24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| vincentwang79/stock-mcp | 0 | Codex, OpenCode | 1 | 507 tok |
| fuyucn/amem Amem — self-hosted agent memory & knowledge graph. Local-first SQLite memory for Codex / C | 0 | Codex, OpenCode | 1 | 458 tok |
| HR-Partner/hrpartner-mcp MCP plugin for HR Partner | 0 | Codex, OpenCode | 1 | 1,834 tok |
| ShreeBohara/recall-leetcode recall-shrees-projects-a339427d.vercel.app Spaced-repetition companion for LeetCode practice — FSRS scheduling, Claude MCP ingestion, | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| Cee62/cicash A budget you lend to an AI agent, not money you give it: bounded, expiring, revocable, aud | 0 | Codex, OpenCode | 1 | 1,240 tok |
| dowlings/librechat-mnemonic Automatic, project-scoped memory for LibreChat, backed by a local mnemonic MCP server. | 0 | Codex, OpenCode | 1 | 430 tok |
| hskelp9527-pixel/agnes-image-mcp MCP server giving any AI client image generation and image understanding via the Agnes API | 0 | Codex, OpenCode | 1 | 467 tok |
| XBW-Leo/MODULAR-RAG-MCP-SERVER | 0 | Claude Code, Codex | 9 | — |
| nothariharan/agents-paintbrush Marketing site + waitlist for image-gen MCP — Zerops Challenge entry (web + api + postgres | 0 | Codex, OpenCode | 1 | 74 tok |
| smorand/mcp-htmleditor WYSIWYG HTML editor + MCP server for LLM-assisted presentations and documents (IBM Carbon, | 0 | Codex, OpenCode | 1 | 2,619 tok |
| mikuare/Code-Ledger Local-first project memory and change intelligence for AI coding agents. Incremental symbo | 0 | Claude Code, Codex, OpenCode | 5 | 13,092 tok |
| robsannaa/storemetrics-mcp Real-time e-commerce analytics MCP server. Agents can self-register a website with one no- | 0 | Codex, OpenCode | 1 | 291 tok |
| gpu7/vCFD Voice-driven CFD: Grok Voice + MCP + OpenFOAM + ParaView | 0 | Codex, OpenCode | 1 | 2,521 tok |
| giulioleone097/ai-news-platform Piattaforma editoriale AI mobile-first con Next.js, Supabase e MCP | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| pego29/mcp-server-python-mskl4du6 Created from render-examples/mcp-server-python template | 0 | Claude Code, Codex, OpenCode | 2 | 841 tok |
| ShiningSugar35/mcp-devbridge | 0 | Codex, OpenCode | 1 | 10,497 tok |
| jesspig/git-mcp-server | 0 | Codex, OpenCode | 1 | 1,480 tok |
| meanwebuser/telegram-tt-beauty telegram-tt-beauty.vercel.app Telegram Web fork with proxy-aware transport, BYOK AI, transcription hooks, and browser-bo | 0 | Claude Code, Codex, OpenCode | 2 | 5,833 tok |
| datamathcode/gitea-mcp Local Gitea MCP server | 0 | Codex, GitHub Copilot, OpenCode | 3 | 1,101 tok |
| prismatic7/MASA MASA — Sound Matter Aware protocol: a local-first, language-neutral contract for describin | 0 | Codex, OpenCode | 1 | 430 tok |
| edxmorales/datadog-aws-mcp Agente MCP para diagnosticar y corregir errores usando Datadog + AWS + Claude Code | 0 | Claude Code, Codex, OpenCode | 2 | 3,121 tok |
| cloudsealed/cloudsealed-mcp MCP server exposing CloudSealed's billing-waste anomaly detector and architecture risk sco | 0 | Codex, OpenCode | 1 | 574 tok |
| hyuga611/llm-safe-sql npmjs.com [Moved to airframe] Let an LLM propose UPDATE/DELETE, run it for real inside a transaction | 0 | Codex, OpenCode | 1 | 758 tok |
| kevynf/akshare-mcp-bridge pypi.org Complete MCP access to AKShare's public APIs, with automatic discovery, deterministic rout | 0 | Codex, OpenCode | 1 | 813 tok |
| PingPong2534/winauto-mcp MCP server that lets an LLM see and drive any running Windows app: screenshot, UI Automati | 0 | Claude Code, Codex, OpenCode | 2 | 301 tok |
| renzocarletti-lang/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| sp-daewoon/querytree A visual decision console for Codex, Claude Code, and MCP-compatible AI agents. | 0 | Claude Code, Codex, OpenCode | 2 | 644 tok |
| crozzbite/SkullRender-Agents MCP server: SkullRender Legion agent manifests + skflow_* brief/identity tools (sibling of | 0 | Codex, OpenCode | 1 | 248 tok |
| mgallmur-glitch/qc41-light Bilingual evidence-first sales-call diagnostic for AI agent harnesses | 0 | Codex, OpenCode | 1 | 1,075 tok |
| hanabiovo/Atmosphere777 Self-hosted weather, indoor climate, MCP tools and pixel-style PWA dashboard. | 0 | Codex, OpenCode | 1 | 649 tok |
| awnt9/mcp-netsuite-practice | 0 | Claude Code, Codex, OpenCode | 2 | 1,159 tok |
| dducsw/vf-stock-agent Nền tảng AI & FastMCP Server phân tích chứng khoán Việt Nam. Tích hợp 144+ chỉ báo kỹ thuậ | 0 | Codex, OpenCode | 1 | 1,579 tok |
| barisGultekin/izlek a terminal-first local frontend observability tool for humans and coding agents. It starts | 0 | Codex, OpenCode | 1 | 165 tok |
| alexd73/PlanfixMCP | 0 | Codex, OpenCode | 10 | 1,021 tok |
| simoncrypta/graphql-mcp MCP server that exposes GraphQL operations as tools for AI models | 0 | Codex, OpenCode | 1 | 268 tok |
| gaganjainse/shesh-skills Skill library + note capture MCP server | 0 | Codex, OpenCode | 1 | 191 tok |
| asepsafrudin/multiple-mcp-server-by-kimi | 0 | Claude Code, Codex, Cursor | 2 | 420 tok |
| SavageCore/dashy-mcp Model Context Protocol for Lissy93/dashy | 0 | Codex, OpenCode | 1 | 956 tok |
| AutoraLabs/copyq-mcp autoralabs.com CopyQ history for AI agents, with clean dictation routing on Windows. | 0 | Codex, OpenCode | 1 | 247 tok |
| ishan-parihar/threads-lyr Threads.net MCP server via anonymous scraping | 0 | Claude Code, Codex, OpenCode | 3 | 690 tok |
| gsbenevides2/pr-mcp | 0 | Claude Code, Codex, OpenCode | 6 | 889 tok |
| maximyz3d/relaybridge Local Windows PowerShell and multi-AI CLI control plane with browser, REST, and MCP adapte | 0 | Claude Code, Codex, OpenCode | 6 | 3,018 tok |
| johnw-max/xero-mcp | 0 | Codex, OpenCode | 1 | 2,029 tok |
| kevin511G/mcp_server Minimal Analysis MCP server with stdio and Streamable HTTP transports | 0 | Codex, OpenCode | 1 | 217 tok |
| lucianum7/repo-brain Persistent repository memory for coding agents - Codex, Claude Code and MCP. | 0 | Claude Code, Codex, OpenCode | 2 | 183 tok |
| tamzrod/mcprelay A general-purpose MCP connectivity layer for securely connecting AI agents to authenticate | 0 | Codex, OpenCode | 1 | 6,019 tok |
| EwigMidori/mindmap-mcp Browser mind map + local TypeScript server with MCP (no desktop install) | 0 | Codex, OpenCode | 1 | 232 tok |
| phonhay103/maitabi-mcp-server | 0 | Codex, OpenCode | 1 | 2,053 tok |
| Olorinm/visual-review-workbench Config-driven UI review CLI and Agent Skill for comparing real frontend pages, native stor | 0 | Codex, OpenCode | 1 | 205 tok |
| cyber-lazer-mermicorn/mcp-hub mcp-hub - Cutting-edge AI infrastructure | 0 | Codex, GitHub Copilot, OpenCode | 2 | 451 tok |