.headersSent) {
res.status(500).json({
jsonrpc: '2.0',
error: {
code: -32603,
message: 'Internal server error',
},
id: req?.body?.id,
});
return;
}
}
});
// Handle GET requests for SSE streams (using built-in support from StreamableHTTP)
app.get('/mcp', async (req: Request, res: Response) => {
console.log('Received MCP GET request');
const sessionId = req.headers['mcp-session-id'] as string | undefined;
if (!sessionId || !transports[sessionId]) {
res.status(400).json({
jsonrpc: '2.0',
error: {
code: -32000,
message: 'Bad Request: No valid session ID provided',
},
id: req?.body?.id,
});
return;
}
// Check for Last-Event-ID header for resumability
const lastEventId = req.headers['last-event-id'] as string | undefined;
if (lastEventId) {
console.log(`Client reconnecting with Last-Event-ID: ${lastEventId}`);
} else {
console.log(`Establishing new SSE stream for session ${sessionId}`);
}
const transport = transports[sessionId];
await transport.handleRequest(req, res);
});
// Handle DELETE requests for session termination (according to MCP spec)
app.delete('/mcp', async (req: Request, res: Response) => {
const sessionId = req.headers['mcp-session-id'] as string | undefined;
if (!sessionId || !transports[sessionId]) {
res.status(400).json({
jsonrpc: '2.0',
error: {
code: -32000,
message: 'Bad Request: No valid session ID provided',
},
id: req?.body?.id,
});
return;
}
console.log(`Received session termination request for session ${sessionId}`);
try {
const transport = transports[sessionId];
await transport.handleRequest(req, res);
} catch (error) {
console.error('Error handling session termination:', error);
if (!res.headersSent) {
res.status(500).json({
jsonrpc: '2.0',
error: {
code: -32603,
message: 'Error handling session termination',
},
id: req?.body?.id,
});
return;
}
}
});
// Start the server
const PORT = process.env.PORT || 3001;
app.listen(PORT, () => {
console.log(`MCP Streamable HTTP Server listening on port ${PORT}`);
});
// Handle server shutdown
process.on('SIGINT', async () => {
console.log('Shutting down server...');
// Close all active transports to properly clean up resources
for (const sessionId in transports) {
try {
console.log(`Closing transport for session ${sessionId}`);
await transports[sessionId].close();
delete transports[sessionId];
} catch (error) {
console.error(`Error closing transport for session ${sessionId}:`, error);
}
}
await cleanup();
await server.close();
console.log('Server shutdown complete');
process.exit(0);
});

View File

@@ -87,6 +87,54 @@ Add to your Claude settings:
``` ```
</details> </details>
### Configure for VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with UV in VS Code](https://img.shields.io/badge/VS_Code-UV-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=fetch&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-fetch%22%5D%7D) [![Install with UV in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-UV-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=fetch&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-fetch%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=fetch&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Ffetch%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=fetch&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Ffetch%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is needed when using the `mcp.json` file.
<details>
<summary>Using uvx</summary>
```json
{
"mcp": {
"servers": {
"fetch": {
"command": "uvx",
"args": ["mcp-server-fetch"]
}
}
}
}
```
</details>
<details>
<summary>Using Docker</summary>
```json
{
"mcp": {
"servers": {
"fetch": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/fetch"]
}
}
}
}
```
</details>
### Customization - robots.txt ### Customization - robots.txt
By default, the server will obey a websites robots.txt file if the request came from the model (via a tool), but not if By default, the server will obey a websites robots.txt file if the request came from the model (via a tool), but not if
@@ -107,6 +155,10 @@ ModelContextProtocol/1.0 (User-Specified; +https://github.com/modelcontextprotoc
This can be customized by adding the argument `--user-agent=YourUserAgent` to the `args` list in the configuration. This can be customized by adding the argument `--user-agent=YourUserAgent` to the `args` list in the configuration.
### Customization - Proxy
The server can be configured to use a proxy by using the `--proxy-url` argument.
## Debugging ## Debugging
You can use the MCP inspector to debug the server. For uvx installations: You can use the MCP inspector to debug the server. For uvx installations:

View File

@@ -1,6 +1,6 @@
[project] [project]
name = "mcp-server-fetch" name = "mcp-server-fetch"
version = "0.6.2" version = "0.6.3"
description = "A Model Context Protocol server providing tools to fetch and convert web content for usage by LLMs" description = "A Model Context Protocol server providing tools to fetch and convert web content for usage by LLMs"
readme = "README.md" readme = "README.md"
requires-python = ">=3.10" requires-python = ">=3.10"
@@ -16,6 +16,7 @@ classifiers = [
"Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.10",
] ]
dependencies = [ dependencies = [
"httpx<0.28",
"markdownify>=0.13.1", "markdownify>=0.13.1",
"mcp>=1.1.3", "mcp>=1.1.3",
"protego>=0.3.1", "protego>=0.3.1",

View File

@@ -15,9 +15,10 @@ def main():
action="store_true", action="store_true",
help="Ignore robots.txt restrictions", help="Ignore robots.txt restrictions",
) )
parser.add_argument("--proxy-url", type=str, help="Proxy URL to use for requests")
args = parser.parse_args() args = parser.parse_args()
asyncio.run(serve(args.user_agent, args.ignore_robots_txt)) asyncio.run(serve(args.user_agent, args.ignore_robots_txt, args.proxy_url))
if __name__ == "__main__": if __name__ == "__main__":

View File

@@ -63,7 +63,7 @@ def get_robots_txt_url(url: str) -> str:
return robots_url return robots_url
async def check_may_autonomously_fetch_url(url: str, user_agent: str) -> None: async def check_may_autonomously_fetch_url(url: str, user_agent: str, proxy_url: str | None = None) -> None:
""" """
Check if the URL can be fetched by the user agent according to the robots.txt file. Check if the URL can be fetched by the user agent according to the robots.txt file.
Raises a McpError if not. Raises a McpError if not.
@@ -72,7 +72,7 @@ async def check_may_autonomously_fetch_url(url: str, user_agent: str) -> None:
robot_txt_url = get_robots_txt_url(url) robot_txt_url = get_robots_txt_url(url)
async with AsyncClient() as client: async with AsyncClient(proxies=proxy_url) as client:
try: try:
response = await client.get( response = await client.get(
robot_txt_url, robot_txt_url,
@@ -109,14 +109,14 @@ async def check_may_autonomously_fetch_url(url: str, user_agent: str) -> None:
async def fetch_url( async def fetch_url(
url: str, user_agent: str, force_raw: bool = False url: str, user_agent: str, force_raw: bool = False, proxy_url: str | None = None
) -> Tuple[str, str]: ) -> Tuple[str, str]:
""" """
Fetch the URL and return the content in a form ready for the LLM, as well as a prefix string with status information. Fetch the URL and return the content in a form ready for the LLM, as well as a prefix string with status information.
""" """
from httpx import AsyncClient, HTTPError from httpx import AsyncClient, HTTPError
async with AsyncClient() as client: async with AsyncClient(proxies=proxy_url) as client:
try: try:
response = await client.get( response = await client.get(
url, url,
@@ -173,19 +173,22 @@ class Fetch(BaseModel):
bool, bool,
Field( Field(
default=False, default=False,
description="Get the actual HTML content if the requested page, without simplification.", description="Get the actual HTML content of the requested page, without simplification.",
), ),
] ]
async def serve( async def serve(
custom_user_agent: str | None = None, ignore_robots_txt: bool = False custom_user_agent: str | None = None,
ignore_robots_txt: bool = False,
proxy_url: str | None = None,
) -> None: ) -> None:
"""Run the fetch MCP server. """Run the fetch MCP server.
Args: Args:
custom_user_agent: Optional custom User-Agent string to use for requests custom_user_agent: Optional custom User-Agent string to use for requests
ignore_robots_txt: Whether to ignore robots.txt restrictions ignore_robots_txt: Whether to ignore robots.txt restrictions
proxy_url: Optional proxy URL to use for requests
""" """
server = Server("mcp-fetch") server = Server("mcp-fetch")
user_agent_autonomous = custom_user_agent or DEFAULT_USER_AGENT_AUTONOMOUS user_agent_autonomous = custom_user_agent or DEFAULT_USER_AGENT_AUTONOMOUS
@@ -229,10 +232,10 @@ Although originally you did not have internet access, and were advised to refuse
raise McpError(ErrorData(code=INVALID_PARAMS, message="URL is required")) raise McpError(ErrorData(code=INVALID_PARAMS, message="URL is required"))
if not ignore_robots_txt: if not ignore_robots_txt:
await check_may_autonomously_fetch_url(url, user_agent_autonomous) await check_may_autonomously_fetch_url(url, user_agent_autonomous, proxy_url)
content, prefix = await fetch_url( content, prefix = await fetch_url(
url, user_agent_autonomous, force_raw=args.raw url, user_agent_autonomous, force_raw=args.raw, proxy_url=proxy_url
) )
original_length = len(content) original_length = len(content)
if args.start_index >= original_length: if args.start_index >= original_length:
@@ -259,7 +262,7 @@ Although originally you did not have internet access, and were advised to refuse
url = arguments["url"] url = arguments["url"]
try: try:
content, prefix = await fetch_url(url, user_agent_manual) content, prefix = await fetch_url(url, user_agent_manual, proxy_url=proxy_url)
# TODO: after SDK bug is addressed, don't catch the exception # TODO: after SDK bug is addressed, don't catch the exception
except McpError as e: except McpError as e:
return GetPromptResult( return GetPromptResult(

View File

@@ -143,6 +143,64 @@ Note: all directories must be mounted to `/projects` by default.
} }
``` ```
## Usage with VS Code
For quick installation, click the installation buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=filesystem&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-filesystem%22%2C%22%24%7BworkspaceFolder%7D%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=filesystem&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-filesystem%22%2C%22%24%7BworkspaceFolder%7D%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=filesystem&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22--mount%22%2C%22type%3Dbind%2Csrc%3D%24%7BworkspaceFolder%7D%2Cdst%3D%2Fprojects%2Fworkspace%22%2C%22mcp%2Ffilesystem%22%2C%22%2Fprojects%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=filesystem&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22--mount%22%2C%22type%3Dbind%2Csrc%3D%24%7BworkspaceFolder%7D%2Cdst%3D%2Fprojects%2Fworkspace%22%2C%22mcp%2Ffilesystem%22%2C%22%2Fprojects%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
You can provide sandboxed directories to the server by mounting them to `/projects`. Adding the `ro` flag will make the directory readonly by the server.
### Docker
Note: all directories must be mounted to `/projects` by default.
```json
{
"mcp": {
"servers": {
"filesystem": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"--mount", "type=bind,src=${workspaceFolder},dst=/projects/workspace",
"mcp/filesystem",
"/projects"
]
}
}
}
}
```
### NPX
```json
{
"mcp": {
"servers": {
"filesystem": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-filesystem",
"${workspaceFolder}"
]
}
}
}
}
```
## Build ## Build
Docker build: Docker build:

View File

@@ -84,10 +84,72 @@ Once authenticated, you can use the server in your app's server configuration:
"args": [ "args": [
"-y", "-y",
"@modelcontextprotocol/server-gdrive" "@modelcontextprotocol/server-gdrive"
],
"env": {
"GDRIVE_CREDENTIALS_PATH": "/path/to/.gdrive-server-credentials.json"
}
}
}
}
```
### Usage with VS Code
For quick installation, use one of the one-click install buttons below..
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gdrive&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22credentials_path%22%2C%22description%22%3A%22Path%20to%20.gdrive-server-credentials.json%20file%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-gdrive%22%5D%2C%22env%22%3A%7B%22GDRIVE_CREDENTIALS_PATH%22%3A%22%24%7Binput%3Acredentials_path%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gdrive&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22credentials_path%22%2C%22description%22%3A%22Path%20to%20.gdrive-server-credentials.json%20file%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-gdrive%22%5D%2C%22env%22%3A%7B%22GDRIVE_CREDENTIALS_PATH%22%3A%22%24%7Binput%3Acredentials_path%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gdrive&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-v%22%2C%22mcp-gdrive%3A%2Fgdrive-server%22%2C%22-e%22%2C%22GDRIVE_CREDENTIALS_PATH%3D%2Fgdrive-server%2Fcredentials.json%22%2C%22mcp%2Fgdrive%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gdrive&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-v%22%2C%22mcp-gdrive%3A%2Fgdrive-server%22%2C%22-e%22%2C%22GDRIVE_CREDENTIALS_PATH%3D%2Fgdrive-server%2Fcredentials.json%22%2C%22mcp%2Fgdrive%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### NPX
```json
{
"mcp": {
"servers": {
"gdrive": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-gdrive"
],
"env": {
"GDRIVE_CREDENTIALS_PATH": "/path/to/.gdrive-server-credentials.json"
}
}
}
}
}
```
#### Docker
```json
{
"mcp": {
"servers": {
"gdrive": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-v",
"mcp-gdrive:/gdrive-server",
"-e",
"GDRIVE_CREDENTIALS_PATH=/gdrive-server/credentials.json",
"mcp/gdrive"
] ]
} }
} }
} }
}
``` ```
## License ## License

View File

@@ -153,6 +153,54 @@ Add this to your `claude_desktop_config.json`:
``` ```
</details> </details>
### Usage with VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with UV in VS Code](https://img.shields.io/badge/VS_Code-UV-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=git&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-git%22%5D%7D) [![Install with UV in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-UV-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=git&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-git%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=git&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22--mount%22%2C%22type%3Dbind%2Csrc%3D%24%7BworkspaceFolder%7D%2Cdst%3D%2Fworkspace%22%2C%22mcp%2Fgit%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=git&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22--mount%22%2C%22type%3Dbind%2Csrc%3D%24%7BworkspaceFolder%7D%2Cdst%3D%2Fworkspace%22%2C%22mcp%2Fgit%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
```json
{
"mcp": {
"servers": {
"git": {
"command": "uvx",
"args": ["mcp-server-git"]
}
}
}
}
```
For Docker installation:
```json
{
"mcp": {
"servers": {
"git": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"--mount", "type=bind,src=${workspaceFolder},dst=/workspace",
"mcp/git"
]
}
}
}
}
```
### Usage with [Zed](https://github.com/zed-industries/zed) ### Usage with [Zed](https://github.com/zed-industries/zed)
Add to your Zed settings.json: Add to your Zed settings.json:

View File

@@ -1,5 +1,9 @@
# GitHub MCP Server # GitHub MCP Server
**Deprecation Notice:** Development for this project has been moved to GitHub in the http://github.com/github/github-mcp-server repo.
---
MCP Server for the GitHub API, enabling file operations, repository management, search functionality, and more. MCP Server for the GitHub API, enabling file operations, repository management, search functionality, and more.
### Features ### Features
@@ -336,7 +340,7 @@ To use this with Claude Desktop, add the following to your `claude_desktop_confi
} }
``` ```
### NPX #### NPX
```json ```json
{ {
@@ -355,6 +359,76 @@ To use this with Claude Desktop, add the following to your `claude_desktop_confi
} }
``` ```
### Usage with VS Code
For quick installation, use one of the installation buttons below:
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=github&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22github_token%22%2C%22description%22%3A%22GitHub%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-github%22%5D%2C%22env%22%3A%7B%22GITHUB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agithub_token%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=github&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22github_token%22%2C%22description%22%3A%22GitHub%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-github%22%5D%2C%22env%22%3A%7B%22GITHUB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agithub_token%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=github&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22github_token%22%2C%22description%22%3A%22GitHub%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fgithub%22%5D%2C%22env%22%3A%7B%22GITHUB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agithub_token%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=github&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22github_token%22%2C%22description%22%3A%22GitHub%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fgithub%22%5D%2C%22env%22%3A%7B%22GITHUB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agithub_token%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### Docker
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "github_token",
"description": "GitHub Personal Access Token",
"password": true
}
],
"servers": {
"github": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/github"],
"env": {
"GITHUB_PERSONAL_ACCESS_TOKEN": "${input:github_token}"
}
}
}
}
}
```
#### NPX
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "github_token",
"description": "GitHub Personal Access Token",
"password": true
}
],
"servers": {
"github": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-github"
],
"env": {
"GITHUB_PERSONAL_ACCESS_TOKEN": "${input:github_token}"
}
}
}
}
}
```
## Build ## Build
Docker build: Docker build:

View File

@@ -112,11 +112,20 @@ export const CreatePullRequestReviewSchema = z.object({
commit_id: z.string().optional().describe("The SHA of the commit that needs a review"), commit_id: z.string().optional().describe("The SHA of the commit that needs a review"),
body: z.string().describe("The body text of the review"), body: z.string().describe("The body text of the review"),
event: z.enum(['APPROVE', 'REQUEST_CHANGES', 'COMMENT']).describe("The review action to perform"), event: z.enum(['APPROVE', 'REQUEST_CHANGES', 'COMMENT']).describe("The review action to perform"),
comments: z.array(z.object({ comments: z.array(
z.union([
z.object({
path: z.string().describe("The relative path to the file being commented on"), path: z.string().describe("The relative path to the file being commented on"),
position: z.number().describe("The position in the diff where you want to add a review comment"), position: z.number().describe("The position in the diff where you want to add a review comment"),
body: z.string().describe("Text of the review comment") body: z.string().describe("Text of the review comment")
})).optional().describe("Comments to post as part of the review") }),
z.object({
path: z.string().describe("The relative path to the file being commented on"),
line: z.number().describe("The line number in the file where you want to add a review comment"),
body: z.string().describe("Text of the review comment")
})
])
).optional().describe("Comments to post as part of the review (specify either position or line, not both)")
}); });
export const MergePullRequestSchema = z.object({ export const MergePullRequestSchema = z.object({

View File

@@ -134,7 +134,7 @@ Add the following to your `claude_desktop_config.json`:
} }
``` ```
### NPX #### NPX
```json ```json
{ {
@@ -154,6 +154,94 @@ Add the following to your `claude_desktop_config.json`:
} }
``` ```
### Usage with VS Code
For quick installation, use one of the one-click installation buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gitlab&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_token%22%2C%22description%22%3A%22GitLab%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_url%22%2C%22description%22%3A%22GitLab%20API%20URL%20(optional%2C%20default%3A%20https%3A%2F%2Fgitlab.com%2Fapi%2Fv4)%22%2C%22default%22%3A%22https%3A%2F%2Fgitlab.com%2Fapi%2Fv4%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-gitlab%22%5D%2C%22env%22%3A%7B%22GITLAB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agitlab_token%7D%22%2C%22GITLAB_API_URL%22%3A%22%24%7Binput%3Agitlab_url%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gitlab&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_token%22%2C%22description%22%3A%22GitLab%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_url%22%2C%22description%22%3A%22GitLab%20API%20URL%20(optional%2C%20default%3A%20https%3A%2F%2Fgitlab.com%2Fapi%2Fv4)%22%2C%22default%22%3A%22https%3A%2F%2Fgitlab.com%2Fapi%2Fv4%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-gitlab%22%5D%2C%22env%22%3A%7B%22GITLAB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agitlab_token%7D%22%2C%22GITLAB_API_URL%22%3A%22%24%7Binput%3Agitlab_url%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gitlab&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_token%22%2C%22description%22%3A%22GitLab%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_url%22%2C%22description%22%3A%22GitLab%20API%20URL%20(optional%2C%20default%3A%20https%3A%2F%2Fgitlab.com%2Fapi%2Fv4)%22%2C%22default%22%3A%22https%3A%2F%2Fgitlab.com%2Fapi%2Fv4%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22mcp%2Fgitlab%22%5D%2C%22env%22%3A%7B%22GITLAB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agitlab_token%7D%22%2C%22GITLAB_API_URL%22%3A%22%24%7Binput%3Agitlab_url%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=gitlab&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_token%22%2C%22description%22%3A%22GitLab%20Personal%20Access%20Token%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22gitlab_url%22%2C%22description%22%3A%22GitLab%20API%20URL%20(optional%2C%20default%3A%20https%3A%2F%2Fgitlab.com%2Fapi%2Fv4)%22%2C%22default%22%3A%22https%3A%2F%2Fgitlab.com%2Fapi%2Fv4%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22mcp%2Fgitlab%22%5D%2C%22env%22%3A%7B%22GITLAB_PERSONAL_ACCESS_TOKEN%22%3A%22%24%7Binput%3Agitlab_token%7D%22%2C%22GITLAB_API_URL%22%3A%22%24%7Binput%3Agitlab_url%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### Docker
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "gitlab_token",
"description": "GitLab Personal Access Token",
"password": true
},
{
"type": "promptString",
"id": "gitlab_url",
"description": "GitLab API URL (optional)",
"default": "https://gitlab.com/api/v4"
}
],
"servers": {
"gitlab": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"mcp/gitlab"
],
"env": {
"GITLAB_PERSONAL_ACCESS_TOKEN": "${input:gitlab_token}",
"GITLAB_API_URL": "${input:gitlab_url}"
}
}
}
}
}
```
#### NPX
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "gitlab_token",
"description": "GitLab Personal Access Token",
"password": true
},
{
"type": "promptString",
"id": "gitlab_url",
"description": "GitLab API URL (optional)",
"default": "https://gitlab.com/api/v4"
}
],
"servers": {
"gitlab": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-gitlab"
],
"env": {
"GITLAB_PERSONAL_ACCESS_TOKEN": "${input:gitlab_token}",
"GITLAB_API_URL": "${input:gitlab_url}"
}
}
}
}
}
```
## Build ## Build
Docker build: Docker build:

View File

@@ -111,24 +111,6 @@ async function createBranch(
return GitLabReferenceSchema.parse(await response.json()); return GitLabReferenceSchema.parse(await response.json());
} }
async function getDefaultBranchRef(projectId: string): Promise<string> {
const response = await fetch(
`${GITLAB_API_URL}/projects/${encodeURIComponent(projectId)}`,
{
headers: {
"Authorization": `Bearer ${GITLAB_PERSONAL_ACCESS_TOKEN}`
}
}
);
if (!response.ok) {
throw new Error(`GitLab API error: ${response.statusText}`);
}
const project = GitLabRepositorySchema.parse(await response.json());
return project.default_branch;
}
async function getFileContents( async function getFileContents(
projectId: string, projectId: string,
filePath: string, filePath: string,
@@ -138,6 +120,8 @@ async function getFileContents(
let url = `${GITLAB_API_URL}/projects/${encodeURIComponent(projectId)}/repository/files/${encodedPath}`; let url = `${GITLAB_API_URL}/projects/${encodeURIComponent(projectId)}/repository/files/${encodedPath}`;
if (ref) { if (ref) {
url += `?ref=${encodeURIComponent(ref)}`; url += `?ref=${encodeURIComponent(ref)}`;
} else {
url += '?ref=HEAD';
} }
const response = await fetch(url, { const response = await fetch(url, {
@@ -444,7 +428,7 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
const args = CreateBranchSchema.parse(request.params.arguments); const args = CreateBranchSchema.parse(request.params.arguments);
let ref = args.ref; let ref = args.ref;
if (!ref) { if (!ref) {
ref = await getDefaultBranchRef(args.project_id); ref = "HEAD";
} }
const branch = await createBranch(args.project_id, { const branch = await createBranch(args.project_id, {

View File

@@ -5,11 +5,13 @@ MCP Server for the Google Maps API.
## Tools ## Tools
1. `maps_geocode` 1. `maps_geocode`
- Convert address to coordinates - Convert address to coordinates
- Input: `address` (string) - Input: `address` (string)
- Returns: location, formatted_address, place_id - Returns: location, formatted_address, place_id
2. `maps_reverse_geocode` 2. `maps_reverse_geocode`
- Convert coordinates to address - Convert coordinates to address
- Inputs: - Inputs:
- `latitude` (number) - `latitude` (number)
@@ -17,6 +19,7 @@ MCP Server for the Google Maps API.
- Returns: formatted_address, place_id, address_components - Returns: formatted_address, place_id, address_components
3. `maps_search_places` 3. `maps_search_places`
- Search for places using text query - Search for places using text query
- Inputs: - Inputs:
- `query` (string) - `query` (string)
@@ -25,11 +28,13 @@ MCP Server for the Google Maps API.
- Returns: array of places with names, addresses, locations - Returns: array of places with names, addresses, locations
4. `maps_place_details` 4. `maps_place_details`
- Get detailed information about a place - Get detailed information about a place
- Input: `place_id` (string) - Input: `place_id` (string)
- Returns: name, address, contact info, ratings, reviews, opening hours - Returns: name, address, contact info, ratings, reviews, opening hours
5. `maps_distance_matrix` 5. `maps_distance_matrix`
- Calculate distances and times between points - Calculate distances and times between points
- Inputs: - Inputs:
- `origins` (string[]) - `origins` (string[])
@@ -38,6 +43,7 @@ MCP Server for the Google Maps API.
- Returns: distances and durations matrix - Returns: distances and durations matrix
6. `maps_elevation` 6. `maps_elevation`
- Get elevation data for locations - Get elevation data for locations
- Input: `locations` (array of {latitude, longitude}) - Input: `locations` (array of {latitude, longitude})
- Returns: elevation data for each point - Returns: elevation data for each point
@@ -53,6 +59,7 @@ MCP Server for the Google Maps API.
## Setup ## Setup
### API Key ### API Key
Get a Google Maps API key by following the instructions [here](https://developers.google.com/maps/documentation/javascript/get-api-key#create-api-keys). Get a Google Maps API key by following the instructions [here](https://developers.google.com/maps/documentation/javascript/get-api-key#create-api-keys).
### Usage with Claude Desktop ### Usage with Claude Desktop
@@ -89,10 +96,7 @@ Add the following to your `claude_desktop_config.json`:
"mcpServers": { "mcpServers": {
"google-maps": { "google-maps": {
"command": "npx", "command": "npx",
"args": [ "args": ["-y", "@modelcontextprotocol/server-google-maps"],
"-y",
"@modelcontextprotocol/server-google-maps"
],
"env": { "env": {
"GOOGLE_MAPS_API_KEY": "<YOUR_API_KEY>" "GOOGLE_MAPS_API_KEY": "<YOUR_API_KEY>"
} }
@@ -101,6 +105,70 @@ Add the following to your `claude_desktop_config.json`:
} }
``` ```
### Usage with VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=google-maps&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22maps_api_key%22%2C%22description%22%3A%22Google%20Maps%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-google-maps%22%5D%2C%22env%22%3A%7B%22GOOGLE_MAPS_API_KEY%22%3A%22%24%7Binput%3Amaps_api_key%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=google-maps&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22maps_api_key%22%2C%22description%22%3A%22Google%20Maps%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-google-maps%22%5D%2C%22env%22%3A%7B%22GOOGLE_MAPS_API_KEY%22%3A%22%24%7Binput%3Amaps_api_key%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=google-maps&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22maps_api_key%22%2C%22description%22%3A%22Google%20Maps%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fgoogle-maps%22%5D%2C%22env%22%3A%7B%22GOOGLE_MAPS_API_KEY%22%3A%22%24%7Binput%3Amaps_api_key%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=google-maps&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22maps_api_key%22%2C%22description%22%3A%22Google%20Maps%20API%20Key%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fgoogle-maps%22%5D%2C%22env%22%3A%7B%22GOOGLE_MAPS_API_KEY%22%3A%22%24%7Binput%3Amaps_api_key%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "maps_api_key",
"description": "Google Maps API Key",
"password": true
}
],
"servers": {
"google-maps": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-google-maps"],
"env": {
"GOOGLE_MAPS_API_KEY": "${input:maps_api_key}"
}
}
}
}
}
```
For Docker installation:
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "maps_api_key",
"description": "Google Maps API Key",
"password": true
}
],
"servers": {
"google-maps": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/google-maps"],
"env": {
"GOOGLE_MAPS_API_KEY": "${input:maps_api_key}"
}
}
}
}
}
```
## Build ## Build
Docker build: Docker build:

View File

@@ -1,4 +1,5 @@
# Knowledge Graph Memory Server # Knowledge Graph Memory Server
A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats. A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
## Core Concepts ## Core Concepts
@@ -181,6 +182,60 @@ The server can be configured using the following environment variables:
- `MEMORY_FILE_PATH`: Path to the memory storage JSON file (default: `memory.json` in the server directory) - `MEMORY_FILE_PATH`: Path to the memory storage JSON file (default: `memory.json` in the server directory)
# VS Code Installation Instructions
For quick installation, use one of the one-click installation buttons below:
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=memory&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-memory%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=memory&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-memory%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=memory&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22-v%22%2C%22claude-memory%3A%2Fapp%2Fdist%22%2C%22--rm%22%2C%22mcp%2Fmemory%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=memory&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22-v%22%2C%22claude-memory%3A%2Fapp%2Fdist%22%2C%22--rm%22%2C%22mcp%2Fmemory%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### NPX
```json
{
"mcp": {
"servers": {
"memory": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-memory"
]
}
}
}
}
```
#### Docker
```json
{
"mcp": {
"servers": {
"memory": {
"command": "docker",
"args": [
"run",
"-i",
"-v",
"claude-memory:/app/dist",
"--rm",
"mcp/memory"
]
}
}
}
}
```
### System Prompt ### System Prompt
The prompt for utilizing memory depends on the use case. Changing the prompt will help the model determine the frequency and types of memories created. The prompt for utilizing memory depends on the use case. Changing the prompt will help the model determine the frequency and types of memories created.

View File

@@ -189,7 +189,7 @@ const knowledgeGraphManager = new KnowledgeGraphManager();
// The server instance and tools exposed to Claude // The server instance and tools exposed to Claude
const server = new Server({ const server = new Server({
name: "memory-server", name: "memory-server",
version: "1.0.0", version: "0.6.3",
}, { }, {
capabilities: { capabilities: {
tools: {}, tools: {},

View File

@@ -20,7 +20,9 @@ The server provides schema information for each table in the database:
- Includes column names and data types - Includes column names and data types
- Automatically discovered from database metadata - Automatically discovered from database metadata
## Usage with Claude Desktop ## Configuration
### Usage with Claude Desktop
To use this server with the Claude Desktop app, add the following configuration to the "mcpServers" section of your `claude_desktop_config.json`: To use this server with the Claude Desktop app, add the following configuration to the "mcpServers" section of your `claude_desktop_config.json`:
@@ -64,6 +66,76 @@ To use this server with the Claude Desktop app, add the following configuration
Replace `/mydb` with your database name. Replace `/mydb` with your database name.
### Usage with VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=postgres&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22pg_url%22%2C%22description%22%3A%22PostgreSQL%20URL%20(e.g.%20postgresql%3A%2F%2Fuser%3Apass%40localhost%3A5432%2Fmydb)%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-postgres%22%2C%22%24%7Binput%3Apg_url%7D%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=postgres&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22pg_url%22%2C%22description%22%3A%22PostgreSQL%20URL%20(e.g.%20postgresql%3A%2F%2Fuser%3Apass%40localhost%3A5432%2Fmydb)%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-postgres%22%2C%22%24%7Binput%3Apg_url%7D%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=postgres&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22pg_url%22%2C%22description%22%3A%22PostgreSQL%20URL%20(e.g.%20postgresql%3A%2F%2Fuser%3Apass%40host.docker.internal%3A5432%2Fmydb)%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fpostgres%22%2C%22%24%7Binput%3Apg_url%7D%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=postgres&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22pg_url%22%2C%22description%22%3A%22PostgreSQL%20URL%20(e.g.%20postgresql%3A%2F%2Fuser%3Apass%40host.docker.internal%3A5432%2Fmydb)%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fpostgres%22%2C%22%24%7Binput%3Apg_url%7D%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
### Docker
**Note**: When using Docker and connecting to a PostgreSQL server on your host machine, use `host.docker.internal` instead of `localhost` in the connection URL.
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "pg_url",
"description": "PostgreSQL URL (e.g. postgresql://user:pass@host.docker.internal:5432/mydb)"
}
],
"servers": {
"postgres": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"mcp/postgres",
"${input:pg_url}"
]
}
}
}
}
```
### NPX
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "pg_url",
"description": "PostgreSQL URL (e.g. postgresql://user:pass@localhost:5432/mydb)"
}
],
"servers": {
"postgres": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-postgres",
"${input:pg_url}"
]
}
}
}
}
```
## Building ## Building
Docker: Docker:

View File

@@ -1,12 +1,12 @@
FROM node:22-bookworm-slim FROM node:22-bookworm-slim
ENV DEBIAN_FRONTEND noninteractive ENV DEBIAN_FRONTEND=noninteractive
# for arm64 support we need to install chromium provided by debian # for arm64 support we need to install chromium provided by debian
# npm ERR! The chromium binary is not available for arm64. # npm ERR! The chromium binary is not available for arm64.
# https://github.com/puppeteer/puppeteer/issues/7740 # https://github.com/puppeteer/puppeteer/issues/7740
ENV PUPPETEER_SKIP_CHROMIUM_DOWNLOAD true ENV PUPPETEER_SKIP_CHROMIUM_DOWNLOAD=true
ENV PUPPETEER_EXECUTABLE_PATH=/usr/bin/chromium ENV PUPPETEER_EXECUTABLE_PATH=/usr/bin/chromium
RUN apt-get update && \ RUN apt-get update && \

View File

@@ -7,32 +7,42 @@ A Model Context Protocol server that provides browser automation capabilities us
### Tools ### Tools
- **puppeteer_navigate** - **puppeteer_navigate**
- Navigate to any URL in the browser - Navigate to any URL in the browser
- Input: `url` (string) - Inputs:
- `url` (string, required): URL to navigate to
- `launchOptions` (object, optional): PuppeteerJS LaunchOptions. Default null. If changed and not null, browser restarts. Example: `{ headless: true, args: ['--user-data-dir="C:/Data"'] }`
- `allowDangerous` (boolean, optional): Allow dangerous LaunchOptions that reduce security. When false, dangerous args like `--no-sandbox`, `--disable-web-security` will throw errors. Default false.
- **puppeteer_screenshot** - **puppeteer_screenshot**
- Capture screenshots of the entire page or specific elements - Capture screenshots of the entire page or specific elements
- Inputs: - Inputs:
- `name` (string, required): Name for the screenshot - `name` (string, required): Name for the screenshot
- `selector` (string, optional): CSS selector for element to screenshot - `selector` (string, optional): CSS selector for element to screenshot
- `width` (number, optional, default: 800): Screenshot width - `width` (number, optional, default: 800): Screenshot width
- `height` (number, optional, default: 600): Screenshot height - `height` (number, optional, default: 600): Screenshot height
- `encoded` (boolean, optional): If true, capture the screenshot as a base64-encoded data URI (as text) instead of binary image content. Default false.
- **puppeteer_click** - **puppeteer_click**
- Click elements on the page - Click elements on the page
- Input: `selector` (string): CSS selector for element to click - Input: `selector` (string): CSS selector for element to click
- **puppeteer_hover** - **puppeteer_hover**
- Hover elements on the page - Hover elements on the page
- Input: `selector` (string): CSS selector for element to hover - Input: `selector` (string): CSS selector for element to hover
- **puppeteer_fill** - **puppeteer_fill**
- Fill out input fields - Fill out input fields
- Inputs: - Inputs:
- `selector` (string): CSS selector for input field - `selector` (string): CSS selector for input field
- `value` (string): Value to fill - `value` (string): Value to fill
- **puppeteer_select** - **puppeteer_select**
- Select an element with SELECT tag - Select an element with SELECT tag
- Inputs: - Inputs:
- `selector` (string): CSS selector for element to select - `selector` (string): CSS selector for element to select
@@ -47,6 +57,7 @@ A Model Context Protocol server that provides browser automation capabilities us
The server provides access to two types of resources: The server provides access to two types of resources:
1. **Console Logs** (`console://logs`) 1. **Console Logs** (`console://logs`)
- Browser console output in text format - Browser console output in text format
- Includes all console messages from the browser - Includes all console messages from the browser
@@ -61,8 +72,12 @@ The server provides access to two types of resources:
- Screenshot capabilities - Screenshot capabilities
- JavaScript execution - JavaScript execution
- Basic web interaction (navigation, clicking, form filling) - Basic web interaction (navigation, clicking, form filling)
- Customizable Puppeteer launch options
## Configuration to use Puppeteer Server ## Configuration to use Puppeteer Server
### Usage with Claude Desktop
Here's the Claude Desktop configuration to use the Puppeter server: Here's the Claude Desktop configuration to use the Puppeter server:
### Docker ### Docker
@@ -74,7 +89,15 @@ Here's the Claude Desktop configuration to use the Puppeter server:
"mcpServers": { "mcpServers": {
"puppeteer": { "puppeteer": {
"command": "docker", "command": "docker",
"args": ["run", "-i", "--rm", "--init", "-e", "DOCKER_CONTAINER=true", "mcp/puppeteer"] "args": [
"run",
"-i",
"--rm",
"--init",
"-e",
"DOCKER_CONTAINER=true",
"mcp/puppeteer"
]
} }
} }
} }
@@ -93,6 +116,91 @@ Here's the Claude Desktop configuration to use the Puppeter server:
} }
``` ```
### Usage with VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=puppeteer&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-puppeteer%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=puppeteer&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-puppeteer%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=puppeteer&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22--init%22%2C%22-e%22%2C%22DOCKER_CONTAINER%3Dtrue%22%2C%22mcp%2Fpuppeteer%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=puppeteer&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22--init%22%2C%22-e%22%2C%22DOCKER_CONTAINER%3Dtrue%22%2C%22mcp%2Fpuppeteer%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
For NPX installation (opens a browser window):
```json
{
"mcp": {
"servers": {
"puppeteer": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-puppeteer"]
}
}
}
}
```
For Docker installation (uses headless chromium):
```json
{
"mcp": {
"servers": {
"puppeteer": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"--init",
"-e",
"DOCKER_CONTAINER=true",
"mcp/puppeteer"
]
}
}
}
}
```
### Launch Options
You can customize Puppeteer's browser behavior in two ways:
1. **Environment Variable**: Set `PUPPETEER_LAUNCH_OPTIONS` with a JSON-encoded string in the MCP configuration's `env` parameter:
```json
{
"mcpServers": {
"mcp-puppeteer": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-puppeteer"],
"env": {
"PUPPETEER_LAUNCH_OPTIONS": "{ \"headless\": false, \"executablePath\": \"C:/Program Files/Google/Chrome/Application/chrome.exe\", \"args\": [] }",
"ALLOW_DANGEROUS": "true"
}
}
}
}
```
2. **Tool Call Arguments**: Pass `launchOptions` and `allowDangerous` parameters to the `puppeteer_navigate` tool:
```json
{
"url": "https://example.com",
"launchOptions": {
"headless": false,
"defaultViewport": { "width": 1280, "height": 720 }
}
}
```
## Build ## Build
Docker build: Docker build:

View File

@@ -22,7 +22,9 @@ const TOOLS: Tool[] = [
inputSchema: { inputSchema: {
type: "object", type: "object",
properties: { properties: {
url: { type: "string" }, url: { type: "string", description: "URL to navigate to" },
launchOptions: { type: "object", description: "PuppeteerJS LaunchOptions. Default null. If changed and not null, browser restarts. Example: { headless: true, args: ['--no-sandbox'] }" },
allowDangerous: { type: "boolean", description: "Allow dangerous LaunchOptions that reduce security. When false, dangerous args like --no-sandbox will throw errors. Default false." },
}, },
required: ["url"], required: ["url"],
}, },
@@ -37,6 +39,7 @@ const TOOLS: Tool[] = [
selector: { type: "string", description: "CSS selector for element to screenshot" }, selector: { type: "string", description: "CSS selector for element to screenshot" },
width: { type: "number", description: "Width in pixels (default: 800)" }, width: { type: "number", description: "Width in pixels (default: 800)" },
height: { type: "number", description: "Height in pixels (default: 600)" }, height: { type: "number", description: "Height in pixels (default: 600)" },
encoded: { type: "boolean", description: "If true, capture the screenshot as a base64-encoded data URI (as text) instead of binary image content. Default false." },
}, },
required: ["name"], required: ["name"],
}, },
@@ -101,16 +104,65 @@ const TOOLS: Tool[] = [
]; ];
// Global state // Global state
let browser: Browser | undefined; let browser: Browser | null;
let page: Page | undefined; let page: Page | null;
const consoleLogs: string[] = []; const consoleLogs: string[] = [];
const screenshots = new Map<string, string>(); const screenshots = new Map<string, string>();
let previousLaunchOptions: any = null;
async function ensureBrowser({ launchOptions, allowDangerous }: any) {
const DANGEROUS_ARGS = [
'--no-sandbox',
'--disable-setuid-sandbox',
'--single-process',
'--disable-web-security',
'--ignore-certificate-errors',
'--disable-features=IsolateOrigins',
'--disable-site-isolation-trials',
'--allow-running-insecure-content'
];
// Parse environment config safely
let envConfig = {};
try {
envConfig = JSON.parse(process.env.PUPPETEER_LAUNCH_OPTIONS || '{}');
} catch (error: any) {
console.warn('Failed to parse PUPPETEER_LAUNCH_OPTIONS:', error?.message || error);
}
// Deep merge environment config with user-provided options
const mergedConfig = deepMerge(envConfig, launchOptions || {});
// Security validation for merged config
if (mergedConfig?.args) {
const dangerousArgs = mergedConfig.args?.filter?.((arg: string) => DANGEROUS_ARGS.some((dangerousArg: string) => arg.startsWith(dangerousArg)));
if (dangerousArgs?.length > 0 && !(allowDangerous || (process.env.ALLOW_DANGEROUS === 'true'))) {
throw new Error(`Dangerous browser arguments detected: ${dangerousArgs.join(', ')}. Fround from environment variable and tool call argument. ` +
'Set allowDangerous: true in the tool call arguments to override.');
}
}
try {
if ((browser && !browser.connected) ||
(launchOptions && (JSON.stringify(launchOptions) != JSON.stringify(previousLaunchOptions)))) {
await browser?.close();
browser = null;
}
}
catch (error) {
browser = null;
}
previousLaunchOptions = launchOptions;
async function ensureBrowser() {
if (!browser) { if (!browser) {
const npx_args = { headless: false } const npx_args = { headless: false }
const docker_args = { headless: true, args: ["--no-sandbox", "--single-process", "--no-zygote"] } const docker_args = { headless: true, args: ["--no-sandbox", "--single-process", "--no-zygote"] }
browser = await puppeteer.launch(process.env.DOCKER_CONTAINER ? docker_args : npx_args); browser = await puppeteer.launch(deepMerge(
process.env.DOCKER_CONTAINER ? docker_args : npx_args,
mergedConfig
));
const pages = await browser.pages(); const pages = await browser.pages();
page = pages[0]; page = pages[0];
@@ -126,6 +178,31 @@ async function ensureBrowser() {
return page!; return page!;
} }
// Deep merge utility function
function deepMerge(target: any, source: any): any {
const output = Object.assign({}, target);
if (typeof target !== 'object' || typeof source !== 'object') return source;
for (const key of Object.keys(source)) {
const targetVal = target[key];
const sourceVal = source[key];
if (Array.isArray(targetVal) && Array.isArray(sourceVal)) {
// Deduplicate args/ignoreDefaultArgs, prefer source values
output[key] = [...new Set([
...(key === 'args' || key === 'ignoreDefaultArgs' ?
targetVal.filter((arg: string) => !sourceVal.some((launchArg: string) => arg.startsWith('--') && launchArg.startsWith(arg.split('=')[0]))) :
targetVal),
...sourceVal
])];
} else if (sourceVal instanceof Object && key in target) {
output[key] = deepMerge(targetVal, sourceVal);
} else {
output[key] = sourceVal;
}
}
return output;
}
declare global { declare global {
interface Window { interface Window {
mcpHelper: { mcpHelper: {
@@ -136,7 +213,7 @@ declare global {
} }
async function handleToolCall(name: string, args: any): Promise<CallToolResult> { async function handleToolCall(name: string, args: any): Promise<CallToolResult> {
const page = await ensureBrowser(); const page = await ensureBrowser(args);
switch (name) { switch (name) {
case "puppeteer_navigate": case "puppeteer_navigate":
@@ -152,6 +229,7 @@ async function handleToolCall(name: string, args: any): Promise<CallToolResult>
case "puppeteer_screenshot": { case "puppeteer_screenshot": {
const width = args.width ?? 800; const width = args.width ?? 800;
const height = args.height ?? 600; const height = args.height ?? 600;
const encoded = args.encoded ?? false;
await page.setViewport({ width, height }); await page.setViewport({ width, height });
const screenshot = await (args.selector ? const screenshot = await (args.selector ?
@@ -179,11 +257,14 @@ async function handleToolCall(name: string, args: any): Promise<CallToolResult>
type: "text", type: "text",
text: `Screenshot '${args.name}' taken at ${width}x${height}`, text: `Screenshot '${args.name}' taken at ${width}x${height}`,
} as TextContent, } as TextContent,
{ encoded ? ({
type: "text",
text: `data:image/png;base64,${screenshot}`,
} as TextContent) : ({
type: "image", type: "image",
data: screenshot, data: screenshot,
mimeType: "image/png", mimeType: "image/png",
} as ImageContent, } as ImageContent),
], ],
isError: false, isError: false,
}; };

View File

@@ -2,6 +2,37 @@
A Model Context Protocol server that provides access to Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools. A Model Context Protocol server that provides access to Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools.
## Prerequisites
1. Redis server must be installed and running
- [Download Redis](https://redis.io/download)
- For Windows users: Use [Windows Subsystem for Linux (WSL)](https://redis.io/docs/getting-started/installation/install-redis-on-windows/) or [Memurai](https://www.memurai.com/) (Redis-compatible Windows server)
- Default port: 6379
## Common Issues & Solutions
### Connection Errors
**ECONNREFUSED**
- **Cause**: Redis/Memurai server is not running or unreachable
- **Solution**:
- Verify server is running:
- Redis: `redis-cli ping` should return "PONG"
- Memurai (Windows): `memurai-cli ping` should return "PONG"
- Check service status:
- Linux: `systemctl status redis`
- macOS: `brew services list`
- Windows: Check Memurai in Services (services.msc)
- Ensure correct port (default 6379) is not blocked by firewall
- Verify Redis URL format: `redis://hostname:port`
- If `redis://localhost:6379` fails with ECONNREFUSED, try using the explicit IP: `redis://127.0.0.1:6379`
### Server Behavior
- The server implements exponential backoff with a maximum of 5 retries
- Initial retry delay: 1 second, maximum delay: 30 seconds
- Server will exit after max retries to prevent infinite reconnection loops
## Components ## Components
### Tools ### Tools
@@ -32,7 +63,7 @@ To use this server with the Claude Desktop app, add the following configuration
### Docker ### Docker
* when running docker on macos, use host.docker.internal if the server is running on the host network (eg localhost) * when running docker on macos, use host.docker.internal if the server is running on the host network (eg localhost)
* Redis URL can be specified as an argument, defaults to "redis://localhost:6379" * Redis URL can be specified as an argument, defaults to "redis://localhost:6379" (use "redis://127.0.0.1:6379" if localhost fails)
```json ```json
{ {
@@ -67,12 +98,66 @@ To use this server with the Claude Desktop app, add the following configuration
} }
``` ```
## Building ## Usage with VS Code
Docker: For quick installation, use one of the one-click install buttons below...
```sh [![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=redis&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22redis_url%22%2C%22description%22%3A%22Redis%20URL%20(e.g.%20redis%3A%2F%2Flocalhost%3A6379)%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-redis%22%5D%2C%22env%22%3A%7B%22REDIS_URL%22%3A%22%24%7Binput%3Aredis_url%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=redis&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22redis_url%22%2C%22description%22%3A%22Redis%20URL%20(e.g.%20redis%3A%2F%2Flocalhost%3A6379)%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-redis%22%5D%2C%22env%22%3A%7B%22REDIS_URL%22%3A%22%24%7Binput%3Aredis_url%7D%22%7D%7D&quality=insiders)
docker build -t mcp/redis -f src/redis/Dockerfile .
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=redis&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22redis_url%22%2C%22description%22%3A%22Redis%20URL%20(e.g.%20redis%3A%2F%2Fhost.docker.internal%3A6379)%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fredis%22%5D%2C%22env%22%3A%7B%22REDIS_URL%22%3A%22%24%7Binput%3Aredis_url%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=redis&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22redis_url%22%2C%22description%22%3A%22Redis%20URL%20(e.g.%20redis%3A%2F%2Fhost.docker.internal%3A6379)%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fredis%22%5D%2C%22env%22%3A%7B%22REDIS_URL%22%3A%22%24%7Binput%3Aredis_url%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "redis_url",
"description": "Redis URL (e.g. redis://localhost:6379)"
}
],
"servers": {
"redis": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-redis"],
"env": {
"REDIS_URL": "${input:redis_url}"
}
}
}
}
}
```
For Docker installation:
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "redis_url",
"description": "Redis URL (e.g. redis://host.docker.internal:6379)"
}
],
"servers": {
"redis": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/redis"],
"env": {
"REDIS_URL": "${input:redis_url}"
}
}
}
}
}
``` ```
## License ## License

View File

@@ -1,6 +1,6 @@
{ {
"name": "@modelcontextprotocol/server-redis", "name": "@modelcontextprotocol/server-redis",
"version": "0.1.0", "version": "0.1.1",
"description": "MCP server for using Redis", "description": "MCP server for using Redis",
"license": "MIT", "license": "MIT",
"author": "Anthropic, PBC (https://anthropic.com)", "author": "Anthropic, PBC (https://anthropic.com)",
@@ -8,13 +8,13 @@
"bugs": "https://github.com/modelcontextprotocol/servers/issues", "bugs": "https://github.com/modelcontextprotocol/servers/issues",
"type": "module", "type": "module",
"bin": { "bin": {
"redis": "./build/index.js" "mcp-server-redis": "dist/index.js"
}, },
"files": [ "files": [
"build" "dist"
], ],
"scripts": { "scripts": {
"build": "tsc && shx chmod +x build/*.js", "build": "tsc && shx chmod +x dist/*.js",
"prepare": "npm run build", "prepare": "npm run build",
"watch": "tsc --watch" "watch": "tsc --watch"
}, },

View File

@@ -1,3 +1,5 @@
#!/usr/bin/env node
import { Server } from "@modelcontextprotocol/sdk/server/index.js"; import { Server } from "@modelcontextprotocol/sdk/server/index.js";
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
import { import {
@@ -7,10 +9,29 @@ import {
import { z } from "zod"; import { z } from "zod";
import { createClient } from 'redis'; import { createClient } from 'redis';
// Get Redis URL from command line args or use default // Configuration
const REDIS_URL = process.argv[2] || "redis://localhost:6379"; const REDIS_URL = process.argv[2] || "redis://localhost:6379";
const MAX_RETRIES = 5;
const MIN_RETRY_DELAY = 1000; // 1 second
const MAX_RETRY_DELAY = 30000; // 30 seconds
// Create Redis client with retry strategy
const redisClient = createClient({ const redisClient = createClient({
url: REDIS_URL url: REDIS_URL,
socket: {
reconnectStrategy: (retries) => {
if (retries >= MAX_RETRIES) {
console.error(`[Redis Error] Maximum retries (${MAX_RETRIES}) reached. Giving up.`);
console.error(`[Redis Error] Connection: ${REDIS_URL}`);
return new Error('Max retries reached');
}
const delay = Math.min(Math.pow(2, retries) * MIN_RETRY_DELAY, MAX_RETRY_DELAY);
console.error(`[Redis Retry] Attempt ${retries + 1}/${MAX_RETRIES} failed`);
console.error(`[Redis Retry] Next attempt in ${delay}ms`);
console.error(`[Redis Retry] Connection: ${REDIS_URL}`);
return delay;
}
}
}); });
// Define Zod schemas for validation // Define Zod schemas for validation
@@ -36,7 +57,12 @@ const ListArgumentsSchema = z.object({
const server = new Server( const server = new Server(
{ {
name: "redis", name: "redis",
version: "1.0.0" version: "0.0.1"
},
{
capabilities: {
tools: {}
}
} }
); );
@@ -212,25 +238,54 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
} }
}); });
// Start the server // Set up Redis event handlers
async function main() { redisClient.on('error', (err: Error) => {
console.error(`[Redis Error] ${err.name}: ${err.message}`);
console.error(`[Redis Error] Connection: ${REDIS_URL}`);
console.error(`[Redis Error] Stack: ${err.stack}`);
});
redisClient.on('connect', () => {
console.error(`[Redis Connected] Successfully connected to ${REDIS_URL}`);
});
redisClient.on('reconnecting', () => {
console.error('[Redis Reconnecting] Connection lost, attempting to reconnect...');
});
redisClient.on('end', () => {
console.error('[Redis Disconnected] Connection closed');
});
async function runServer() {
try { try {
// Connect to Redis // Connect to Redis
redisClient.on('error', (err: Error) => console.error('Redis Client Error', err));
await redisClient.connect(); await redisClient.connect();
console.error(`Connected to Redis successfully at ${REDIS_URL}`);
// Set up MCP server
const transport = new StdioServerTransport(); const transport = new StdioServerTransport();
await server.connect(transport); await server.connect(transport);
console.error("Redis MCP Server running on stdio"); console.error("Redis MCP Server running on stdio");
} catch (error) { } catch (error) {
console.error("Error during startup:", error); const err = error as Error;
await redisClient.quit(); console.error("[Redis Fatal] Server initialization failed");
console.error(`[Redis Fatal] Error: ${err.name}: ${err.message}`);
console.error(`[Redis Fatal] Connection: ${REDIS_URL}`);
console.error(`[Redis Fatal] Stack: ${err.stack}`);
await redisClient.quit().catch(() => {});
process.exit(1); process.exit(1);
} }
} }
main().catch((error) => { // Handle process termination
console.error("Fatal error in main():", error); process.on('SIGINT', async () => {
redisClient.quit().finally(() => process.exit(1)); await redisClient.quit().catch(() => {});
process.exit(0);
}); });
process.on('SIGTERM', async () => {
await redisClient.quit().catch(() => {});
process.exit(0);
});
runServer();

View File

@@ -3,7 +3,7 @@
"target": "ES2022", "target": "ES2022",
"module": "Node16", "module": "Node16",
"moduleResolution": "Node16", "moduleResolution": "Node16",
"outDir": "./build", "outDir": "./dist",
"rootDir": "./src", "rootDir": "./src",
"strict": true, "strict": true,
"esModuleInterop": true, "esModuleInterop": true,
@@ -13,4 +13,3 @@
"include": ["src/**/*"], "include": ["src/**/*"],
"exclude": ["node_modules"] "exclude": ["node_modules"]
} }

View File

@@ -97,6 +97,76 @@ Add this to your `claude_desktop_config.json`:
``` ```
</details> </details>
### Usage with VS Code
For quick installation, use one of the one-click installation buttons below...
[![Install with UV in VS Code](https://img.shields.io/badge/VS_Code-UV-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sentry&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22auth_token%22%2C%22description%22%3A%22Sentry%20Auth%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-sentry%22%5D%2C%22env%22%3A%7B%22SENTRY_AUTH_TOKEN%22%3A%22%24%7Binput%3Aauth_token%7D%22%7D%7D) [![Install with UV in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-UV-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sentry&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22auth_token%22%2C%22description%22%3A%22Sentry%20Auth%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-sentry%22%5D%2C%22env%22%3A%7B%22SENTRY_AUTH_TOKEN%22%3A%22%24%7Binput%3Aauth_token%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sentry&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22auth_token%22%2C%22description%22%3A%22Sentry%20Auth%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fsentry%22%5D%2C%22env%22%3A%7B%22SENTRY_AUTH_TOKEN%22%3A%22%24%7Binput%3Aauth_token%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sentry&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22auth_token%22%2C%22description%22%3A%22Sentry%20Auth%20Token%22%2C%22password%22%3Atrue%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fsentry%22%5D%2C%22env%22%3A%7B%22SENTRY_AUTH_TOKEN%22%3A%22%24%7Binput%3Aauth_token%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is needed when using the `mcp.json` file.
<details>
<summary>Using uvx</summary>
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "auth_token",
"description": "Sentry Auth Token",
"password": true
}
],
"servers": {
"sentry": {
"command": "uvx",
"args": ["mcp-server-sentry"],
"env": {
"SENTRY_AUTH_TOKEN": "${input:auth_token}"
}
}
}
}
}
```
</details>
<details>
<summary>Using docker</summary>
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "auth_token",
"description": "Sentry Auth Token",
"password": true
}
],
"servers": {
"sentry": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/sentry"],
"env": {
"SENTRY_AUTH_TOKEN": "${input:auth_token}"
}
}
}
}
}
```
</details>
### Usage with [Zed](https://github.com/zed-industries/zed) ### Usage with [Zed](https://github.com/zed-industries/zed)
Add to your Zed settings.json: Add to your Zed settings.json:

View File

@@ -1,4 +1,3 @@
# Sequential Thinking MCP Server # Sequential Thinking MCP Server
An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.
@@ -78,6 +77,58 @@ Add this to your `claude_desktop_config.json`:
} }
``` ```
### Usage with VS Code
For quick installation, click one of the installation buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sequentialthinking&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-sequential-thinking%22%5D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sequentialthinking&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-sequential-thinking%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sequentialthinking&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22mcp%2Fsequentialthinking%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sequentialthinking&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22--rm%22%2C%22-i%22%2C%22mcp%2Fsequentialthinking%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
For NPX installation:
```json
{
"mcp": {
"servers": {
"sequential-thinking": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-sequential-thinking"
]
}
}
}
}
```
For Docker installation:
```json
{
"mcp": {
"servers": {
"sequential-thinking": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"mcp/sequentialthinking"
]
}
}
}
}
```
## Building ## Building
Docker: Docker:

View File

@@ -5,7 +5,7 @@ MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.
## Tools ## Tools
1. `slack_list_channels` 1. `slack_list_channels`
- List public channels in the workspace - List public or pre-defined channels in the workspace
- Optional inputs: - Optional inputs:
- `limit` (number, default: 100, max: 200): Maximum number of channels to return - `limit` (number, default: 100, max: 200): Maximum number of channels to return
- `cursor` (string): Pagination cursor for next page - `cursor` (string): Pagination cursor for next page
@@ -78,6 +78,7 @@ MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.
- `chat:write` - Send messages as the app - `chat:write` - Send messages as the app
- `reactions:write` - Add emoji reactions to messages - `reactions:write` - Add emoji reactions to messages
- `users:read` - View users and their basic information - `users:read` - View users and their basic information
- `users.profile:read` - View detailed profiles about users
4. Install App to Workspace: 4. Install App to Workspace:
- Click "Install to Workspace" and authorize the app - Click "Install to Workspace" and authorize the app
@@ -89,7 +90,7 @@ MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.
Add the following to your `claude_desktop_config.json`: Add the following to your `claude_desktop_config.json`:
#### npx #### NPX
```json ```json
{ {
@@ -102,7 +103,8 @@ Add the following to your `claude_desktop_config.json`:
], ],
"env": { "env": {
"SLACK_BOT_TOKEN": "xoxb-your-bot-token", "SLACK_BOT_TOKEN": "xoxb-your-bot-token",
"SLACK_TEAM_ID": "T01234567" "SLACK_TEAM_ID": "T01234567",
"SLACK_CHANNEL_IDS": "C01234567, C76543210"
} }
} }
} }
@@ -124,17 +126,104 @@ Add the following to your `claude_desktop_config.json`:
"SLACK_BOT_TOKEN", "SLACK_BOT_TOKEN",
"-e", "-e",
"SLACK_TEAM_ID", "SLACK_TEAM_ID",
"-e",
"SLACK_CHANNEL_IDS",
"mcp/slack" "mcp/slack"
], ],
"env": { "env": {
"SLACK_BOT_TOKEN": "xoxb-your-bot-token", "SLACK_BOT_TOKEN": "xoxb-your-bot-token",
"SLACK_TEAM_ID": "T01234567" "SLACK_TEAM_ID": "T01234567",
"SLACK_CHANNEL_IDS": "C01234567, C76543210"
} }
} }
} }
} }
``` ```
### Usage with VS Code
For quick installation, click one of the installation buttons below...
[![Install with NPX in VS Code](https://img.shields.io/badge/VS_Code-NPM-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=slack&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_bot_token%22%2C%22description%22%3A%22Slack%20Bot%20Token%20(starts%20with%20xoxb-)%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_team_id%22%2C%22description%22%3A%22Slack%20Team%20ID%20(starts%20with%20T)%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-slack%22%5D%2C%22env%22%3A%7B%22SLACK_BOT_TOKEN%22%3A%22%24%7Binput%3Aslack_bot_token%7D%22%2C%22SLACK_TEAM_ID%22%3A%22%24%7Binput%3Aslack_team_id%7D%22%7D%7D) [![Install with NPX in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-NPM-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=slack&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_bot_token%22%2C%22description%22%3A%22Slack%20Bot%20Token%20(starts%20with%20xoxb-)%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_team_id%22%2C%22description%22%3A%22Slack%20Team%20ID%20(starts%20with%20T)%22%7D%5D&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22%40modelcontextprotocol%2Fserver-slack%22%5D%2C%22env%22%3A%7B%22SLACK_BOT_TOKEN%22%3A%22%24%7Binput%3Aslack_bot_token%7D%22%2C%22SLACK_TEAM_ID%22%3A%22%24%7Binput%3Aslack_team_id%7D%22%7D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=slack&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_bot_token%22%2C%22description%22%3A%22Slack%20Bot%20Token%20(starts%20with%20xoxb-)%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_team_id%22%2C%22description%22%3A%22Slack%20Team%20ID%20(starts%20with%20T)%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fslack%22%5D%2C%22env%22%3A%7B%22SLACK_BOT_TOKEN%22%3A%22%24%7Binput%3Aslack_bot_token%7D%22%2C%22SLACK_TEAM_ID%22%3A%22%24%7Binput%3Aslack_team_id%7D%22%7D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=slack&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_bot_token%22%2C%22description%22%3A%22Slack%20Bot%20Token%20(starts%20with%20xoxb-)%22%2C%22password%22%3Atrue%7D%2C%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22slack_team_id%22%2C%22description%22%3A%22Slack%20Team%20ID%20(starts%20with%20T)%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Fslack%22%5D%2C%22env%22%3A%7B%22SLACK_BOT_TOKEN%22%3A%22%24%7Binput%3Aslack_bot_token%7D%22%2C%22SLACK_TEAM_ID%22%3A%22%24%7Binput%3Aslack_team_id%7D%22%7D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is not needed in the `.vscode/mcp.json` file.
#### NPX
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "slack_bot_token",
"description": "Slack Bot Token (starts with xoxb-)",
"password": true
},
{
"type": "promptString",
"id": "slack_team_id",
"description": "Slack Team ID (starts with T)"
}
],
"servers": {
"slack": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-slack"],
"env": {
"SLACK_BOT_TOKEN": "${input:slack_bot_token}",
"SLACK_TEAM_ID": "${input:slack_team_id}"
}
}
}
}
}
```
#### Docker
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "slack_bot_token",
"description": "Slack Bot Token (starts with xoxb-)",
"password": true
},
{
"type": "promptString",
"id": "slack_team_id",
"description": "Slack Team ID (starts with T)"
}
],
"servers": {
"slack": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/slack"],
"env": {
"SLACK_BOT_TOKEN": "${input:slack_bot_token}",
"SLACK_TEAM_ID": "${input:slack_team_id}"
}
}
}
}
}
```
### Environment Variables
1. `SLACK_BOT_TOKEN`: Required. The Bot User OAuth Token starting with `xoxb-`.
2. `SLACK_TEAM_ID`: Required. Your Slack workspace ID starting with `T`.
3. `SLACK_CHANNEL_IDS`: Optional. Comma-separated list of channel IDs to limit channel access (e.g., "C01234567, C76543210"). If not set, all public channels will be listed.
### Troubleshooting ### Troubleshooting
If you encounter permission errors, verify that: If you encounter permission errors, verify that:

View File

@@ -53,7 +53,7 @@ interface GetUserProfileArgs {
// Tool definitions // Tool definitions
const listChannelsTool: Tool = { const listChannelsTool: Tool = {
name: "slack_list_channels", name: "slack_list_channels",
description: "List public channels in the workspace with pagination", description: "List public or pre-defined channels in the workspace with pagination",
inputSchema: { inputSchema: {
type: "object", type: "object",
properties: { properties: {
@@ -221,6 +221,8 @@ class SlackClient {
} }
async getChannels(limit: number = 100, cursor?: string): Promise<any> { async getChannels(limit: number = 100, cursor?: string): Promise<any> {
const predefinedChannelIds = process.env.SLACK_CHANNEL_IDS;
if (!predefinedChannelIds) {
const params = new URLSearchParams({ const params = new URLSearchParams({
types: "public_channel", types: "public_channel",
exclude_archived: "true", exclude_archived: "true",
@@ -240,6 +242,32 @@ class SlackClient {
return response.json(); return response.json();
} }
const predefinedChannelIdsArray = predefinedChannelIds.split(",").map((id: string) => id.trim());
const channels = [];
for (const channelId of predefinedChannelIdsArray) {
const params = new URLSearchParams({
channel: channelId,
});
const response = await fetch(
`https://slack.com/api/conversations.info?${params}`,
{ headers: this.botHeaders }
);
const data = await response.json();
if (data.ok && data.channel && !data.channel.is_archived) {
channels.push(data.channel);
}
}
return {
ok: true,
channels: channels,
response_metadata: { next_cursor: "" },
};
}
async postMessage(channel_id: string, text: string): Promise<any> { async postMessage(channel_id: string, text: string): Promise<any> {
const response = await fetch("https://slack.com/api/chat.postMessage", { const response = await fetch("https://slack.com/api/chat.postMessage", {
method: "POST", method: "POST",

View File

@@ -103,6 +103,79 @@ The server offers six core tools:
} }
``` ```
## Usage with VS Code
For quick installation, click the installation buttons below:
[![Install with UV in VS Code](https://img.shields.io/badge/VS_Code-UV-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sqlite&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22db_path%22%2C%22description%22%3A%22SQLite%20Database%20Path%22%2C%22default%22%3A%22%24%7BworkspaceFolder%7D%2Fdb.sqlite%22%7D%5D&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-sqlite%22%2C%22--db-path%22%2C%22%24%7Binput%3Adb_path%7D%22%5D%7D) [![Install with UV in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-UV-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sqlite&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22db_path%22%2C%22description%22%3A%22SQLite%20Database%20Path%22%2C%22default%22%3A%22%24%7BworkspaceFolder%7D%2Fdb.sqlite%22%7D%5D&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-sqlite%22%2C%22--db-path%22%2C%22%24%7Binput%3Adb_path%7D%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sqlite&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22db_path%22%2C%22description%22%3A%22SQLite%20Database%20Path%20(within%20container)%22%2C%22default%22%3A%22%2Fmcp%2Fdb.sqlite%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-v%22%2C%22mcp-sqlite%3A%2Fmcp%22%2C%22mcp%2Fsqlite%22%2C%22--db-path%22%2C%22%24%7Binput%3Adb_path%7D%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=sqlite&inputs=%5B%7B%22type%22%3A%22promptString%22%2C%22id%22%3A%22db_path%22%2C%22description%22%3A%22SQLite%20Database%20Path%20(within%20container)%22%2C%22default%22%3A%22%2Fmcp%2Fdb.sqlite%22%7D%5D&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22-v%22%2C%22mcp-sqlite%3A%2Fmcp%22%2C%22mcp%2Fsqlite%22%2C%22--db-path%22%2C%22%24%7Binput%3Adb_path%7D%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is needed when using the `mcp.json` file.
### uv
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "db_path",
"description": "SQLite Database Path",
"default": "${workspaceFolder}/db.sqlite"
}
],
"servers": {
"sqlite": {
"command": "uvx",
"args": [
"mcp-server-sqlite",
"--db-path",
"${input:db_path}"
]
}
}
}
}
```
### Docker
```json
{
"mcp": {
"inputs": [
{
"type": "promptString",
"id": "db_path",
"description": "SQLite Database Path (within container)",
"default": "/mcp/db.sqlite"
}
],
"servers": {
"sqlite": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-v",
"mcp-sqlite:/mcp",
"mcp/sqlite",
"--db-path",
"${input:db_path}"
]
}
}
}
}
```
## Building ## Building
Docker: Docker:
@@ -111,6 +184,13 @@ Docker:
docker build -t mcp/sqlite . docker build -t mcp/sqlite .
``` ```
## Test with MCP inspector
```bash
uv add "mcp[cli]"
mcp dev src/mcp_server_sqlite/server.py:wrapper
```
## License ## License
This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository. This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.

View File

@@ -4,7 +4,9 @@ version = "0.6.2"
description = "A simple SQLite MCP server" description = "A simple SQLite MCP server"
readme = "README.md" readme = "README.md"
requires-python = ">=3.10" requires-python = ">=3.10"
dependencies = ["mcp>=1.0.0"] dependencies = [
"mcp[cli]>=1.6.0",
]
[build-system] [build-system]
requires = ["hatchling"] requires = ["hatchling"]

View File

@@ -4,13 +4,15 @@ import sqlite3
import logging import logging
from contextlib import closing from contextlib import closing
from pathlib import Path from pathlib import Path
from mcp.server.models import InitializationOptions
import mcp.types as types
from mcp.server import NotificationOptions, Server
import mcp.server.stdio
from pydantic import AnyUrl from pydantic import AnyUrl
from typing import Any from typing import Any
from mcp.server import InitializationOptions
from mcp.server.lowlevel import Server, NotificationOptions
from mcp.server.stdio import stdio_server
import mcp.types as types
# reconfigure UnicodeEncodeError prone default (i.e. windows-1252) to utf-8 # reconfigure UnicodeEncodeError prone default (i.e. windows-1252) to utf-8
if sys.platform == "win32" and os.environ.get('PYTHONIOENCODING') is None: if sys.platform == "win32" and os.environ.get('PYTHONIOENCODING') is None:
sys.stdin.reconfigure(encoding="utf-8") sys.stdin.reconfigure(encoding="utf-8")
@@ -366,7 +368,7 @@ async def main(db_path: str):
except Exception as e: except Exception as e:
return [types.TextContent(type="text", text=f"Error: {str(e)}")] return [types.TextContent(type="text", text=f"Error: {str(e)}")]
async with mcp.server.stdio.stdio_server() as (read_stream, write_stream): async with stdio_server() as (read_stream, write_stream):
logger.info("Server running with stdio transport") logger.info("Server running with stdio transport")
await server.run( await server.run(
read_stream, read_stream,
@@ -380,3 +382,12 @@ async def main(db_path: str):
), ),
), ),
) )
class ServerWrapper():
"""A wrapper to compat with mcp[cli]"""
def run(self):
import asyncio
asyncio.run(main("test.db"))
wrapper = ServerWrapper()

0
src/sqlite/test.db Normal file
View File

337
src/sqlite/uv.lock generated
View File

@@ -1,4 +1,5 @@
version = 1 version = 1
revision = 1
requires-python = ">=3.10" requires-python = ">=3.10"
[[package]] [[package]]
@@ -12,38 +13,38 @@ wheels = [
[[package]] [[package]]
name = "anyio" name = "anyio"
version = "4.6.2.post1" version = "4.9.0"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "exceptiongroup", marker = "python_full_version < '3.11'" }, { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
{ name = "idna" }, { name = "idna" },
{ name = "sniffio" }, { name = "sniffio" },
{ name = "typing-extensions", marker = "python_full_version < '3.11'" }, { name = "typing-extensions", marker = "python_full_version < '3.13'" },
] ]
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View File

@@ -45,12 +45,14 @@ Add to your Claude settings:
<summary>Using uvx</summary> <summary>Using uvx</summary>
```json ```json
{
"mcpServers": { "mcpServers": {
"time": { "time": {
"command": "uvx", "command": "uvx",
"args": ["mcp-server-time"] "args": ["mcp-server-time"]
} }
} }
}
``` ```
</details> </details>
@@ -58,12 +60,14 @@ Add to your Claude settings:
<summary>Using docker</summary> <summary>Using docker</summary>
```json ```json
{
"mcpServers": { "mcpServers": {
"time": { "time": {
"command": "docker", "command": "docker",
"args": ["run", "-i", "--rm", "mcp/time"] "args": ["run", "-i", "--rm", "mcp/time"]
} }
} }
}
``` ```
</details> </details>
@@ -71,12 +75,14 @@ Add to your Claude settings:
<summary>Using pip installation</summary> <summary>Using pip installation</summary>
```json ```json
{
"mcpServers": { "mcpServers": {
"time": { "time": {
"command": "python", "command": "python",
"args": ["-m", "mcp_server_time"] "args": ["-m", "mcp_server_time"]
} }
} }
}
``` ```
</details> </details>
@@ -110,6 +116,54 @@ Add to your Zed settings.json:
``` ```
</details> </details>
### Configure for VS Code
For quick installation, use one of the one-click install buttons below...
[![Install with UV in VS Code](https://img.shields.io/badge/VS_Code-UV-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=time&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-time%22%5D%7D) [![Install with UV in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-UV-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=time&config=%7B%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22mcp-server-time%22%5D%7D&quality=insiders)
[![Install with Docker in VS Code](https://img.shields.io/badge/VS_Code-Docker-0098FF?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=time&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Ftime%22%5D%7D) [![Install with Docker in VS Code Insiders](https://img.shields.io/badge/VS_Code_Insiders-Docker-24bfa5?style=flat-square&logo=visualstudiocode&logoColor=white)](https://insiders.vscode.dev/redirect/mcp/install?name=time&config=%7B%22command%22%3A%22docker%22%2C%22args%22%3A%5B%22run%22%2C%22-i%22%2C%22--rm%22%2C%22mcp%2Ftime%22%5D%7D&quality=insiders)
For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing `Ctrl + Shift + P` and typing `Preferences: Open User Settings (JSON)`.
Optionally, you can add it to a file called `.vscode/mcp.json` in your workspace. This will allow you to share the configuration with others.
> Note that the `mcp` key is needed when using the `mcp.json` file.
<details>
<summary>Using uvx</summary>
```json
{
"mcp": {
"servers": {
"time": {
"command": "uvx",
"args": ["mcp-server-time"]
}
}
}
}
```
</details>
<details>
<summary>Using Docker</summary>
```json
{
"mcp": {
"servers": {
"time": {
"command": "docker",
"args": ["run", "-i", "--rm", "mcp/time"]
}
}
}
}
```
</details>
### Customization - System Timezone ### Customization - System Timezone
By default, the server automatically detects your system's timezone. You can override this by adding the argument `--local-timezone` to the `args` list in the configuration. By default, the server automatically detects your system's timezone. You can override this by adding the argument `--local-timezone` to the `args` list in the configuration.