31,993 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742
All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| SwePalm/mcp-apps-demo-engine | 0 | Claude Code | 1 | — |
| sanyam-jain-simform/git-insights-mcp | 0 | Claude Code | 1 | 885 tok |
| anthonycho-ux/unified-agent-context Shared local context and memory for multiple AI coding agents via MCP, scoped facts, start | 0 | Claude Code | 1 | 609 tok |
| Buxiulei/nbdpsy-server | 0 | Claude Code, Codex, OpenCode | 8 | 2,828 tok |
| woowon9909/dajungkey-mcp | 0 | Claude Code | 1 | 551 tok |
| dhruv-corethink/reasoning-traces Give your coding agent a stronger brain to consult — MCP server + Claude Code plugin that | 0 | Claude Code | 2 | 227 tok |
| hamcheeseburger/tossinvest-open-api-mcp | 0 | Claude Code | 1 | 2,207 tok |
| jesse-smith/searchloinc Thin MCP server wrapping the LOINC Search API so LLMs can search LOINC like the loinc.org/ | 0 | Claude Code | 4 | 1,019 tok |
| nel-neru/LibrAIum Your personal library of best-practice GitHub repositories — local-first Tauri v2 app + MC | 0 | Claude Code, Codex, OpenCode | 4 | 6,530 tok |
| CCLucky-uu/CcTaskMcp | 0 | Claude Code, Codex | 1 | — |
| pflerman/gimp-mcp GIMP 3.2 MCP integration — fork of maorcc/gimp-mcp with export & socket-recovery fixes (GP | 0 | Claude Code | 1 | 1,727 tok |
| weihang1258/mcp_socket_server MCP server bridging LLM platforms to socket_server targets | 0 | Claude Code | 1 | 1,313 tok |
| jerrydjin/icloud-mcp icloud-mail-mcp.vercel.app | 0 | Claude Code | 1 | 770 tok |
| OctopusGarage/alcove octopusgarage.github.io 🧠 Local-first personal memory for agent workflows. | 0 | Claude Code, Codex, OpenCode | 11 | 1,486 tok |
| mogoon/evcharger-mcp-kc Charging Comparison — an MCP server for comparing electric vehicle charging rates in South | 0 | Claude Code | 1 | 942 tok |
| wawimundo/viber-mcp Model Context Protocol (MCP) for Viber Desktop on Mac. | 0 | Claude Code | 1 | 2,068 tok |
| GuiLopes29/brain-mcp | 0 | Claude Code | 4 | 1,169 tok |
| Para-FR/satelia-mcp-lucca Serveur MCP (TypeScript) pour interroger l'API Lucca — collaborateurs, departements, absen | 0 | Claude Code | 1 | 371 tok |
| Skael-GmbH/whatsapp-api-public Self-hosted multi-user WhatsApp REST API (Baileys) + management dashboard + MCP server for | 0 | Claude Code | 1 | 2,275 tok |
| leeyang0916/word-agent-mcp | 0 | Claude Code | 1 | 1,220 tok |
| Kishotta/convergence-gambit-mcp | 0 | Claude Code | 1 | 2,566 tok |
| philmas/seconds-mcp | 0 | Claude Code | 1 | 932 tok |
| Moonwuk/MoonMcp | 0 | Claude Code | 5 | — |
| bounded-systems/verbspec-mcp Turn any @bounded-systems/verbspec verb Registry into an MCP server (official @modelcontex | 0 | Claude Code | 3 | 348 tok |
| Terrabase-in/terrabase terrabase.in LLM-assisted, safety-gated Postgres migrations exposed as an MCP server. The LLM proposes, | 0 | Claude Code | 1 | — |
| smitraonline/snow-mcp A ServiceNow MCP server with support for stdio, mcp and sse transports | 0 | Claude Code | 1 | 1,975 tok |
| vinmh/swiss-knife Structured-output CLI and MCP tools that cut agent token usage and tool-call count | 0 | Claude Code | 1 | 1,643 tok |
| ojimpo/health-mcp Read-only MCP server for a personal cultural health dashboard — scores, score history, and | 0 | Claude Code | 1 | 717 tok |
| Lumina-AI-studio/mcp-production-kit Production-ready TypeScript MCP server template — OAuth 2.1, per-tool RBAC, append-only au | 0 | Claude Code | 1 | 322 tok |
| CodeAlanDebug/hsm-mcp hsm.codealan.com MCP server provide list of IND Sponsors | 0 | Claude Code | 1 | 1,530 tok |
| kud/mcp-lastfm kud.io 🎧 MCP server for Last.fm — discover artists, albums and tracks, and browse scrobble histo | 0 | Claude Code | 1 | 482 tok |
| RenzoReccio/postgresql-mcp | 0 | Claude Code, Codex | 5 | — |
| gitayg/HaiveControl A hive of your machines, one AI mind — self-hosted LAN remote control with an MCP interfac | 0 | Claude Code | 1 | 507 tok |
| kayomarz97/TransBench Clinician-to-bench research agent: grounds mechanistic hypotheses about antihypertensive d | 0 | Claude Code | 6 | 1,571 tok |
| tinyc0der/atlassian-cookie-mcp | 0 | Claude Code | 1 | 1,516 tok |
| RealEmmettS/Google-Health-MCP google-health-mcp-one.vercel.app | 0 | Claude Code, Codex, OpenCode | 7 | 6,127 tok |
| kratsg/2026-07-09-rucio-mcp kratsg.github.io Slides: rucio-mcp — one MCP server for the Rucio community (2026-07-09) | 0 | Claude Code | 1 | 1,050 tok |
| redseerdigital/redseer_mcp_trail | 0 | Claude Code | 2 | 1,045 tok |
| khangte/github-mcp-server | 0 | Claude Code | 1 | 253 tok |
| MOBAI547800/abaqus-mcp-server MCP server for Abaqus FEM automation — model generation, job submission, log monitoring, a | 0 | Claude Code | 1 | 716 tok |
| codehead-pl/ts-code-awareness Static-analysis knowledge base for TS/NestJS codebases, served to AI agents over MCP. | 0 | Claude Code | 2 | — |
| dorkian/n8n-flow-bridge-mcp bridge dev and production n8n flow | 0 | Claude Code | 1 | 223 tok |
| sevuoi/catholic_mcp Catholic MCP Server for PlayMCP - provides Catholic content | 0 | Claude Code | 1 | 871 tok |
| axysar/touchdesigner-agent-mcp | 0 | Claude Code | 1 | 1,029 tok |
| NeetigyaShah/APImeMCP | 0 | Claude Code, Codex | 25 | — |
| haribote/thmh Story-less UI component catalog for the AI era — auto-generated from your code, served by | 0 | Claude Code, Codex, OpenCode | 2 | 1,008 tok |
| afriemann/lsp-mcp MCP server exposing LSP-backed code navigation and editing tools to LLM agents | 0 | Claude Code, OpenCode | 10 | — |
| ciaran-finnegan/cortex-xsiam-mcp-gateway Secure MCP gateway for governed Cortex XSIAM log search and security operations | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 477 tok |
| Querry-AI/Runnywhere-PlayMCP Run anywhere | 0 | Claude Code | 1 | 6,453 tok |
| sani-savaliya/parallax Render-in-the-loop cross-modal self-verification for coding agents — catches silent SQL/re | 0 | Claude Code | 1 | 744 tok |