43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754
All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| mikeysrecipes/coinmarket-mcp-server | 0 | Claude Code | 1 | 524 tok |
| larasrinath/anaplan-user-mcp Business-user-focused MCP server for Anaplan - read-only, session-cached, AI-layer gated | 0 | Claude Code | 2 | 847 tok |
| delta-and-beta/mcp-airtable MCP server for Airtable integration. Enables AI assistants to perform CRUD operations, bat | 0 | Claude Code | 1 | 3,442 tok |
| mksby/telegram-digest-mcp | 0 | Codex, OpenCode | 1 | 293 tok |
| Rockfish-Data/rockfish-mcp Rockfish MCP Server | 0 | Claude Code | 1 | 1,337 tok |
| sevenseconds/vibescout A high-performance Model Context Protocol (MCP) server for local semantic code search | 0 | Claude Code, Gemini CLI | 2 | 4,523 tok |
| seonmikii/gdc-claude-plugin GDC Claude Code plugin — gdc-mcp stdio MCP server + commands + hooks (dev: se.gemiso.com:1 | 0 | Claude Code, Codex, OpenCode | 4 | 1,574 tok |
| flix-pro/flix-mcp MCP (Model Context Protocol) server implementation that provides an AI model interface for | 0 | Claude Code | 1 | — |
| riefer02/mysql-db-reader MySQL database reader MCP tool | 0 | Claude Code | 1 | 578 tok |
| wouter-bon/CERT-MCP-SERVER MCP server for managing SSL/TLS certificates across multiple device types using Let's Encr | 0 | Claude Code | 1 | 766 tok |
| OtakuXavier/jamf-mcp MCP Server for Jamf Pro, Jamf Protect and Jamf Security Cloud | 0 | Claude Code | 1 | 1,138 tok |
| pereirrd/mcp-just-seek-knowledge | 0 | Claude Code, Cursor | 3 | — |
| khalilbenaz/MDAN MDAN — Framework de développement multi-agents IA. 28 agents, 17 wizards, 2,014 composants | 0 | Claude Code | 68 | — |
| plures/pluresLM-mcp Plures LM MCP server — persistent vector memory for AI coding assistants (VS Code, Cursor, | 0 | GitHub Copilot | 1 | 1,696 tok |
| flybfree/wazuh-agent Wazuh SIEM agent with MCP server and knowledge base | 0 | Claude Code | 1 | 535 tok |
| martijnrusschen/productlane-mcp MCP server for the ProductLane API | 0 | Claude Code | 1 | 374 tok |
| Lloydm15/agent-bridge-mcp MCP server enabling communication between multiple Claude Code sessions | 0 | Claude Code | 1 | 612 tok |
| nitindermohan/pumble-mcp A standalone MCP server that gives AI agents complete access to the Pumble messaging platf | 0 | Claude Code | 1 | 3,462 tok |
| evo-hydra/merovingian Cross-repository dependency intelligence for AI agents via MCP | 0 | Claude Code | 1 | 224 tok |
| AndyLiner13/hwca-mcp Model Context Protocol for the Horizon Worlds Creator Academy world | 0 | GitHub Copilot | 1 | 816 tok |
| optimize-overseas/lacrm-mcp lessannoyingcrm.com Model Context Protocol (MCP) server for Less Annoying CRM | 0 | Claude Code | 1 | 2,410 tok |
| simonrueba/ariadne Semantic code index and gatekeeper for AI coding agents. No LLMs — just static analysis. | 0 | Claude Code | 4 | — |
| Apitomy/apitomy-data-models-mcp An MCP server that uses apicurio-data-models to view and edit OpenAPI and AsyncAPI documen | 0 | Claude Code | 1 | 2,072 tok |
| JaydenYip3/NeovimMCP | 0 | Claude Code, Codex, OpenCode | 3 | — |
| raoulkahn/mcp-product-copilot MCP-powered AI agent that orchestrates product metrics, roadmap constraints, and OKR align | 0 | Claude Code | 1 | 919 tok |
| thiskevinwang/2026-01-07-plapi-mcp Claude-built MCP server, fed only a skill, an api spec, and instructions | 0 | Cursor | 1 | — |
| artkrsk/ticksy-mcp | 0 | Claude Code | 1 | 484 tok |
| McCullonas/mcp-irail-belgium MCP server for Belgian railway (SNCB/NMBS) via iRail API — work in progress | 0 | Claude Code | 1 | 723 tok |
| ex-takashima/glm-image-mcp-server | 0 | Claude Code | 1 | 469 tok |
| block-88/gemini-computer-use-mcp A minimal MCP wrapper for Gemini Computer Use | 0 | Claude Code | 1 | — |
| shameelcinemagics/trello_mcp | 0 | Claude Code | 1 | 893 tok |
| jjsmackay/obsidian-git-sync-mcp | 0 | Claude Code | 1 | 454 tok |
| nonnname/zenmoney-mcp Read-only MCP server for ZenMoney with memory-only caching. | 0 | Codex, OpenCode | 1 | 427 tok |
| jclement/parks-mcp Camp, Eh? — campsite availability across Canadian park reservation systems (Alberta, BC, P | 0 | Claude Code | 5 | — |
| SoulChildTc/ai-bridge Enable terminal AI coding assistants to converse with more powerful AI models through a br | 0 | Codex, OpenCode | 1 | 1,611 tok |
| ssasuoirafen/airflow-mcp-server MCP server for Apache Airflow 2 over the REST API | 0 | Claude Code, Codex, OpenCode | 2 | 413 tok |
| jsardinia/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| skromesch/mcplogview MCP server for exposing local and SSH log files as tools for AI agents | 0 | Claude Code | 1 | 440 tok |
| haiprobmt/PBIP-MCP | 0 | GitHub Copilot | 1 | 116 tok |
| timotheeiss/semantic-hints-mcp An MCP server to extract semantic hints from a GUI app | 0 | Claude Code, Codex, OpenCode | 2 | 124 tok |
| benoib/roast-mcp-app | 0 | Claude Code, Codex, OpenCode | 2 | 29 tok |
| myers-gh1328/tiny-loki-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 134 tok |
| san-rat/latex-mcp MCP server for LLM-driven LaTeX compile/inspect loops via Overleaf's CLSI, with a web UI | 0 | Claude Code | 1 | 1,684 tok |
| vijayanan6/mcp-project | 0 | Claude Code | 2 | 7,860 tok |
| vkmtx/veil-mcp npmjs.com Agent-native shell as an MCP server — quiet-by-default, addressable detail, effects-as-dat | 0 | Claude Code | 1 | 589 tok |
| ProvisioInsights/LivingAtlas Living Atlas: private-first knowledge graph architecture, contracts, Cloudflare bootstrap, | 0 | Claude Code, Codex, OpenCode | 2 | 849 tok |
| LaggySon/bbagent Autonomous ESPN fantasy baseball manager — lineup/IL optimization, waivers, fairness-gated | 0 | Claude Code | 1 | 706 tok |
| dkanster/mailganer-api-mcp | 0 | Cursor | 1 | — |
| JerryWhites/research-loop AI-moderated user-research pipeline: voice/text interviews → auto-analysis → semantic sear | 0 | Claude Code, Codex, OpenCode | 2 | 1,281 tok |
| stevehaskew/churchsuite-mcp | 0 | Claude Code | 1 | 403 tok |