diff --git a/data/tools.json b/data/tools.json
index b22c3a4..02b6f0c 100644
--- a/data/tools.json
+++ b/data/tools.json
@@ -38,7 +38,7 @@
     "category": "Backend as a Service",
     "is_open_source": true,
     "github_repo": "supabase/supabase",
-    "stars": 97401,
+    "stars": 99520,
     "website": "https://supabase.com",
     "description": "The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.",
     "pros": [
@@ -48,9 +48,9 @@
     "cons": [
       "Self-hosting can be complex"
     ],
-    "last_commit": "2026-02-09T16:09:10Z",
+    "last_commit": "2026-03-23T11:07:28Z",
     "language": "TypeScript",
-    "license": "Apache License 2.0",
+    "license": "Apache-2.0",
     "tags": [
       "Database",
       "Realtime",
@@ -70,20 +70,20 @@
     "category": "Backend as a Service",
     "is_open_source": true,
     "github_repo": "appwrite/appwrite",
-    "stars": 54727,
+    "stars": 55266,
     "website": "https://appwrite.io",
-    "description": "Appwrite\u00ae - complete cloud infrastructure for your web, mobile and AI apps. Including Auth, Databases, Storage, Functions, Messaging, Hosting, Realtime and more",
+    "description": "Appwrite® - complete cloud infrastructure for your web, mobile and AI apps. Including Auth, Databases, Storage, Functions, Messaging, Hosting, Realtime and more",
     "pros": [
       "Self-hosted with a single Docker command",
-      "Modular architecture \u2014 use only what you need"
+      "Modular architecture — use only what you need"
     ],
     "cons": [
       "Smaller ecosystem than Firebase or Supabase",
       "Limited built-in analytics and reporting"
     ],
-    "last_commit": "2026-02-09T16:12:32Z",
+    "last_commit": "2026-03-23T11:17:30Z",
     "language": "TypeScript",
-    "license": "BSD 3-Clause \"New\" or \"Revised\" License",
+    "license": "BSD-3-Clause",
     "tags": [
       "Database",
       "Auth",
@@ -105,17 +105,17 @@
     "website": "https://pocketbase.io",
     "description": "Open Source realtime backend in 1 file",
     "pros": [
-      "Ships as a single binary \u2014 no dependencies",
+      "Ships as a single binary — no dependencies",
       "Deploy anywhere in seconds with zero config",
       "Embedded SQLite with realtime subscriptions"
     ],
     "cons": [
       "SQLite only (for now)"
     ],
-    "stars": 55980,
-    "last_commit": "2026-02-01T08:09:48Z",
+    "stars": 57039,
+    "last_commit": "2026-03-19T06:48:37Z",
     "language": "Go",
-    "license": "MIT License",
+    "license": "MIT",
     "logo_url": "/logos/pocketbase.svg",
     "deployment": {
       "image": "pocketbase/pocketbase:latest",
@@ -197,8 +197,8 @@
     "cons": [
       "Self-hosting maintenance"
     ],
-    "stars": 35213,
-    "last_commit": "2026-02-09T16:03:54Z",
+    "stars": 35926,
+    "last_commit": "2026-03-23T10:53:26Z",
     "language": "TypeScript",
     "license": "Other",
     "logo_url": "/logos/mattermost.svg",
@@ -215,7 +215,7 @@
     "is_open_source": true,
     "github_repo": "RocketChat/Rocket.Chat",
     "website": "https://rocket.chat",
-    "description": "The Secure CommsOS\u2122 for mission-critical operations",
+    "description": "The Secure CommsOS™ for mission-critical operations",
     "pros": [
       "Unified inbox with omnichannel support for live chat, email, and social",
       "Highly customizable with white-labeling options",
@@ -224,8 +224,8 @@
     "cons": [
       "Resource intensive"
     ],
-    "stars": 44546,
-    "last_commit": "2026-02-09T16:20:40Z",
+    "stars": 44996,
+    "last_commit": "2026-03-23T01:30:05Z",
     "language": "TypeScript",
     "license": "Other",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=rocket.chat",
@@ -268,19 +268,19 @@
     "is_open_source": true,
     "github_repo": "makeplane/plane",
     "website": "https://plane.so",
-    "description": "\ud83d\udd25\ud83d\udd25\ud83d\udd25 Open-source Jira, Linear, Monday, and ClickUp alternative. Plane is a modern project management platform to manage tasks, sprints, docs, and triage.",
+    "description": "🔥🔥🔥 Open-source Jira, Linear, Monday, and ClickUp alternative. Plane is a modern project management platform to manage tasks, sprints, docs, and triage.",
     "pros": [
       "Clean, modern interface inspired by Linear",
-      "Blazing fast \u2014 sub-100ms interactions",
+      "Blazing fast — sub-100ms interactions",
       "Built-in cycles, modules, and views"
     ],
     "cons": [
       "Still relatively new"
     ],
-    "stars": 45490,
-    "last_commit": "2026-02-09T13:56:47Z",
+    "stars": 46878,
+    "last_commit": "2026-03-20T21:49:34Z",
     "language": "TypeScript",
-    "license": "GNU Affero General Public License v3.0",
+    "license": "AGPL-3.0",
     "logo_url": "/logos/plane.svg",
     "deployment": {
       "type": "docker-compose",
@@ -304,10 +304,10 @@
     "cons": [
       "Complex setup"
     ],
-    "stars": 807,
-    "last_commit": "2026-01-09T07:28:59Z",
+    "stars": 815,
+    "last_commit": "2026-03-23T08:27:40Z",
     "language": "Python",
-    "license": "Mozilla Public License 2.0",
+    "license": "MPL-2.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=taiga.io",
     "deployment": {
       "type": "docker-compose",
@@ -356,10 +356,10 @@
     "cons": [
       "Performance on large calls"
     ],
-    "stars": 28562,
-    "last_commit": "2026-02-09T12:49:10Z",
+    "stars": 28859,
+    "last_commit": "2026-03-20T20:28:30Z",
     "language": "TypeScript",
-    "license": "Apache License 2.0",
+    "license": "Apache-2.0",
     "logo_url": "/logos/jitsi-meet.svg",
     "deployment": {
       "type": "docker-compose",
@@ -390,7 +390,7 @@
     "cons": [
       "Subscription-only pricing ($22.99/mo)",
       "Steep learning curve for beginners",
-      "Resource-heavy \u2014 needs powerful hardware"
+      "Resource-heavy — needs powerful hardware"
     ]
   },
   {
@@ -410,8 +410,8 @@
       "Steep learning curve",
       "Dated UI"
     ],
-    "stars": 5960,
-    "last_commit": "2026-02-09T16:20:25Z",
+    "stars": 6029,
+    "last_commit": "2026-03-23T10:09:06Z",
     "language": "C",
     "license": "Other",
     "logo_url": "/logos/gimp.svg",
@@ -433,10 +433,10 @@
     "cons": [
       "Less focused on photo manipulation"
     ],
-    "stars": 9333,
-    "last_commit": "2026-02-09T13:47:56Z",
+    "stars": 9480,
+    "last_commit": "2026-03-22T03:19:15Z",
     "language": "C++",
-    "license": "GNU General Public License v3.0",
+    "license": "GPL-3.0",
     "logo_url": "/logos/krita.svg",
     "referral_url": "https://m.do.co/c/2ed27757a361"
   },
@@ -474,17 +474,17 @@
     "website": "https://penpot.app",
     "description": "Penpot: The open-source design tool for design and code collaboration",
     "pros": [
-      "Runs entirely in the browser \u2014 no desktop app needed",
-      "SVG-native design \u2014 exports are pixel-perfect at any scale",
+      "Runs entirely in the browser — no desktop app needed",
+      "SVG-native design — exports are pixel-perfect at any scale",
       "Real-time multiplayer collaboration"
     ],
     "cons": [
       "Newer ecosystem"
     ],
-    "stars": 44155,
-    "last_commit": "2026-02-09T15:47:35Z",
+    "stars": 44988,
+    "last_commit": "2026-03-23T11:15:44Z",
     "language": "Clojure",
-    "license": "Mozilla Public License 2.0",
+    "license": "MPL-2.0",
     "logo_url": "/logos/penpot.svg",
     "deployment": {
       "type": "docker-compose",
@@ -527,17 +527,17 @@
     "website": "https://www.appflowy.io",
     "description": "Bring projects, wikis, and teams together with AI. AppFlowy is the AI collaborative workspace where you achieve more without losing control of your data. The leading open source Notion alternative.",
     "pros": [
-      "Local-first architecture \u2014 your data never leaves your machine",
+      "Local-first architecture — your data never leaves your machine",
       "Privacy-focused alternative to Notion",
       "Built in Rust for native desktop performance"
     ],
     "cons": [
       "No web version (yet)"
     ],
-    "stars": 68006,
-    "last_commit": "2026-01-28T09:20:38Z",
+    "stars": 68744,
+    "last_commit": "2026-03-20T06:02:01Z",
     "language": "Dart",
-    "license": "GNU Affero General Public License v3.0",
+    "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=www.appflowy.io",
     "deployment": {
       "type": "docker-compose",
@@ -552,7 +552,7 @@
     "is_open_source": true,
     "github_repo": "toeverything/AFFiNE",
     "website": "https://affine.pro",
-    "description": "There can be more than Notion and Miro. AFFiNE(pronounced [\u0259\u2018fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and ready to use. ",
+    "description": "There can be more than Notion and Miro. AFFiNE(pronounced [ə‘fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and ready to use. ",
     "pros": [
       "Modern block editor with Notion-like feel",
       "Spatial canvas for whiteboarding and visual thinking",
@@ -561,8 +561,8 @@
     "cons": [
       "Still in beta"
     ],
-    "stars": 62693,
-    "last_commit": "2026-02-09T11:16:50Z",
+    "stars": 66481,
+    "last_commit": "2026-03-23T11:02:02Z",
     "language": "TypeScript",
     "license": "Other",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=affine.pro",
@@ -593,7 +593,7 @@
       "Free tier handles up to 10M hits per month"
     ],
     "cons": [
-      "Privacy concerns \u2014 data goes to Google",
+      "Privacy concerns — data goes to Google",
       "GA4 migration frustrated many users",
       "Blocked by most ad blockers",
       "Complex for beginners"
@@ -609,16 +609,16 @@
     "description": "Simple, open source, lightweight and privacy-friendly web analytics alternative to Google Analytics.",
     "pros": [
       "Fully GDPR compliant with no cookies required",
-      "Lightweight script under 1KB \u2014 zero impact on page speed",
+      "Lightweight script under 1KB — zero impact on page speed",
       "Clean dashboard that shows what matters, nothing more"
     ],
     "cons": [
       "Limited advanced features"
     ],
-    "stars": 24198,
-    "last_commit": "2026-02-09T16:20:52Z",
+    "stars": 24445,
+    "last_commit": "2026-03-23T10:10:53Z",
     "language": "Elixir",
-    "license": "GNU Affero General Public License v3.0",
+    "license": "AGPL-3.0",
     "tags": [
       "Analytics",
       "Privacy",
@@ -654,17 +654,17 @@
     "is_open_source": true,
     "github_repo": "PostHog/posthog",
     "website": "https://posthog.com",
-    "description": "\ud83e\udd94 PostHog is an all-in-one developer platform for building successful products. We offer product analytics, web analytics, session replay, error tracking, feature flags, experimentation, surveys, data warehouse, a CDP, and an AI product assistant to help debug your code, ship features faster, and keep all your usage and customer data in one stack.",
+    "description": "🦔 PostHog is an all-in-one developer platform for building successful products. We offer product analytics, web analytics, session replay, error tracking, feature flags, experimentation, surveys, data warehouse, a CDP, and an AI product assistant to help debug your code, ship features faster, and keep all your usage and customer data in one stack.",
     "pros": [
       "Session recording with heatmaps and click tracking",
       "Built-in feature flags, A/B testing, and surveys",
-      "Warehouse-native \u2014 query your data with SQL"
+      "Warehouse-native — query your data with SQL"
     ],
     "cons": [
       "Complex to self-host"
     ],
-    "stars": 31181,
-    "last_commit": "2026-02-09T16:25:10Z",
+    "stars": 32186,
+    "last_commit": "2026-03-23T11:18:24Z",
     "language": "Python",
     "license": "Other",
     "logo_url": "/logos/posthog.svg",
@@ -681,7 +681,7 @@
     "is_open_source": true,
     "github_repo": "matomo-org/matomo",
     "website": "https://matomo.org",
-    "description": "Empowering People Ethically \ud83d\ude80 \u2014 Matomo is hiring! Join us \u2192 https://matomo.org/jobs Matomo is the leading open-source alternative to Google Analytics, giving you complete control and built-in privacy. Easily collect, visualise, and analyse data from websites & apps. Star us on GitHub \u2b50\ufe0f  \u2013 Pull Requests welcome! ",
+    "description": "Empowering People Ethically 🚀 — Matomo is hiring! Join us → https://matomo.org/jobs Matomo is the leading open-source alternative to Google Analytics, giving you complete control and built-in privacy. Easily collect, visualise, and analyse data from websites & apps. Star us on GitHub ⭐️  – Pull Requests welcome! ",
     "pros": [
       "Feature-rich analytics rivaling Google Analytics",
       "GDPR and CCPA compliant out of the box",
@@ -690,10 +690,10 @@
     "cons": [
       "UI feels dated"
     ],
-    "stars": 21270,
-    "last_commit": "2026-02-09T15:36:30Z",
+    "stars": 21358,
+    "last_commit": "2026-03-23T09:40:56Z",
     "language": "PHP",
-    "license": "GNU General Public License v3.0",
+    "license": "GPL-3.0",
     "logo_url": "/logos/matomo.svg",
     "deployment": {
       "type": "docker-compose",
@@ -723,7 +723,7 @@
     ],
     "cons": [
       "No free tier ($2.99/mo minimum)",
-      "Cloud-only \u2014 no self-hosting option",
+      "Cloud-only — no self-hosting option",
       "Subscription model with no lifetime option"
     ]
   },
@@ -743,8 +743,8 @@
     "cons": [
       "UI is functional but basic"
     ],
-    "stars": 18027,
-    "last_commit": "2026-02-09T15:52:04Z",
+    "stars": 18306,
+    "last_commit": "2026-03-23T10:45:41Z",
     "language": "C#",
     "license": "Other",
     "logo_url": "/logos/bitwarden.svg",
@@ -761,17 +761,17 @@
     "is_open_source": true,
     "github_repo": "keepassxreboot/keepassxc",
     "website": "https://keepassxc.org",
-    "description": "KeePassXC is a cross-platform community-driven port of the Windows application \u201cKeePass Password Safe\u201d.",
+    "description": "KeePassXC is a cross-platform community-driven port of the Windows application “KeePass Password Safe”.",
     "pros": [
-      "Fully offline \u2014 database stored locally with AES-256 encryption",
-      "No cloud dependency \u2014 you control the sync method",
+      "Fully offline — database stored locally with AES-256 encryption",
+      "No cloud dependency — you control the sync method",
       "Browser integration via KeePassXC-Browser extension"
     ],
     "cons": [
       "No automatic sync (requires Dropbox/Syncthing)"
     ],
-    "stars": 25810,
-    "last_commit": "2026-01-18T15:46:48Z",
+    "stars": 26334,
+    "last_commit": "2026-03-15T10:06:23Z",
     "language": "C++",
     "license": "Other",
     "logo_url": "/logos/keepassxc.svg",
@@ -818,16 +818,16 @@
     "description": "An open-source, self-hostable PaaS alternative to Vercel, Heroku & Netlify that lets you easily deploy static sites, databases, full-stack applications and 280+ one-click services on your own servers.",
     "pros": [
       "Polished, beautiful dashboard that rivals Vercel and Netlify",
-      "Deploy anything \u2014 Docker, static sites, databases, services",
+      "Deploy anything — Docker, static sites, databases, services",
       "Automatic SSL, backups, and monitoring included"
     ],
     "cons": [
       "One-man project (mostly)"
     ],
-    "stars": 50421,
-    "last_commit": "2026-02-09T16:01:12Z",
+    "stars": 51998,
+    "last_commit": "2026-03-23T09:53:16Z",
     "language": "PHP",
-    "license": "Apache License 2.0",
+    "license": "Apache-2.0",
     "tags": [
       "DevOps",
       "PaaS",
@@ -873,19 +873,19 @@
     "category": "ERP",
     "is_open_source": true,
     "github_repo": "odoo/odoo",
-    "stars": 48919,
+    "stars": 49701,
     "website": "https://www.odoo.com",
     "description": "A suite of open source business apps: CRM, eCommerce, accounting, manufacturing, warehouse, and more.",
     "pros": [
       "All-in-one suite covering CRM, HR, inventory, and accounting",
       "Modular app marketplace with 30,000+ extensions",
-      "Dual licensing \u2014 Community (free) and Enterprise"
+      "Dual licensing — Community (free) and Enterprise"
     ],
     "cons": [
       "Can be complex to customize",
       "Enterprise features are paid"
     ],
-    "last_commit": "2026-02-09T16:18:46Z",
+    "last_commit": "2026-03-23T11:13:06Z",
     "language": "Python",
     "license": "LGPL-3.0",
     "logo_url": "/logos/odoo.svg",
@@ -910,10 +910,10 @@
     "cons": [
       "Steep learning curve"
     ],
-    "stars": 31635,
-    "last_commit": "2026-02-09T15:52:29Z",
+    "stars": 32408,
+    "last_commit": "2026-03-23T10:56:17Z",
     "language": "Python",
-    "license": "GNU General Public License v3.0",
+    "license": "GPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=erpnext.com",
     "deployment": {
       "type": "docker-compose",
@@ -944,7 +944,7 @@
     "cons": [
       "Expensive subscription ($1,975/yr)",
       "Steep learning curve",
-      "Resource-intensive \u2014 needs workstation hardware"
+      "Resource-intensive — needs workstation hardware"
     ]
   },
   {
@@ -953,7 +953,7 @@
     "category": "CAD",
     "is_open_source": true,
     "github_repo": "LibreCAD/LibreCAD",
-    "stars": 6500,
+    "stars": 5677,
     "website": "https://librecad.org",
     "description": "A mature, feature-rich 2D CAD application with a loyal user community.",
     "pros": [
@@ -964,7 +964,7 @@
     "cons": [
       "2D only"
     ],
-    "last_commit": "2026-02-05T10:00:00Z",
+    "last_commit": "2026-03-21T15:21:16Z",
     "language": "C++",
     "license": "GPLv2",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=librecad.org",
@@ -976,7 +976,7 @@
     "category": "CAD",
     "is_open_source": true,
     "github_repo": "FreeCAD/FreeCAD",
-    "stars": 21000,
+    "stars": 29189,
     "website": "https://www.freecad.org",
     "description": "A general-purpose parametric 3D CAD modeler and a BIM software application.",
     "pros": [
@@ -987,9 +987,9 @@
     "cons": [
       "UI learning curve"
     ],
-    "last_commit": "2026-02-08T14:00:00Z",
+    "last_commit": "2026-03-23T06:06:06Z",
     "language": "C++",
-    "license": "LGPLv2+",
+    "license": "LGPL-2.1",
     "logo_url": "/logos/freecad.svg",
     "referral_url": "https://m.do.co/c/2ed27757a361"
   },
@@ -1025,7 +1025,7 @@
     "category": "Automation",
     "is_open_source": true,
     "github_repo": "n8n-io/n8n",
-    "stars": 49000,
+    "stars": 180622,
     "website": "https://n8n.io",
     "description": "Fair-code workflow automation tool. Easily automate tasks across different services.",
     "pros": [
@@ -1036,7 +1036,7 @@
     "cons": [
       "Requires hosting knowledge"
     ],
-    "last_commit": "2026-02-09T15:00:00Z",
+    "last_commit": "2026-03-23T11:16:04Z",
     "language": "TypeScript",
     "license": "Sustainable Use License",
     "logo_url": "/logos/n8n.svg",
@@ -1071,7 +1071,7 @@
     "category": "Automation",
     "is_open_source": true,
     "github_repo": "activepieces/activepieces",
-    "stars": 11000,
+    "stars": 21376,
     "website": "https://www.activepieces.com",
     "description": "Open source alternative to Zapier. Automate your work with 200+ apps.",
     "pros": [
@@ -1082,7 +1082,7 @@
     "cons": [
       "Smaller connector library than Zapier"
     ],
-    "last_commit": "2026-02-09T16:00:00Z",
+    "last_commit": "2026-03-23T11:09:05Z",
     "language": "TypeScript",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=activepieces.com",
@@ -1124,7 +1124,7 @@
     "category": "Analytics",
     "is_open_source": true,
     "github_repo": "metabase/metabase",
-    "stars": 38000,
+    "stars": 46515,
     "website": "https://www.metabase.com",
     "description": "The simplest, fastest way to get business intelligence and analytics throughout your company.",
     "pros": [
@@ -1134,7 +1134,7 @@
     "cons": [
       "Advanced visualizations can be limited"
     ],
-    "last_commit": "2026-02-09T14:30:00Z",
+    "last_commit": "2026-03-23T11:03:41Z",
     "language": "Clojure",
     "license": "AGPLv3",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=metabase.com",
@@ -1150,7 +1150,7 @@
     "category": "Analytics",
     "is_open_source": true,
     "github_repo": "apache/superset",
-    "stars": 59000,
+    "stars": 71067,
     "website": "https://superset.apache.org",
     "description": "Enterprise-ready business intelligence web application.",
     "pros": [
@@ -1160,9 +1160,9 @@
     "cons": [
       "Complex configuration"
     ],
-    "last_commit": "2026-02-09T12:00:00Z",
-    "language": "Python",
-    "license": "Apache 2.0",
+    "last_commit": "2026-03-23T08:17:24Z",
+    "language": "TypeScript",
+    "license": "Apache-2.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=superset.apache.org",
     "deployment": {
       "type": "docker-compose",
@@ -1193,7 +1193,7 @@
     "cons": [
       "Pricing jumps sharply after free tier",
       "Can be complex to configure properly",
-      "Owned by Okta \u2014 consolidation concerns"
+      "Owned by Okta — consolidation concerns"
     ]
   },
   {
@@ -1202,7 +1202,7 @@
     "category": "Security",
     "is_open_source": true,
     "github_repo": "keycloak/keycloak",
-    "stars": 23000,
+    "stars": 33488,
     "website": "https://www.keycloak.org",
     "description": "Open source identity and access management for modern applications and services.",
     "pros": [
@@ -1214,9 +1214,9 @@
       "UI can be clunky",
       "Heavy resource usage"
     ],
-    "last_commit": "2026-02-09T16:30:00Z",
+    "last_commit": "2026-03-23T09:29:52Z",
     "language": "Java",
-    "license": "Apache 2.0",
+    "license": "Apache-2.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=keycloak.org",
     "deployment": {
       "type": "docker-compose",
@@ -1256,7 +1256,7 @@
     "category": "Security",
     "is_open_source": true,
     "github_repo": "goauthentik/authentik",
-    "stars": 15000,
+    "stars": 20618,
     "website": "https://goauthentik.io",
     "description": "The overall-best open-source identity provider, focused on flexibility and versatility.",
     "pros": [
@@ -1267,7 +1267,7 @@
     "cons": [
       "Smaller community than Keycloak"
     ],
-    "last_commit": "2026-02-09T17:00:00Z",
+    "last_commit": "2026-03-23T10:34:11Z",
     "language": "Python",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=goauthentik.io",
@@ -1297,7 +1297,7 @@
       "99.999999999% durability (11 nines)",
       "Scales to virtually unlimited storage",
       "Pay only for what you use",
-      "Industry standard \u2014 everything integrates with it"
+      "Industry standard — everything integrates with it"
     ],
     "cons": [
       "Egress costs can surprise you",
@@ -1311,7 +1311,7 @@
     "category": "Cloud Infrastructure",
     "is_open_source": true,
     "github_repo": "deuxfleurs-org/garage",
-    "stars": 3500,
+    "stars": 3266,
     "website": "https://garagehq.deuxfleurs.fr/",
     "description": "An open-source distributed object storage service tailored for self-hosting.",
     "pros": [
@@ -1322,9 +1322,9 @@
     "cons": [
       "Lacks some enterprise features of MinIO"
     ],
-    "last_commit": "2024-03-01T00:00:00Z",
+    "last_commit": "2026-03-22T17:09:21Z",
     "language": "Rust",
-    "license": "AGPLv3",
+    "license": "AGPL-3.0",
     "logo_url": "/logos/garage.svg",
     "deployment": {
       "type": "docker-compose",
@@ -1362,7 +1362,7 @@
     "category": "Support",
     "is_open_source": true,
     "github_repo": "zammad/zammad",
-    "stars": 5000,
+    "stars": 5463,
     "website": "https://zammad.org",
     "description": "A web-based, open source helpdesk/customer support system with many features.",
     "pros": [
@@ -1373,9 +1373,9 @@
     "cons": [
       "Ruby hosting can be tricky"
     ],
-    "last_commit": "2026-02-09T11:00:00Z",
+    "last_commit": "2026-03-23T08:27:23Z",
     "language": "Ruby",
-    "license": "AGPLv3",
+    "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=zammad.org",
     "deployment": {
       "type": "docker-compose",
@@ -1414,7 +1414,7 @@
     "category": "HR",
     "is_open_source": true,
     "github_repo": "orangehrm/orangehrm",
-    "stars": 1200,
+    "stars": 1033,
     "website": "https://www.orangehrm.com",
     "description": "The world's most popular open source human resource management software.",
     "pros": [
@@ -1426,9 +1426,9 @@
       "UI feels a bit dated",
       "Enterprise features are paid"
     ],
-    "last_commit": "2026-02-09T10:00:00Z",
+    "last_commit": "2025-12-22T14:12:15Z",
     "language": "PHP",
-    "license": "GPLv2",
+    "license": "GPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=orangehrm.com",
     "deployment": {
       "type": "docker-compose",
@@ -1456,7 +1456,7 @@
       "Regular AI feature updates (Copilot)"
     ],
     "cons": [
-      "Subscription fatigue \u2014 perpetual payments",
+      "Subscription fatigue — perpetual payments",
       "Teams can be resource-heavy",
       "Complex licensing tiers"
     ]
@@ -1467,7 +1467,7 @@
     "category": "Productivity",
     "is_open_source": true,
     "github_repo": "ONLYOFFICE/DocumentServer",
-    "stars": 11000,
+    "stars": 6359,
     "website": "https://www.onlyoffice.com",
     "description": "Powerful online document editors for text, spreadsheets, and presentations. Highly compatible with MS Office.",
     "pros": [
@@ -1478,9 +1478,9 @@
     "cons": [
       "Self-hosting can be complex"
     ],
-    "last_commit": "2026-02-09T15:30:00Z",
-    "language": "JavaScript",
-    "license": "AGPLv3",
+    "last_commit": "2026-03-06T12:31:06Z",
+    "language": "Shell",
+    "license": "AGPL-3.0",
     "logo_url": "/logos/onlyoffice.svg",
     "deployment": {
       "type": "docker-compose",
@@ -1519,7 +1519,7 @@
     "category": "E-commerce",
     "is_open_source": true,
     "github_repo": "medusajs/medusa",
-    "stars": 24000,
+    "stars": 32420,
     "website": "https://medusajs.com",
     "description": "The open-source alternative to Shopify. Building blocks for digital commerce.",
     "pros": [
@@ -1530,7 +1530,7 @@
     "cons": [
       "Requires developer knowledge"
     ],
-    "last_commit": "2026-02-09T16:45:00Z",
+    "last_commit": "2026-03-23T09:51:45Z",
     "language": "TypeScript",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=medusajs.com",
@@ -1571,7 +1571,7 @@
     "category": "Legal",
     "is_open_source": true,
     "github_repo": "documenso/documenso",
-    "stars": 8000,
+    "stars": 12524,
     "website": "https://documenso.com",
     "description": "The open-source DocuSign alternative. We aim to be the world's most trusted document signing platform.",
     "pros": [
@@ -1582,7 +1582,7 @@
     "cons": [
       "Newer ecosystem"
     ],
-    "last_commit": "2026-02-10T09:00:00Z",
+    "last_commit": "2026-03-23T10:21:42Z",
     "language": "TypeScript",
     "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=documenso.com",
@@ -1624,7 +1624,7 @@
     "category": "Marketing",
     "is_open_source": true,
     "github_repo": "knadh/listmonk",
-    "stars": 19000,
+    "stars": 19326,
     "website": "https://listmonk.app",
     "description": "High performance, self-hosted newsletter and mailing list manager with a modern dashboard.",
     "pros": [
@@ -1635,7 +1635,7 @@
     "cons": [
       "No built-in sending (needs SMTP/SES)"
     ],
-    "last_commit": "2026-02-05T12:00:00Z",
+    "last_commit": "2026-03-23T11:08:57Z",
     "language": "Go",
     "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=listmonk.app",
@@ -1651,7 +1651,7 @@
     "category": "Marketing",
     "is_open_source": true,
     "github_repo": "mautic/mautic",
-    "stars": 7000,
+    "stars": 9343,
     "website": "https://www.mautic.org",
     "description": "World's largest open source marketing automation project.",
     "pros": [
@@ -1662,7 +1662,7 @@
     "cons": [
       "Complex setup and maintenance"
     ],
-    "last_commit": "2026-02-09T18:00:00Z",
+    "last_commit": "2026-03-20T08:43:40Z",
     "language": "PHP",
     "license": "GPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=mautic.org",
@@ -1703,7 +1703,7 @@
     "category": "Monitoring",
     "is_open_source": true,
     "github_repo": "louislam/uptime-kuma",
-    "stars": 55000,
+    "stars": 84371,
     "website": "https://uptime.kuma.pet",
     "description": "A fancy self-hosted monitoring tool.",
     "pros": [
@@ -1714,7 +1714,7 @@
     "cons": [
       "Self-hosted only (usually)"
     ],
-    "last_commit": "2026-02-10T08:00:00Z",
+    "last_commit": "2026-03-23T00:09:10Z",
     "language": "JavaScript",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=uptime.kuma.pet",
@@ -1755,19 +1755,19 @@
     "category": "Monitoring",
     "is_open_source": true,
     "github_repo": "signoz/signoz",
-    "stars": 18000,
+    "stars": 26230,
     "website": "https://signoz.io",
     "description": "Open source observability platform. SigNoz helps developers monitor applications and troubleshoot problems.",
     "pros": [
       "Unified metrics, traces, and logs in a single platform",
-      "OpenTelemetry native \u2014 no proprietary agents required",
+      "OpenTelemetry native — no proprietary agents required",
       "ClickHouse-powered for fast queries at scale"
     ],
     "cons": [
       "High resource usage (ClickHouse)"
     ],
-    "last_commit": "2026-02-09T20:00:00Z",
-    "language": "Go",
+    "last_commit": "2026-03-23T11:18:27Z",
+    "language": "TypeScript",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=signoz.io",
     "deployment": {
@@ -1856,7 +1856,7 @@
     "category": "Productivity",
     "is_open_source": true,
     "github_repo": "outline/outline",
-    "stars": 24000,
+    "stars": 37775,
     "website": "https://www.getoutline.com",
     "description": "Fast, collaborative, knowledge base for your team built using React and Markdown.",
     "pros": [
@@ -1867,7 +1867,7 @@
     "cons": [
       "Hard to self-host (complex storage requirements)"
     ],
-    "last_commit": "2026-02-10T12:00:00Z",
+    "last_commit": "2026-03-23T03:18:43Z",
     "language": "TypeScript",
     "license": "Other",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=getoutline.com",
@@ -1908,7 +1908,7 @@
     "category": "Marketing",
     "is_open_source": true,
     "github_repo": "inovector/mixpost",
-    "stars": 3000,
+    "stars": 3060,
     "website": "https://mixpost.app",
     "description": "Self-hosted social media management software.",
     "pros": [
@@ -1918,9 +1918,9 @@
     "cons": [
       "Newer, fewer social connectors"
     ],
-    "last_commit": "2026-02-01T15:00:00Z",
-    "language": "PHP",
-    "license": "Other",
+    "last_commit": "2026-03-16T10:06:38Z",
+    "language": "Vue",
+    "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=mixpost.app",
     "deployment": {
       "type": "docker-compose",
@@ -1959,18 +1959,18 @@
     "category": "DevOps",
     "is_open_source": true,
     "github_repo": "coder/coder",
-    "stars": 20000,
+    "stars": 12619,
     "website": "https://coder.com",
     "description": "Provision software development environments as code on your infrastructure.",
     "pros": [
-      "Run dev environments on any infrastructure \u2014 cloud, on-prem, or hybrid",
+      "Run dev environments on any infrastructure — cloud, on-prem, or hybrid",
       "Self-hosted remote development with VS Code and JetBrains support",
       "Ephemeral workspaces with Terraform-based provisioning"
     ],
     "cons": [
       "Requires K8s or Terraform knowledge"
     ],
-    "last_commit": "2026-02-09T22:00:00Z",
+    "last_commit": "2026-03-23T11:19:30Z",
     "language": "Go",
     "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=coder.com",
@@ -2012,7 +2012,7 @@
     "category": "Financial",
     "is_open_source": true,
     "github_repo": "akaunting/akaunting",
-    "stars": 12000,
+    "stars": 9659,
     "website": "https://akaunting.com",
     "description": "Free and open source online accounting software for small businesses and freelancers.",
     "pros": [
@@ -2022,7 +2022,7 @@
     "cons": [
       "Some essential apps are paid"
     ],
-    "last_commit": "2026-02-08T14:00:00Z",
+    "last_commit": "2026-03-22T22:51:08Z",
     "language": "PHP",
     "license": "GPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=akaunting.com",
@@ -2053,7 +2053,7 @@
     ],
     "cons": [
       "Subscription-only ($22.99/mo)",
-      "Resource-intensive \u2014 needs powerful hardware",
+      "Resource-intensive — needs powerful hardware",
       "Steep learning curve"
     ]
   },
@@ -2063,7 +2063,7 @@
     "category": "Creative",
     "is_open_source": true,
     "github_repo": "KDE/kdenlive",
-    "stars": 3500,
+    "stars": 4806,
     "website": "https://kdenlive.org",
     "description": "Open source video editing software based on the MLT Framework and KDE.",
     "pros": [
@@ -2073,7 +2073,7 @@
     "cons": [
       "UI can be intimidating for beginners"
     ],
-    "last_commit": "2026-02-10T11:00:00Z",
+    "last_commit": "2026-03-23T09:12:29Z",
     "language": "C++",
     "license": "GPL-3.0",
     "logo_url": "/logos/kdenlive.svg",
@@ -2111,18 +2111,18 @@
     "category": "Security",
     "is_open_source": true,
     "github_repo": "dani-garcia/vaultwarden",
-    "stars": 32000,
+    "stars": 57175,
     "website": "https://github.com/dani-garcia/vaultwarden",
     "description": "Unofficial Bitwarden compatible server written in Rust, formerly known as bitwarden_rs.",
     "pros": [
       "Full Bitwarden API compatibility in a lightweight Rust binary",
-      "Runs on 50MB of RAM \u2014 perfect for Raspberry Pi or small VPS",
+      "Runs on 50MB of RAM — perfect for Raspberry Pi or small VPS",
       "Supports organizations, attachments, and Bitwarden Send"
     ],
     "cons": [
       "Third-party implementation (not security audited officially)"
     ],
-    "last_commit": "2026-02-09T10:00:00Z",
+    "last_commit": "2026-03-17T16:01:33Z",
     "language": "Rust",
     "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=bitwarden.com",
@@ -2163,7 +2163,7 @@
     "category": "CRM",
     "is_open_source": true,
     "github_repo": "twentyhq/twenty",
-    "stars": 15000,
+    "stars": 40620,
     "website": "https://twenty.com",
     "description": "A modern open-source CRM alternative to Salesforce and Pipedrive.",
     "pros": [
@@ -2174,7 +2174,7 @@
     "cons": [
       "Still in early development"
     ],
-    "last_commit": "2026-02-10T14:00:00Z",
+    "last_commit": "2026-03-23T11:20:00Z",
     "language": "TypeScript",
     "license": "AGPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=twenty.com",
@@ -2215,7 +2215,7 @@
     "category": "Monitoring",
     "is_open_source": true,
     "github_repo": "glitchtip/glitchtip",
-    "stars": 3000,
+    "stars": 1,
     "website": "https://glitchtip.com",
     "description": "Open source error tracking that's compatible with Sentry SDKs.",
     "pros": [
@@ -2226,7 +2226,7 @@
     "cons": [
       "Less polished UI than Sentry"
     ],
-    "last_commit": "2026-02-05T09:00:00Z",
+    "last_commit": "2022-08-21T03:44:47Z",
     "language": "Python",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=glitchtip.com",
@@ -2268,18 +2268,18 @@
     "category": "Productivity",
     "is_open_source": true,
     "github_repo": "calcom/cal.com",
-    "stars": 30000,
+    "stars": 40669,
     "website": "https://cal.com",
     "description": "The open-source Calendly alternative. Take control of your scheduling.",
     "pros": [
-      "Self-hosted scheduling \u2014 no data leaves your server",
+      "Self-hosted scheduling — no data leaves your server",
       "Deeply extensible with a plugin architecture and API",
       "Round-robin, collective, and managed event types"
     ],
     "cons": [
       "Can be overkill for simple use cases"
     ],
-    "last_commit": "2026-02-10T07:00:00Z",
+    "last_commit": "2026-03-23T09:26:58Z",
     "language": "TypeScript",
     "license": "AGPL-3.0",
     "logo_url": "/logos/calcom.svg",
@@ -2320,7 +2320,7 @@
     "category": "Support",
     "is_open_source": true,
     "github_repo": "chaskiq/chaskiq",
-    "stars": 4000,
+    "stars": 3502,
     "website": "https://chaskiq.io",
     "description": "Open source conversational marketing platform alternative to Intercom and Drift.",
     "pros": [
@@ -2331,8 +2331,8 @@
     "cons": [
       "Smaller community than Chatwoot"
     ],
-    "last_commit": "2026-01-28T12:00:00Z",
-    "language": "Ruby",
+    "last_commit": "2025-09-23T04:44:04Z",
+    "language": "TypeScript",
     "license": "GPL-3.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=chaskiq.io",
     "deployment": {
@@ -2372,7 +2372,7 @@
     "category": "Marketing",
     "is_open_source": true,
     "github_repo": "postalserver/postal",
-    "stars": 15000,
+    "stars": 16409,
     "website": "https://postalserver.io",
     "description": "A fully featured open source mail delivery platform for incoming & outgoing e-mail.",
     "pros": [
@@ -2383,7 +2383,7 @@
     "cons": [
       "Extremely complex to manage delivery (IP warm-up)"
     ],
-    "last_commit": "2026-02-09T13:00:00Z",
+    "last_commit": "2026-03-19T18:46:54Z",
     "language": "Ruby",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=postalserver.io",
@@ -2424,7 +2424,7 @@
     "category": "Marketing",
     "is_open_source": true,
     "github_repo": "jitsucom/jitsu",
-    "stars": 5000,
+    "stars": 4680,
     "website": "https://jitsu.com",
     "description": "High-performance data collection platform and open-source Segment alternative.",
     "pros": [
@@ -2434,7 +2434,7 @@
     "cons": [
       "Fewer destinations than Segment"
     ],
-    "last_commit": "2026-02-10T16:00:00Z",
+    "last_commit": "2026-03-19T10:04:25Z",
     "language": "TypeScript",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=jitsu.com",
@@ -2453,17 +2453,17 @@
     "website": "https://dokku.com",
     "description": "A docker-powered PaaS that helps you build and manage the lifecycle of applications",
     "pros": [
-      "Rock-solid stability \u2014 battle-tested since 2013",
+      "Rock-solid stability — battle-tested since 2013",
       "Heroku-compatible buildpacks and Procfile workflow",
       "Zero-downtime deploys with simple git push"
     ],
     "cons": [
       "CLI driven"
     ],
-    "stars": 31874,
-    "last_commit": "2026-02-09T15:40:31Z",
+    "stars": 31927,
+    "last_commit": "2026-03-20T17:35:33Z",
     "language": "Shell",
-    "license": "MIT License",
+    "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=dokku.com",
     "deployment": {
       "type": "docker-compose",
@@ -2522,7 +2522,7 @@
       "405B requires massive hardware",
       "Llama Community License"
     ],
-    "stars": 65000,
+    "stars": 29291,
     "language": "Python",
     "license": "Llama 3.1 Community License",
     "tags": [
@@ -2543,7 +2543,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/llama"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2025-01-26T21:39:06Z"
   },
   {
     "slug": "deepseek",
@@ -2562,9 +2563,9 @@
       "Full model requires huge VRAM",
       "Newer ecosystem"
     ],
-    "stars": 110000,
+    "stars": 102324,
     "language": "Python",
-    "license": "MIT License",
+    "license": "MIT",
     "tags": [
       "AI",
       "LLM",
@@ -2590,7 +2591,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/deepseek"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2025-08-28T03:24:37Z"
   },
   {
     "slug": "mistral",
@@ -2609,9 +2611,9 @@
       "Mistral Research License",
       "Requires high VRAM (80GB+)"
     ],
-    "stars": 20000,
-    "language": "Python",
-    "license": "Mistral Research License",
+    "stars": 10732,
+    "language": "Jupyter Notebook",
+    "license": "Apache-2.0",
     "tags": [
       "AI",
       "LLM",
@@ -2630,7 +2632,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/mistral"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-02-26T18:05:24Z"
   },
   {
     "slug": "gemma",
@@ -2688,7 +2691,7 @@
     "cons": [
       "72B requires significant VRAM"
     ],
-    "stars": 50000,
+    "stars": 26986,
     "language": "Python",
     "license": "Apache License 2.0",
     "tags": [
@@ -2709,7 +2712,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/qwen"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-01-09T03:05:47Z"
   },
   {
     "slug": "midjourney",
@@ -2761,9 +2765,9 @@
       "Stability Community License",
       "Requires 8GB+ VRAM"
     ],
-    "stars": 10000,
+    "stars": 1464,
     "language": "Python",
-    "license": "Stability Community License",
+    "license": "MIT",
     "tags": [
       "AI",
       "Image",
@@ -2776,7 +2780,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/stable-diffusion"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2025-01-08T14:05:05Z"
   },
   {
     "slug": "mochi-1",
@@ -2824,7 +2829,7 @@
     "cons": [
       "High compute cost"
     ],
-    "stars": 8000,
+    "stars": 11863,
     "language": "Python",
     "license": "Apache License 2.0",
     "tags": [
@@ -2835,7 +2840,8 @@
     "hardware_req": "14GB VRAM (v1.5/distilled), 45GB+ VRAM (Base)",
     "hosting_type": "both",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=tencent.com",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2025-11-21T06:36:57Z"
   },
   {
     "slug": "flux",
@@ -2854,9 +2860,9 @@
       "High VRAM requirement",
       "Newer (less tooling)"
     ],
-    "stars": 20000,
+    "stars": 25340,
     "language": "Python",
-    "license": "Apache License 2.0",
+    "license": "Apache-2.0",
     "tags": [
       "AI",
       "Image",
@@ -2865,7 +2871,8 @@
     "hardware_req": "12GB+ VRAM (Schnell), 24GB+ (Dev)",
     "hosting_type": "both",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=blackforestlabs.ai",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2025-07-31T13:58:55Z"
   },
   {
     "slug": "github-copilot",
@@ -2909,16 +2916,16 @@
     "website": "https://continue.dev",
     "description": "Open-source AI code assistant for VS Code and JetBrains. Use any model (local or API).",
     "pros": [
-      "Highly customizable AI coding assistant \u2014 bring your own model",
+      "Highly customizable AI coding assistant — bring your own model",
       "Works with VS Code and JetBrains natively",
       "Context-aware with codebase indexing and retrieval"
     ],
     "cons": [
       "Requires model setup"
     ],
-    "stars": 25000,
+    "stars": 32001,
     "language": "TypeScript",
-    "license": "Apache License 2.0",
+    "license": "Apache-2.0",
     "tags": [
       "AI",
       "Coding",
@@ -2928,7 +2935,8 @@
     "hardware_req": "Depends on chosen model",
     "hosting_type": "both",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=continue.dev",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-23T06:23:06Z"
   },
   {
     "slug": "tabby",
@@ -2946,7 +2954,7 @@
     "cons": [
       "Needs GPU for best results"
     ],
-    "stars": 25000,
+    "stars": 33037,
     "language": "Rust",
     "license": "Apache License 2.0",
     "tags": [
@@ -2961,7 +2969,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/tabby"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-02T20:08:28Z"
   },
   {
     "slug": "ollama",
@@ -2979,9 +2988,9 @@
     "cons": [
       "Command line focused (needs UI)"
     ],
-    "stars": 60000,
+    "stars": 165927,
     "language": "Go",
-    "license": "MIT License",
+    "license": "MIT",
     "tags": [
       "AI",
       "Local",
@@ -2994,7 +3003,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/ollama"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-22T21:05:52Z"
   },
   {
     "slug": "open-webui",
@@ -3012,8 +3022,8 @@
     "cons": [
       "Requires backend (like Ollama)"
     ],
-    "stars": 15000,
-    "language": "Svelte",
+    "stars": 128349,
+    "language": "Python",
     "license": "MIT License",
     "tags": [
       "AI",
@@ -3022,7 +3032,8 @@
     ],
     "hosting_type": "self-hosted",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=openwebui.com",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-23T03:50:45Z"
   },
   {
     "slug": "jan",
@@ -3040,7 +3051,7 @@
     "cons": [
       "Heavy resource usage"
     ],
-    "stars": 18000,
+    "stars": 41198,
     "language": "TypeScript",
     "license": "AGPL-3.0",
     "tags": [
@@ -3051,7 +3062,8 @@
     "hardware_req": "Apple Silicon or NVIDIA GPU",
     "hosting_type": "self-hosted",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=jan.ai",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-23T10:04:16Z"
   },
   {
     "slug": "lm-studio",
@@ -3076,7 +3088,7 @@
     "referral_url": "https://m.do.co/c/2ed27757a361",
     "pros": [
       "Run LLMs locally with a clean GUI",
-      "No cloud dependency \u2014 fully offline",
+      "No cloud dependency — fully offline",
       "Supports GGUF and other quantized formats",
       "Built-in model discovery and download"
     ],
@@ -3095,16 +3107,16 @@
     "website": "https://gpt4all.io",
     "description": "Run open-source LLMs locally on your CPU and GPU. No internet required.",
     "pros": [
-      "One-click desktop installer \u2014 no terminal needed",
+      "One-click desktop installer — no terminal needed",
       "Built-in RAG for chatting with your local documents",
-      "Runs on CPU \u2014 no GPU required for basic models"
+      "Runs on CPU — no GPU required for basic models"
     ],
     "cons": [
       "Slower on CPU"
     ],
-    "stars": 65000,
+    "stars": 77238,
     "language": "C++",
-    "license": "Apache License 2.0",
+    "license": "MIT",
     "tags": [
       "AI",
       "Desktop",
@@ -3116,7 +3128,8 @@
       "type": "docker-compose",
       "local_path": "./.docker-deploy/gpt4all"
     },
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2025-05-27T20:05:19Z"
   },
   {
     "slug": "localai",
@@ -3134,9 +3147,9 @@
     "cons": [
       "Configuration heavy"
     ],
-    "stars": 20000,
+    "stars": 44264,
     "language": "Go",
-    "license": "MIT License",
+    "license": "MIT",
     "tags": [
       "AI",
       "API",
@@ -3144,7 +3157,8 @@
     ],
     "hosting_type": "self-hosted",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=localai.io",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-23T00:11:18Z"
   },
   {
     "slug": "flowise",
@@ -3162,7 +3176,7 @@
     "cons": [
       "Node.js dependency"
     ],
-    "stars": 28000,
+    "stars": 51005,
     "language": "TypeScript",
     "license": "Apache License 2.0",
     "tags": [
@@ -3172,7 +3186,8 @@
     ],
     "hosting_type": "self-hosted",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=flowiseai.com",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-03-23T10:57:34Z"
   },
   {
     "slug": "llama-4",
@@ -3183,8 +3198,8 @@
     "website": "https://llama.meta.com",
     "description": "The latest generation of Llama. 'Maverick' architecture with 256K context. The new standard for open weights.",
     "pros": [
-      "Next-gen Maverick architecture \u2014 faster and smarter than Llama 3",
-      "256K context window \u2014 double that of most competitors",
+      "Next-gen Maverick architecture — faster and smarter than Llama 3",
+      "256K context window — double that of most competitors",
       "Native multimodal support for images, video, and text"
     ],
     "cons": [
@@ -3262,7 +3277,7 @@
     "cons": [
       "Requires multi-GPU setup"
     ],
-    "stars": 35000,
+    "stars": 26986,
     "language": "Python",
     "license": "Apache License 2.0",
     "tags": [
@@ -3280,7 +3295,8 @@
       "is_multimodal": false
     },
     "logo_url": "/logos/qwen.svg",
-    "referral_url": "https://m.do.co/c/2ed27757a361"
+    "referral_url": "https://m.do.co/c/2ed27757a361",
+    "last_commit": "2026-01-09T03:05:47Z"
   },
   {
     "slug": "deepseek-v3-1",
@@ -3292,7 +3308,7 @@
     "description": "Refined V3 architecture with improved instruction following and reduced hallucination rates.",
     "pros": [
       "API pricing 10-50x cheaper than GPT-4 equivalents",
-      "Open weights with full model access \u2014 no API lock-in",
+      "Open weights with full model access — no API lock-in",
       "Top-tier reasoning that rivals closed-source frontier models"
     ],
     "cons": [
@@ -18137,7 +18153,11 @@
     "cons": [
       "Browser extensions sometimes required for certain requests",
       "Fewer enterprise integrations compared to commercial alternatives"
-    ]
+    ],
+    "stars": 78572,
+    "last_commit": "2026-03-23T10:38:50Z",
+    "language": "TypeScript",
+    "license": "MIT"
   },
   {
     "slug": "seaweedfs",
@@ -18145,7 +18165,7 @@
     "category": "Cloud Infrastructure",
     "is_open_source": true,
     "github_repo": "seaweedfs/seaweedfs",
-    "stars": 22000,
+    "stars": 31096,
     "website": "https://github.com/seaweedfs/seaweedfs",
     "description": "SeaweedFS is a fast distributed storage system for blobs, objects, files, and data lake, for billions of files!",
     "pros": [
@@ -18157,9 +18177,9 @@
       "More complex to configure than some alternatives"
     ],
     "language": "Go",
-    "license": "Apache 2.0",
+    "license": "Apache-2.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=github.com/seaweedfs",
-    "last_commit": "2025-03-01T00:00:00Z",
+    "last_commit": "2026-03-22T22:24:11Z",
     "hosting_type": "self-hosted",
     "deployment": {
       "type": "docker-compose",
@@ -18172,7 +18192,7 @@
     "category": "Cloud Infrastructure",
     "is_open_source": true,
     "github_repo": "ceph/ceph",
-    "stars": 13000,
+    "stars": 16366,
     "website": "https://ceph.io",
     "description": "Ceph is a highly scalable distributed storage solution for block, object, and file storage.",
     "pros": [
@@ -18187,7 +18207,7 @@
     "language": "C++",
     "license": "LGPL-2.1",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=ceph.io",
-    "last_commit": "2025-03-01T00:00:00Z",
+    "last_commit": "2026-03-23T10:09:47Z",
     "hosting_type": "self-hosted",
     "deployment": {
       "type": "docker-compose",
@@ -18200,7 +18220,7 @@
     "category": "Cloud Infrastructure",
     "is_open_source": true,
     "github_repo": "rustfs/rustfs",
-    "stars": 1000,
+    "stars": 23639,
     "website": "https://rustfs.com/",
     "description": "High-performance S3-compatible object storage designed for modern data workloads.",
     "pros": [
@@ -18213,9 +18233,9 @@
       "Less enterprise features than mature counterparts"
     ],
     "language": "Rust",
-    "license": "Apache 2.0",
+    "license": "Apache-2.0",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=rustfs.com",
-    "last_commit": "2025-02-15T00:00:00Z",
+    "last_commit": "2026-03-23T11:15:18Z",
     "hosting_type": "self-hosted",
     "deployment": {
       "type": "docker-compose",
@@ -18228,7 +18248,7 @@
     "category": "Email",
     "is_open_source": true,
     "github_repo": "forwardemail/forwardemail.net",
-    "stars": 1488,
+    "stars": 1542,
     "website": "https://forwardemail.net",
     "description": "Privacy-focused encrypted email for everyone. All-in-one alternative to Gmail, Mailchimp, and Sendgrid with free inbound forwarding, full email hosting, built-in webmail, and IMAP/POP3/SMTP support.",
     "pros": [
@@ -18241,7 +18261,7 @@
       "Self-hosting email requires careful DNS and deliverability setup",
       "Native apps still in development"
     ],
-    "last_commit": "2026-03-02T16:45:21Z",
+    "last_commit": "2026-03-23T05:53:16Z",
     "language": "JavaScript",
     "license": "MIT",
     "logo_url": "https://www.google.com/s2/favicons?sz=128&domain=forwardemail.net"
@@ -18296,6 +18316,8 @@
     "deployment": {
       "type": "docker-compose",
       "local_path": "./.docker-deploy/tymeslot"
-    }
+    },
+    "stars": 47,
+    "last_commit": "2026-03-23T10:03:09Z"
   }
 ]