How real projects configure their agents

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
hongsungmin0315/crosscheck Cross-checks claims from Reddit posts against trusted news and sends a daily digest to Dis 0 Claude Code 1 3,459 tok
manzoor-source/teradata-mcp-server-stc 0 Claude Code 1 1,596 tok
JACKWULA123/mail-mcp Local MCP server exposing Gmail & Outlook mailboxes (read + drafts) to AI coding agents 0 Claude Code 1 1,104 tok
JilongSun/mock_mcp mock-mcp for test 0 Claude Code, Codex 1 —
MikeSviblov/media-mcp MCP server for media stack management (Jellyseerr, Radarr, Sonarr, qBittorrent, Prowlarr, 0 Claude Code, Codex, OpenCode 2 451 tok
tmlksu/nbedit-mcp 0 Claude Code 1 2,940 tok
Khaif004/SIA_MCP 0 Claude Code 2 2,068 tok
vivekellappan-biit/tamil-bible-mcp MCP server exposing the Tamil Roman Catholic Bible and daily-devotional content as tools f 0 Claude Code 1 1,022 tok
Shrushti8/linkedin-mcp MCP server that automates LinkedIn job search and Easy Apply using Playwright + Claude Cod 0 Claude Code 2 —
machado000/kond-royalties-agent KOND royalties agent — MCP server for artist royalty/revenue performance over Postgres 0 Claude Code 1 —
spiriteZeek/spider-mcp A multi-platform content platform automation MCP for agents (Douyin/ Xiaohongshu) 0 Claude Code 1 723 tok
aygp-dr/liquidus-005 liquidus reference MCP server (Python / mcp SDK). F5 governance-tuple provenance wrapping 0 Claude Code 1 2,793 tok
olojiang/mcp_feedback_ji Hunter fork of MCP Feedback Enhanced for Cursor: multi-tab, connection routing, clipboard 0 Claude Code 1 1,305 tok
audiencescore/audiencescore audiencescore.org An open protocol for reviews proven by cryptographic receipt — signed, recomputable scores 0 Claude Code 1 —
mikeslone/snowsure-mcp Hosted MCP server for live ski & snow data — 14-day forecasts, powder rankings, resort gui 0 Claude Code 2 622 tok
yecllsl/ConsensusWeaverAgent MCP Server that aggregates answers from multiple Chinese AI platforms via Playwright 0 Claude Code, Codex, OpenCode 2 852 tok
LucasLeguizamo/open-ticket open-ticket-ochre.vercel.app Agent-native ticketing — your agent handles the checkout. MCP + Stripe today; ACP/x402 nex 0 Claude Code 7 —
darthzen/ollama-code-mcp MCP server for delegating coding tasks from Claude Code to a local/LAN Ollama instance (Qw 0 Claude Code 8 831 tok
yuppie1949/yuppie-mcp-tts A Model Context Protocol (MCP) server that provides text-to-speech capabilities using edge 0 Claude Code 1 751 tok
MuliMuri/scholar_search A Google Scholar search tool based on the MCP protocol, integrating TF-IDF relevance ranki 0 Claude Code 1 1,362 tok
smccauley-dev/ubuntu-ssh-mcp MCP server for managing, maintaining, and securing Ubuntu servers over SSH via Claude Code 0 Claude Code 1 652 tok
souvikdey05/mcp_tutorial 0 Claude Code 1 —
cizar/tasks-mcp-poc PoC de un gestor de tareas genérico (al estilo Monday, Jira o Trello) expuesto unicamente 0 Claude Code 1 1,972 tok
islamulhaq2811/Computer-control-MCP A lightweight MCP server that bridges AI agents with the Windows OS for desktop automation 0 Claude Code 2 1,296 tok
CeDJeY/mailpit-mcp-server MCP server for Mailpit — AI assistant access to captured test emails over streamable HTTP 0 Claude Code 1 572 tok
sdvsdrv8990/video-pipeline-mcp MCP server for managing a video pipeline; works with Claude AI Web through a cloudflared t 0 Claude Code 27 —
carrilloapps/docgraph npmjs.com Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. 0 Claude Code, Codex, OpenCode 2 831 tok
conradium-gif/claude-peers-v2 Reliable messaging between Claude Code sessions on one machine — hook-based delivery, real 0 Claude Code 1 1,192 tok
mirza-javed/n8n-mcp 0 Claude Code 9 2,581 tok
pvliesdonk/openapi-mcp Generic MCP server that builds its tools at runtime from any OpenAPI spec (URL or file). A 0 Claude Code 1 5,555 tok
Axis-Data-Labs/mcp-server-starter Minimal, production-ready TypeScript starter for MCP servers: stdio + streamable HTTP tran 0 Claude Code 1 185 tok
GhedeePhilsophy/content-hub-mcp 0 Claude Code 1 2,597 tok
trololol91/arr-mcp Remote MCP server for Sonarr, Radarr, qBittorrent, and Seerr — manage your arr stack via C 0 Claude Code 1 2,066 tok
heathrenfroe-sys/blueprint-10k MCP server giving Claude deterministic finance tools for SEC 10-K analysis - EDGAR retriev 0 Claude Code 9 —
MissYueshuang/mcp-price-scout this is the Udacity project for MCP tutorial + Claude Code 0 Claude Code 10 300 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
sandeep-alluru/balancelab pypi.org Economy balance analysis and exploit detection for AI game agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 1,169 tok
sandeep-alluru/worldoracle pypi.org World-state belief management and contradiction repair for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 625 tok
sandeep-alluru/clickproof pypi.org Content-addressed GUI action facts for computer-use agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 630 tok
sandeep-alluru/rulegraph pypi.org Declarative rule graphs for AI agent policy and constraint enforcement 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 620 tok
sandeep-alluru/polaroid pypi.org Spatial scene graphs and belief state for embodied agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 628 tok
K2-Rocket-Apps/server-workload-ai-manager Mistral AI agent for Proxmox VE — MCP tools, TUI, daemon alerts 0 Claude Code 1 826 tok
Rodriguespn/e2b-mcp-code-mode Code-mode MCP server for e2b: agents write JavaScript that runs inside an e2b sandbox and 0 Claude Code 2 —
nbkhoi/sutta-mcp MCP server connecting Claude to SuttaCentral for Dhamma Q&A with scripture citations (bili 0 Claude Code 1 681 tok
davidcai/kungfu-mcp A humorous TypeScript MCP server that catalogs major kungfu factions and narrates sparring 0 Claude Code 1 542 tok