How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
goncalompontes/mind-forge MCP plugin for deep study — ingest, query, and generate study materials from documents 0 Codex, OpenCode 1 1,247 tok
zyx1121/pad For-agent HackMD: MCP-first collaborative markdown for agents (Bun MCP server, Postgres) 0 Codex, OpenCode 1 74 tok
cosmingherghe/mail-mcp-custom 0 Codex, OpenCode 1 943 tok
leanhduy-iuh/tiktok-uploader-mcp MCP server to bundle TikTok photo carousel uploads (mobile-app workflow). TikTok VN does n 0 Codex, OpenCode 1 1,489 tok
azaok/mcp-server-python-mqyaam5x Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
Floryvibla/mcp-evolution-api 0 Codex, OpenCode 1 2,173 tok
adarshp14/relay AI agent integration gateway — connect any agent to any OpenAPI, MCP, GraphQL, or custom t 0 Claude Code, Codex, OpenCode 20 603 tok
Cathylixi/LLX-Agent-MCP-Implementation 0 Codex, OpenCode 1 788 tok
willermo/diataxis-mcp-server MCP server for applying the Diátaxis framework to technical documentation workflows 0 Claude Code, Codex, OpenCode 2 284 tok
wisrovi/wyoloservice2_mcp 0 Codex, OpenCode 1 342 tok
achmadawdi/mcp-blockbench MCP server plugin for Blockbench 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,984 tok
Dzendys/fitwiki-mcp 0 Codex, OpenCode 1 1,401 tok
tyrion777-stack/slug-wallet Guarded payment wallet for terminal AI agents. HTTP 402 interceptor + MCP server + on-chai 0 Codex, OpenCode 1 556 tok
karichetivenkat45-pixel/Chrome_Auto_Mcp This VS code extension Will help you Connect chorme with your LLMs 0 Codex, OpenCode 1 206 tok
SANDIPAN22/project-planner-mcp 0 Codex, OpenCode 1 360 tok
ocentra/ocentra-enforcer Standalone enforcement system for indexed rules, validators, Codex skills, MCP, hooks, and 0 Codex, OpenCode 1 339 tok
bbbfishhh/x-mcp 0 Claude Code, Codex, OpenCode 2 797 tok
asgard-ai-platform/mcp-uof 0 Codex, OpenCode 1 605 tok
penta2himajin/noveletary novel + secretary: a constraint-maintained narrative knowledge base and MCP server for fic 0 Claude Code, Codex, OpenCode 2 2,380 tok
elad12390/sentry-mcp MCP server to search & analyze Sentry issues, events, and traces (4 tools, 3 resources, 3 0 Codex, OpenCode 1 661 tok
mrgorrin40-TP/mcp-excel-server MCP server for Excel file manipulation - read, write, formulas, charts, and tables 0 Claude Code, Codex, OpenCode 6 1,680 tok
BFLabsAI/clawmem-bf Fork de manutenção da BF Labs do ClawMem — memory layer on-device (MCP + hybrid RAG) para 0 Claude Code, Codex, OpenCode 2 4,791 tok
jp-caldas/bigquery-google-trends-mcp 0 Codex, OpenCode 1 954 tok
rduffyuk/qwen-memory-agent Benchmarked, MCP-native persistent-memory agent on Qwen Cloud — Track 1, Qwen Cloud Hackat 0 Codex, OpenCode 1 462 tok
rrvdiegor-sketch/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
Patricked-code/MCP 0 Claude Code, Codex, OpenCode 2 1,835 tok
Merchantlee99/codex_learningsystem Codex plugin for CBT-style certification study with SQLite tracking, MCP tools, wrong-note 0 Codex, OpenCode 1 489 tok
channen2/dev-mcp MCP server to automate developer workflows. Includes integrations with GitHub, Jira and Sl 0 Claude Code, Codex, OpenCode 5 300 tok
NirussVn0/AI-Bookmark-MCP Content-aware bookmark management for AI agents. 0 OpenCode 1
SkS-Other/agent-lab-opencode npmjs.com Run and test agentic systems in isolation. CLI-driven, OpenCode-centered experiment runner 0 Codex, OpenCode 1 2,355 tok
IceyWu/mcp-hub mcp.iceywu.cn MCP Hub — hosts multiple MCP services under one domain, allowing AI Agents to directly cal 0 Codex, OpenCode 1 89 tok
MikeSviblov/media-mcp MCP server for media stack management (Jellyseerr, Radarr, Sonarr, qBittorrent, Prowlarr, 0 Claude Code, Codex, OpenCode 2 451 tok
asukakimya/directus-mcp 0 Codex, OpenCode 1 614 tok
GreenLordUA/EngiMCP 0 Codex, OpenCode 1 486 tok
yecllsl/ConsensusWeaverAgent MCP Server that aggregates answers from multiple Chinese AI platforms via Playwright 0 Claude Code, Codex, OpenCode 2 852 tok
WOODSEE-DIGI/qwen3-mcp-server 0 Codex, OpenCode 1 1,447 tok
camposdelima/google-workspace-mcp 0 Codex, OpenCode 1 292 tok
james-choncholas/matrix-nio-mcp 0 Codex, OpenCode 1 5,657 tok
Aunxfb/HierarchicalSkillsForAI Attempt to solve "too many skills" problem via hierarchical + scalable skills MCP without 0 Codex, OpenCode 1 852 tok
carrilloapps/docgraph npmjs.com Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. 0 Claude Code, Codex, OpenCode 2 831 tok
matematicsolutions/mcp-fr-legal MCP server over an offline full-text corpus of French codes and statutes (Legifrance / DIL 0 Codex, OpenCode 1 860 tok
kendrickjr/procurement-mcp-server 0 OpenCode 1
smartresponsor/networking Networking MCP 0 Codex, OpenCode 1 750 tok
herrozim-ship-it/yureong Phantom Case Detector — Detect AI-hallucinated Korean legal citations against the official 0 Codex, OpenCode 1 708 tok
sandeep-alluru/groundcrew pypi.org Action receipts and chain-of-custody for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 610 tok
sandeep-alluru/agentdelta pypi.org Diff and regression-detect LLM agent execution traces 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,037 tok
sandeep-alluru/foghorn pypi.org Fact-level staleness detection for AI agent memory 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 604 tok
sandeep-alluru/agentcrdt pypi.org CRDTs for distributed AI agent state and conflict-free belief merging 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 619 tok
sandeep-alluru/normsync pypi.org Norm monitoring and violation detection for AI agent actions 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 630 tok
sandeep-alluru/humanproof pypi.org Human-in-the-loop checkpoints and approval gates for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 648 tok