How real projects configure their agents

43,750 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
blueman82/ai-counsel True deliberative consensus MCP server where AI models debate and refine positions across 1 Claude Code 7 6,547 tok
kubouchiyuya/claude-voice-notify Multi-provider voice notification MCP server for Claude Code - Default: VOICEVOX (Zundamon 1 Claude Code 1 1,467 tok
benpeter/web-resource-ledger 1 Claude Code 2 1,658 tok
100xPercent/pop-pay-python The runtime security layer for AI agent commerce 1 Claude Code 1
abdyer/j-archive-mcp A J-Archive MCP server for GitHub Copilot & other AI assistants 1 GitHub Copilot 1 2,432 tok
sergiobayona/file_system_mcp Ruby server implementing Model Context Protocol (MCP) for filesystem operations using the 1 Claude Code 1 834 tok
pickleton89/mutation-clinical-trial-matching-mcp MCP server to query clinicaltrial.gov to identify mutation specific trials 1 Claude Code 1 2,331 tok
koei-kaji/zk-mcp MCP server for zk 1 Claude Code 1 1,289 tok
maikmetzger/TestMcpServer A Model Context Protocol server implementation providing mathematical operations through a 1 Claude Code 1 863 tok
larryhudson/simple-notion-mcp-server Notion MCP server that uses Markdown for better LLM support 1 GitHub Copilot 1 494 tok
Amico1285/mcp-wait-server MCP Server to allow AI models to wait 1 Claude Code 1 179 tok
Lucineer/cartridge-mcp MCP server for swappable behavior cartridges with personality skins — fleet protocol cartr 1 Claude Code 1 248 tok
sschmitt-cg/scrivener-mcp scrivener-mcp 1 Claude Code 3 1,573 tok
Micro-Evaluation-Group/pwndbg-lldb-mcp micro-evaluation-group.github.io An MCP server for pwndbg-lldb 1 Claude Code 1 1,172 tok
larryhudson/linear-mcp-server-again 1 GitHub Copilot 1 494 tok
shieldspprt/solhunt-recovery solhunt.dev SolHunt — Recover forgotten SOL from your wallet. Clean NFTs, sweep dust, and reclaim rent 1 Claude Code, Codex, OpenCode 2 1,806 tok
jdelon02/chat-orchestrate 1 GitHub Copilot 1 632 tok
Eason-Gao3/google-trends-mcp Google Trends MCP (Model Context Protocol) server for AI workflow integration 1 Claude Code, Codex, OpenCode 2 3,133 tok
adarshj322/rishi-ai-mcp pypi.org 🕉️ An MCP server for authentic Vedic Astrology. Unlocks chart casting, planetary transits 1 Claude Code, Codex, GitHub Copilot, OpenCode 16 6,200 tok
sbdk-dev/local-ai-analyst sbdk.dev A reference implementation of a local-first AI-powered analytics assistant, demonstrating 1 Claude Code 1 2,076 tok
romilly/mcp-svg-animator MCP server to build svg animations from textual descriptions. 1 Claude Code 1 98 tok
envigoinnovations/subscriby-mcp docs.subscriby.net Subscriby MCP Server Package for Model Context Protocol repository and registry. 1 Claude Code 1 901 tok
robcsaszar/frontend-kit Claude Code skills for SvelteKit, canvas, drag-and-drop, and SVG animation 1 Codex, OpenCode 1 917 tok
mimukit/skills skills.sh My personal collection of AI agent skills; the *kit family. Portable, one install away. 1 Codex, OpenCode 1 6,048 tok
dubzdubz/ctx4-ai ctx4-ai.vercel.app Your portable context layer for Claude & ChatGPT 1 Claude Code, Codex, OpenCode 5 1,871 tok
DigitalSQR/smart-mcp-server MCP server for SMART guidelines. 1 Claude Code 1 1,017 tok
mrosata/codetex-mcp An MCP server and CLI that builds commit-aware, multi-layered context about code repositor 1 Claude Code 1 956 tok
tellmefrankie/news-engine dev.to Autonomous AI news engine — RSS + Naver collection, Claude API analysis, Telegram briefing 1 Claude Code 1 3,538 tok
cubismod/mbta-mcp pypi.org MCP server for MBTA API 1 Claude Code 1 884 tok
andr-ca/agentharness andr.ca Portable engineering policies for coding agents — git, testing, logging, and language conv 1 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 30,908 tok
lesleslie/css-mcp CSS Analysis and Documentation MCP Server for FastBlocks ecosystem 1 Claude Code, Codex, OpenCode 2 2,164 tok
centia-io/mcp-server centia.io MCP server for Centia.io 1 Codex, OpenCode 1 732 tok
Rethunk-AI/rethunk-mcp-go A Model Context Protocol (MCP) server that provides Go language tools for LLMs to analyze, 1 Claude Code, Codex, OpenCode 2 840 tok
Vironnimo/vbot Another personal AI agent. Supports your existing projects and their agents+skills, and th 1 Claude Code, Codex, OpenCode 2 5,045 tok
sandraschi/nuki-mcp FastMCP 3.2 server for Nuki Smart Lock control via Home Assistant Bridge 1 Claude Code, Codex, OpenCode 2 287 tok
grobinson3108/mcp-server-saas-gateway One MCP server, N REST APIs. TypeScript template for building gateway-style MCP servers th 1 Codex, OpenCode 1 329 tok
NikiforovAll/hangfire-mcp-dotnet nikiforovall.blog Remote MCP server for Hangfire — exposes background jobs as MCP tools in-process with the 1 Claude Code 3 969 tok
cityjson/cj-mcp Beta version: MCP server for CityJSON spec 1 Claude Code, Codex, OpenCode 2 1,787 tok
Adversarr/kernel-dsl 1 Claude Code, Codex, OpenCode 2 270 tok
gwizards/meshy-mcp-server MCP server for Meshy.ai 3D model generation API 1 Claude Code 1 729 tok
eqyv/mytg Easy and fast automation tool for telegram account 1 Claude Code 1 872 tok
aks-builds/healthcareskills 91 production-grade healthcare engineering skills for AI agents — FHIR, HL7v2, HIPAA, clin 1 Claude Code, Codex, OpenCode 2 1,974 tok
goiltpatpat/patpat Evidence-driven engineering skills for agents. Smaller changes, stronger proof. 1 Codex, OpenCode 1 644 tok
lbk-open/super-spec npmjs.com Agent Skills that take a requirement — or a production alert — to a reviewed pull request: 1 Claude Code, Codex, OpenCode 2 1,528 tok
jordantplows/claude-skills Build an entire startup with Claude. Multi-agent orchestration and Skill Creation 1 Claude Code 1 1,409 tok
mako10k/mcp-assoc-memory MCP Server of Associative Memory 1 GitHub Copilot 1 2,434 tok
EmbeddedLLM/tilelang-to-flydsl-skills 1 Claude Code 1
5queezer/distill Privacy-first team memory MCP server — local LLM distillation before team sync 1 Claude Code, Codex, OpenCode 11 3,492 tok
bitcoin21ideas/skills Cross-agent skills for AI coding agents (Claude Code, Codex, Cursor, Copilot, Gemini), ins 1 Claude Code, Codex, OpenCode 2 951 tok
dougdevitre/access-to cotrackpro.com Empowering Healthier Futures Together. This repository hosts the core framework and resour 1 Claude Code, GitHub Copilot 2 1,304 tok