diff --git a/src/memory/index.ts b/src/memory/index.ts
new file mode 100644
index 00000000..37546cd7
--- /dev/null
+++ b/src/memory/index.ts
@@ -0,0 +1,414 @@
+#!/usr/bin/env node
+
+import { Server } from "@modelcontextprotocol/sdk/server/index.js";
+import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
+import {
+  CallToolRequestSchema,
+  ListToolsRequestSchema,
+} from "@modelcontextprotocol/sdk/types.js";
+import { promises as fs } from 'fs';
+import path from 'path';
+import { fileURLToPath } from 'url';
+
+
+// Define the path to the JSONL file, you can change this to your desired local path
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+const MEMORY_FILE_PATH = path.join(__dirname, 'memory.json');
+
+// We are storing our memory using entities, relations, and observations in a graph structure
+interface Entity {
+  name: string;
+  entityType: string;
+  observations: string[];
+}
+
+interface Relation {
+  from: string;
+  to: string;
+  relationType: string;
+}
+
+interface KnowledgeGraph {
+  entities: Entity[];
+  relations: Relation[];
+}
+
+// The KnowledgeGraphManager class contains all operations to interact with the knowledge graph
+class KnowledgeGraphManager {
+  private async loadGraph(): Promise<KnowledgeGraph> {
+    try {
+      const data = await fs.readFile(MEMORY_FILE_PATH, "utf-8");
+      const lines = data.split("\n").filter(line => line.trim() !== "");
+      return lines.reduce((graph: KnowledgeGraph, line) => {
+        const item = JSON.parse(line);
+        if (item.type === "entity") graph.entities.push(item as Entity);
+        if (item.type === "relation") graph.relations.push(item as Relation);
+        return graph;
+      }, { entities: [], relations: [] });
+    } catch (error) {
+      if (error instanceof Error && 'code' in error && (error as any).code === "ENOENT") {
+        return { entities: [], relations: [] };
+      }
+      throw error;
+    }
+  }
+
+  private async saveGraph(graph: KnowledgeGraph): Promise<void> {
+    const lines = [
+      ...graph.entities.map(e => JSON.stringify({ type: "entity", ...e })),
+      ...graph.relations.map(r => JSON.stringify({ type: "relation", ...r })),
+    ];
+    await fs.writeFile(MEMORY_FILE_PATH, lines.join("\n"));
+  }
+
+  async createEntities(entities: Entity[]): Promise<Entity[]> {
+    const graph = await this.loadGraph();
+    const newEntities = entities.filter(e => !graph.entities.some(existingEntity => existingEntity.name === e.name));
+    graph.entities.push(...newEntities);
+    await this.saveGraph(graph);
+    return newEntities;
+  }
+
+  async createRelations(relations: Relation[]): Promise<Relation[]> {
+    const graph = await this.loadGraph();
+    const newRelations = relations.filter(r => !graph.relations.some(existingRelation => 
+      existingRelation.from === r.from && 
+      existingRelation.to === r.to && 
+      existingRelation.relationType === r.relationType
+    ));
+    graph.relations.push(...newRelations);
+    await this.saveGraph(graph);
+    return newRelations;
+  }
+
+  async addObservations(observations: { entityName: string; contents: string[] }[]): Promise<{ entityName: string; addedObservations: string[] }[]> {
+    const graph = await this.loadGraph();
+    const results = observations.map(o => {
+      const entity = graph.entities.find(e => e.name === o.entityName);
+      if (!entity) {
+        throw new Error(`Entity with name ${o.entityName} not found`);
+      }
+      const newObservations = o.contents.filter(content => !entity.observations.includes(content));
+      entity.observations.push(...newObservations);
+      return { entityName: o.entityName, addedObservations: newObservations };
+    });
+    await this.saveGraph(graph);
+    return results;
+  }
+
+  async deleteEntities(entityNames: string[]): Promise<void> {
+    const graph = await this.loadGraph();
+    graph.entities = graph.entities.filter(e => !entityNames.includes(e.name));
+    graph.relations = graph.relations.filter(r => !entityNames.includes(r.from) && !entityNames.includes(r.to));
+    await this.saveGraph(graph);
+  }
+
+  async deleteObservations(deletions: { entityName: string; observations: string[] }[]): Promise<void> {
+    const graph = await this.loadGraph();
+    deletions.forEach(d => {
+      const entity = graph.entities.find(e => e.name === d.entityName);
+      if (entity) {
+        entity.observations = entity.observations.filter(o => !d.observations.includes(o));
+      }
+    });
+    await this.saveGraph(graph);
+  }
+
+  async deleteRelations(relations: Relation[]): Promise<void> {
+    const graph = await this.loadGraph();
+    graph.relations = graph.relations.filter(r => !relations.some(delRelation => 
+      r.from === delRelation.from && 
+      r.to === delRelation.to && 
+      r.relationType === delRelation.relationType
+    ));
+    await this.saveGraph(graph);
+  }
+
+  async readGraph(): Promise<KnowledgeGraph> {
+    return this.loadGraph();
+  }
+
+  // Very basic search function
+  async searchNodes(query: string): Promise<KnowledgeGraph> {
+    const graph = await this.loadGraph();
+    
+    // Filter entities
+    const filteredEntities = graph.entities.filter(e => 
+      e.name.toLowerCase().includes(query.toLowerCase()) ||
+      e.entityType.toLowerCase().includes(query.toLowerCase()) ||
+      e.observations.some(o => o.toLowerCase().includes(query.toLowerCase()))
+    );
+  
+    // Create a Set of filtered entity names for quick lookup
+    const filteredEntityNames = new Set(filteredEntities.map(e => e.name));
+  
+    // Filter relations to only include those between filtered entities
+    const filteredRelations = graph.relations.filter(r => 
+      filteredEntityNames.has(r.from) && filteredEntityNames.has(r.to)
+    );
+  
+    const filteredGraph: KnowledgeGraph = {
+      entities: filteredEntities,
+      relations: filteredRelations,
+    };
+  
+    return filteredGraph;
+  }
+
+  async openNodes(names: string[]): Promise<KnowledgeGraph> {
+    const graph = await this.loadGraph();
+    
+    // Filter entities
+    const filteredEntities = graph.entities.filter(e => names.includes(e.name));
+  
+    // Create a Set of filtered entity names for quick lookup
+    const filteredEntityNames = new Set(filteredEntities.map(e => e.name));
+  
+    // Filter relations to only include those between filtered entities
+    const filteredRelations = graph.relations.filter(r => 
+      filteredEntityNames.has(r.from) && filteredEntityNames.has(r.to)
+    );
+  
+    const filteredGraph: KnowledgeGraph = {
+      entities: filteredEntities,
+      relations: filteredRelations,
+    };
+  
+    return filteredGraph;
+  }
+}
+
+const knowledgeGraphManager = new KnowledgeGraphManager();
+
+
+// The server instance and tools exposed to Claude
+const server = new Server({
+  name: "knowledge-graph-server",
+  version: "1.0.0",
+},    {
+    capabilities: {
+      tools: {},
+    },
+  },);
+
+server.setRequestHandler(ListToolsRequestSchema, async () => {
+  return {
+    tools: [
+      {
+        name: "create_entities",
+        description: "Create multiple new entities in the knowledge graph",
+        inputSchema: {
+          type: "object",
+          properties: {
+            entities: {
+              type: "array",
+              items: {
+                type: "object",
+                properties: {
+                  name: { type: "string", description: "The name of the entity" },
+                  entityType: { type: "string", description: "The type of the entity" },
+                  observations: { 
+                    type: "array", 
+                    items: { type: "string" },
+                    description: "An array of observation contents associated with the entity"
+                  },
+                },
+                required: ["name", "entityType", "observations"],
+              },
+            },
+          },
+          required: ["entities"],
+        },
+      },
+      {
+        name: "create_relations",
+        description: "Create multiple new relations between entities in the knowledge graph. Relations should be in active voice",
+        inputSchema: {
+          type: "object",
+          properties: {
+            relations: {
+              type: "array",
+              items: {
+                type: "object",
+                properties: {
+                  from: { type: "string", description: "The name of the entity where the relation starts" },
+                  to: { type: "string", description: "The name of the entity where the relation ends" },
+                  relationType: { type: "string", description: "The type of the relation" },
+                },
+                required: ["from", "to", "relationType"],
+              },
+            },
+          },
+          required: ["relations"],
+        },
+      },
+      {
+        name: "add_observations",
+        description: "Add new observations to existing entities in the knowledge graph",
+        inputSchema: {
+          type: "object",
+          properties: {
+            observations: {
+              type: "array",
+              items: {
+                type: "object",
+                properties: {
+                  entityName: { type: "string", description: "The name of the entity to add the observations to" },
+                  contents: { 
+                    type: "array", 
+                    items: { type: "string" },
+                    description: "An array of observation contents to add"
+                  },
+                },
+                required: ["entityName", "contents"],
+              },
+            },
+          },
+          required: ["observations"],
+        },
+      },
+      {
+        name: "delete_entities",
+        description: "Delete multiple entities and their associated relations from the knowledge graph",
+        inputSchema: {
+          type: "object",
+          properties: {
+            entityNames: { 
+              type: "array", 
+              items: { type: "string" },
+              description: "An array of entity names to delete" 
+            },
+          },
+          required: ["entityNames"],
+        },
+      },
+      {
+        name: "delete_observations",
+        description: "Delete specific observations from entities in the knowledge graph",
+        inputSchema: {
+          type: "object",
+          properties: {
+            deletions: {
+              type: "array",
+              items: {
+                type: "object",
+                properties: {
+                  entityName: { type: "string", description: "The name of the entity containing the observations" },
+                  observations: { 
+                    type: "array", 
+                    items: { type: "string" },
+                    description: "An array of observations to delete"
+                  },
+                },
+                required: ["entityName", "observations"],
+              },
+            },
+          },
+          required: ["deletions"],
+        },
+      },
+      {
+        name: "delete_relations",
+        description: "Delete multiple relations from the knowledge graph",
+        inputSchema: {
+          type: "object",
+          properties: {
+            relations: { 
+              type: "array", 
+              items: {
+                type: "object",
+                properties: {
+                  from: { type: "string", description: "The name of the entity where the relation starts" },
+                  to: { type: "string", description: "The name of the entity where the relation ends" },
+                  relationType: { type: "string", description: "The type of the relation" },
+                },
+                required: ["from", "to", "relationType"],
+              },
+              description: "An array of relations to delete" 
+            },
+          },
+          required: ["relations"],
+        },
+      },
+      {
+        name: "read_graph",
+        description: "Read the entire knowledge graph",
+        inputSchema: {
+          type: "object",
+          properties: {},
+        },
+      },
+      {
+        name: "search_nodes",
+        description: "Search for nodes in the knowledge graph based on a query",
+        inputSchema: {
+          type: "object",
+          properties: {
+            query: { type: "string", description: "The search query to match against entity names, types, and observation content" },
+          },
+          required: ["query"],
+        },
+      },
+      {
+        name: "open_nodes",
+        description: "Open specific nodes in the knowledge graph by their names",
+        inputSchema: {
+          type: "object",
+          properties: {
+            names: {
+              type: "array",
+              items: { type: "string" },
+              description: "An array of entity names to retrieve",
+            },
+          },
+          required: ["names"],
+        },
+      },
+    ],
+  };
+});
+
+server.setRequestHandler(CallToolRequestSchema, async (request) => {
+  const { name, arguments: args } = request.params;
+
+  if (!args) {
+    throw new Error(`No arguments provided for tool: ${name}`);
+  }
+
+  switch (name) {
+    case "create_entities":
+      return { toolResult: await knowledgeGraphManager.createEntities(args.entities as Entity[]) };
+    case "create_relations":
+      return { toolResult: await knowledgeGraphManager.createRelations(args.relations as Relation[]) };
+    case "add_observations":
+      return { toolResult: await knowledgeGraphManager.addObservations(args.observations as { entityName: string; contents: string[] }[]) };
+    case "delete_entities":
+      await knowledgeGraphManager.deleteEntities(args.entityNames as string[]);
+      return { toolResult: "Entities deleted successfully" };
+    case "delete_observations":
+      await knowledgeGraphManager.deleteObservations(args.deletions as { entityName: string; observations: string[] }[]);
+      return { toolResult: "Observations deleted successfully" };
+    case "delete_relations":
+      await knowledgeGraphManager.deleteRelations(args.relations as Relation[]);
+      return { toolResult: "Relations deleted successfully" };
+    case "read_graph":
+      return { toolResult: await knowledgeGraphManager.readGraph() };
+    case "search_nodes":
+      return { toolResult: await knowledgeGraphManager.searchNodes(args.query as string) };
+    case "open_nodes":
+      return { toolResult: await knowledgeGraphManager.openNodes(args.names as string[]) };
+    default:
+      throw new Error(`Unknown tool: ${name}`);
+  }
+});
+
+async function main() {
+  const transport = new StdioServerTransport();
+  await server.connect(transport);
+  console.error("Knowledge Graph MCP Server running on stdio");
+}
+
+main().catch((error) => {
+  console.error("Fatal error in main():", error);
+  process.exit(1);
+});
\ No newline at end of file
diff --git a/src/memory/package.json b/src/memory/package.json
new file mode 100644
index 00000000..8cb17d27
--- /dev/null
+++ b/src/memory/package.json
@@ -0,0 +1,28 @@
+{
+  "name": "@modelcontextprotocol/server-memory",
+  "version": "0.1.0",
+  "description": "MCP server for enabling memory for Claude through a knowledge graph",
+  "license": "MIT",
+  "author": "Anthropic, PBC (https://anthropic.com)",
+  "homepage": "https://modelcontextprotocol.io",
+  "bugs": "https://github.com/modelcontextprotocol/servers/issues",
+  "type": "module",
+  "bin": {
+    "mcp-server-memory": "dist/index.js"
+  },
+  "files": [
+    "dist"
+  ],
+  "scripts": {
+    "build": "tsc && shx chmod +x dist/*.js",
+    "prepare": "npm run build",
+    "watch": "tsc --watch"
+  },
+  "dependencies": {
+    "@modelcontextprotocol/sdk": "0.5.0"
+  },
+  "devDependencies": {
+    "shx": "^0.3.4",
+    "typescript": "^5.6.2"
+  }
+}
diff --git a/src/memory/tsconfig.json b/src/memory/tsconfig.json
new file mode 100644
index 00000000..4d33cae1
--- /dev/null
+++ b/src/memory/tsconfig.json
@@ -0,0 +1,11 @@
+{
+    "extends": "../../tsconfig.json",
+    "compilerOptions": {
+      "outDir": "./dist",
+      "rootDir": "."
+    },
+    "include": [
+      "./**/*.ts"
+    ]
+  }
+  
\ No newline at end of file