23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977
All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| ozzy-labs/suasor A local-first AI secretary that gathers your scattered work context into private memory yo | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 3,509 tok |
| bestimmaa/posprint-mcp | 0 | Codex, OpenCode | 1 | 354 tok |
| MDX-0003/UE-MCP-Harness | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 25 | 6,872 tok |
| thijserven/prijsprofeet-mcp Unofficial MCP server for the PrijsProfeet API. | 0 | Codex, OpenCode | 1 | 886 tok |
| ershu-lab/ershu-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 488 tok |
| ArchAstro/intern-mcp Retired local MCP implementation. Use ArchAstro/intern for the CLI or https://tryintern.de | 0 | Codex, OpenCode | 1 | 178 tok |
| kumard3/agentcursor Computer use that reads Mac windows as text instead of screenshots: ~9 tokens to click by | 0 | Claude Code, Codex, OpenCode | 2 | 1,059 tok |
| CochranResearchGroup/business-card-watchdog User-scoped OCR and App Intelligence service for batch business-card contact ingestion | 0 | Codex, OpenCode | 1 | 552 tok |
| djfunboy/joint-chiefs jointchiefs.ai Multi-model AI code review orchestrator with hub-and-spoke debate | 0 | Claude Code, Codex, OpenCode | 2 | 1,390 tok |
| klappy/bee-ai-auth-mcp Self-host-first, OAuth-secured MCP server that brings your Bee AI pendant’s conversations | 0 | Claude Code, Codex, OpenCode | 2 | 1,578 tok |
| liuhaotian2024-prog/gov-mcp Governed execution layer for AI agents — MCP server with Y*gov runtime enforcement | 0 | Claude Code, Codex, OpenCode | 4 | 121 tok |
| RustFreeOne/trailweights-mcp MCP server for the TrailWeights ultralight gear corpus — read-only, no auth. | 0 | Claude Code, Codex, OpenCode | 2 | 290 tok |
| bradbogdan/kalendia-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 732 tok |
| TMHSDigital/local-ai-mcp tmhsdigital.github.io Unified MCP server for managing local model runtimes (Ollama, LM Studio, and more): provid | 0 | Claude Code, Codex, Cursor, OpenCode | 3 | 2,297 tok |
| Revens2/waw-mcp World Agentic Web MCP server: real email identity, OTP reading, autonomous signup, MCP dis | 0 | Claude Code, Codex, OpenCode | 12 | 2,664 tok |
| sharph/lunchmoney-mcp-mini a minimal MCP implementation for lunchmoney's v2 API | 0 | Codex, OpenCode | 1 | 164 tok |
| Backerss/web-search-mcp Free web search MCP server via SearXNG | 0 | Codex, OpenCode | 1 | 1,121 tok |
| get-mdpilot/MDPilot-mcp md-pilot-mcp.vercel.app | 0 | Claude Code, Codex, OpenCode | 3 | 959 tok |
| shinypebble/openai-ads-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 15 tok |
| ahmadzafar-code/emailsRboring Apple Mail MCP server for my Stanford inbox | 0 | Codex, OpenCode | 1 | 1,064 tok |
| ramadhanidiwanda-alt/threads-mcp MCP server for Threads comment research — analyze public sentiment and frustrations via AI | 0 | Codex, OpenCode | 1 | 512 tok |
| xmszm/memory Personal MCP memory server | 0 | Codex, OpenCode | 1 | 1,963 tok |
| WhileTrueBlackObelizk/shared-workspace-mcp Shared Workspace MCP server for agent handover, pipelines, code tools, and token usage tra | 0 | Claude Code, Codex, OpenCode | 2 | 1,050 tok |
| damosullivan/daft-mcp MCP server that lets AI assistants search Irish property listings on Daft.ie via the daftl | 0 | Codex, OpenCode | 2 | 784 tok |
| miticojo/ge-app-mcp | 0 | Codex, OpenCode | 1 | 5,218 tok |
| dpaula/chatgpt-codex-local-mcp Local MCP server for ChatGPT/Codex workspace access | 0 | Claude Code, Codex, OpenCode | 13 | 187 tok |
| arseniytech/MCPPostgreSQLExplorer | 0 | Codex, OpenCode | 1 | 120 tok |
| frontier-infra/roundtable roundtable.sh Convene a council of frontier models — Grok · Codex/OpenAI · GLM · MiniMax · Claude · Gemi | 0 | Claude Code, Codex, OpenCode | 1 | 1,574 tok |
| aperswal/motus motus-sable.vercel.app Find the cheapest flights that land a whole group within one shared arrival window. All-in | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| DevelopmentAgentSDD/MCP-JiraCloud | 0 | Claude Code, Codex, OpenCode | 15 | 504 tok |
| blackscaletech/swarm-mcp swarm.services MCP server for connecting MCP-compatible clients to Swarm Spaces. | 0 | Codex, OpenCode | 1 | 98 tok |
| htmambo/coding-bridge-mcp A service based on the MCP protocol that wraps the iFlytek Spark / iFlytek Xingchen Coding | 0 | Codex, OpenCode | 1 | 671 tok |
| code1990/mcp_query_table mcp_query_table | 0 | Codex, OpenCode | 1 | 233 tok |
| SteinX/mem0-oss-mcp | 0 | Codex, OpenCode | 1 | 198 tok |
| boyzhong123/mcp22 111 | 0 | Claude Code, Codex, OpenCode | 2 | 208 tok |
| slettmayer/wunder-user-mcp MCP server for the Wunder Mobility v2 end-user (User) API — list vehicles (with distance), | 0 | Claude Code, Codex, OpenCode | 2 | 1,378 tok |
| kandotrun/x-mcp x.mcp.2-38.com Read-only MCP server for public X/Twitter search and retrieval via twitter.2-38.com | 0 | Codex, OpenCode | 1 | 313 tok |
| surajpanwar/advanced-calc-engine Secure, auditable Excel analytics and agentic workflow engine built with Python, MCP, and | 0 | Claude Code, Codex, OpenCode | 5 | 410 tok |
| allensandiego/postgres-mcp-server | 0 | Claude Code, OpenCode | 10 | — |
| YoshiaKefasu/mcp-local-files Local Files MCP server with safe text and binary file tools. | 0 | Codex, OpenCode | 1 | 2,059 tok |
| zyf0717/repo-context Local MCP server that exposes configurable context retrieval from a context-model endpoint | 0 | Codex, OpenCode | 1 | 1,442 tok |
| yb901104-wq/spine-mcp | 0 | Codex, OpenCode | 1 | 1,746 tok |
| Mehedad1948/tinify-mcp tinify-mcp.vercel.app | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| maThiaslI152/opencode-ast-mcp | 0 | Codex, OpenCode | 1 | 2,846 tok |
| blessthis/llm-council Blind multi-model councils + direct seat chat as a local MCP server | 0 | Codex, OpenCode | 1 | 2,597 tok |
| PrimeUpYourLife/dynamic-discord-bot-api-mcp Dynamic MCP server for Discord Bot API with latest API methods. | 0 | Codex, OpenCode | 1 | 349 tok |
| abhaymettu/claude-desktop-to-code Route work from a Claude Desktop chat into Claude Code: headless, or handed off to a real | 0 | Codex, OpenCode | 1 | 1,180 tok |
| shahrukh-hack/vibe-memory shahrukh-hack.github.io Universal Long-Term Memory & Cross-Agent Handoff Protocol for AI Coding Agents | 0 | Claude Code, Codex, Cursor, OpenCode | 3 | 203 tok |
| cute-aaa/OmniParser-MCP MCP server for Microsoft OmniParser: turn screenshots into structured UI elements for GUI | 0 | Codex, OpenCode | 1 | 2,111 tok |
| Crino-999/ollama-mcp-workers A local hybrid layered MCP Worker suite based on Ollama: **Vision Worker** (qwen2.5vl:7b) | 0 | Codex, OpenCode | 1 | 182 tok |