How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
thousandeyes/thousandeyes-ai-agents-toolkit ThousandEyes AI Agents Toolkit 3 Codex, OpenCode 1 1,186 tok
mishanefedov/skill-issue 3 Codex, OpenCode 1 565 tok
christopherlhammer11-ai/recallmax christopherhammer.dev Long-term memory compression for AI agents that need useful context beyond one session 3 Claude Code 1 —
dotneet/claude-code-marketplace 3 Claude Code 1 494 tok
IngeniousIdiocy/Consumer-Complaint-Database-MCP This is a local Model Context Protocol (MCP) python server meant to be used with Anthropic 3 Codex, OpenCode 1 205 tok
wbopan/things-mcp MCP server for Things 3 (AppleScript-based, macOS) 3 Claude Code 1 1,387 tok
proggarapsody/bitbottle proggarapsody.github.io Bitbucket CLI for Cloud and Server/Data Center — gh-style pull requests, repositories, pip 3 Claude Code, Codex, OpenCode 28 2,422 tok
wavewand/wand wavewand.io WaveWand MCP Platform 3 Claude Code 1 5,131 tok
AlekseiMarchenko/central-intelligence Persistent memory for AI agents. Agents forget. CI remembers. 3 Claude Code 1 379 tok
Wladastic/AutoProbeMCP Allow your Github Copilot Chat to navigate your frontend projects. Also compatible with Ch 3 GitHub Copilot 1 673 tok
GoCoder7/oci-mcp-server OCI MCP Server 3 GitHub Copilot 1 576 tok
hteek/serverless-mcp serverless-mcp.net Serverless MCP Server on AWS Lambda 3 Claude Code 1 1,481 tok
IA-Entertainment-git-organization/gemini-mcp-server Gemini MCP-Server 3 Cursor 1 266 tok
lucyfuur94/youtrack-integration Youtrack MCP 3 Cursor 1 91 tok
VickyHan924/Self-media-Script 3 Claude Code 2 —
maybeswapnil/enterprise-mcp Enterprise-grade Model Context Protocol (MCP) server with ServiceNow integration and healt 3 GitHub Copilot 1 216 tok
patrickporto/desktop-agent 3 Codex, OpenCode 1 143 tok
vltansky/explain-changes-mcp 3 Claude Code, Codex, OpenCode 2 699 tok
paulieb89/uk-due-diligence-mcp bouch.dev UK due diligence MCP server — Companies House, corporate research, compliance checks 3 Claude Code 8 894 tok
masa-san-jp/Agent-Aiko A project for running, developing, and switching Aiko personas with agents such as Codex a 3 Claude Code 7 1,538 tok
airmcp-com/mcp-standards Self-learning AI standards system - learns from corrections and auto-updates CLAUDE.md 3 Claude Code 6 4,653 tok
spideynolove/memory 3 Claude Code 10 —
dhannusch/smart-web-crawler-mcp A Model Context Protocol (MCP) server built on Cloudflare Workers that provides intelligen 3 Claude Code 1 961 tok
andrewkriley/cloudflare-dns-cloudflared-mcp Self-Hosted MCP server for admin of Cloudflare DNS and tunnel apps 3 Claude Code 1 1,263 tok
nkyy/claude-code-notify-mcp MCP server for sending notifications from Claude Code with customizable sounds 3 Claude Code 1 4,684 tok
adamkwhite/universal-memory-mcp Universal AI conversation memory system — supports Claude, ChatGPT, Cursor, and custom for 3 Claude Code 1 13,026 tok
tanis2010/yuque-mcp-server Yuque MCP Server - An MCP server for Yuque, providing tools for integration with the Yuque 3 Claude Code 1 987 tok
Quinncuatro/jane-mcp-server Jane is a Model Context Protocol (MCP) server that provides a knowledge management system 3 Claude Code 1 1,202 tok
StealthSurf-VPN/mcp mcp.stealthsurf.space Stateless MCP proxy for the StealthSurf VPN API. Enables AI agents (Claude Desktop, Cursor 3 Codex, OpenCode 1 1,414 tok
anhnguyen0905/codex-mcp 3 Claude Code, Codex, OpenCode 3 1,047 tok
cmwen/min-kb-mcp Minimalist Knowledge Base MCP 3 GitHub Copilot 1 937 tok
tenequm/llms-txt-mcp Lean MCP server for fast llms.txt documentation access 3 Claude Code 1 447 tok
smallpinksquare/codex-history-hub A local-first, source-read-only aggregator for Codex conversations. It indexes one or more 3 Codex, OpenCode 1 244 tok
ljy9303/maplestory-mcp-server Nexon openAPI Maplestory mcp server 3 Claude Code, Codex, OpenCode 2 6,508 tok
clay-good/roughlogic.com roughlogic.com Always free field math and reference for the trades. 3 Claude Code, Codex, OpenCode 2 1,333 tok
Doist/twist-ai The tools required for a Twist MCP server 3 Codex, OpenCode 1 419 tok
benoitvx/dvf-mcp-app MCP App affichant les prix immobiliers parisiens par arrondissement (source DVF) 3 Claude Code 1 4,772 tok
BASIC-BIT/vrchat-mcp MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX history. 3 Codex, OpenCode 1 1,669 tok
mpasternak/dspace-mcp Read-only MCP server for DSpace 7+ repositories — let an AI assistant search, read and sum 3 Claude Code 1 2,347 tok
sandraschi/civitai-mcp FastMCP bridge for Civitai: search and download checkpoints/LoRAs into a ComfyUI-compatibl 3 Claude Code, Codex, OpenCode 2 512 tok
MCLifeLeader/seq-mcp Seq Open Telemetry MCP Server 3 Claude Code, Codex, GitHub Copilot, OpenCode 6 9,462 tok
TianLin0509/SuperRAN A wireless simulation channel depot for Agents: an MCP service providing standardized chan 3 Claude Code, Codex, OpenCode 2 37,924 tok
richardofortune/tyrekick Feedback loop for AI-built prototypes: reviewers pin comments on the live page; your codin 3 Codex, OpenCode 1 2,767 tok
azerv1/thimiko Chat history search for your llm 3 Claude Code 1 945 tok
issmirnov/ynab-mcp-server mcpforynab.smirnovlabs.com Model Context Protocol for YNAB (you need a budget) 3 Claude Code 1 2,467 tok
azmartone67/dchub-mcp-server dchub.cloud DCPI (Data Center Power Index): a daily score of where data centers can get grid power, ac 3 Claude Code, Gemini CLI 2 595 tok
0xSardius/solenrich solenrich.com Onchain intelligence API for Solana AI agents. 50 pay-per-call x402 endpoints (USDC on Sol 3 Claude Code, Codex, OpenCode 4 2,101 tok
Nosmoht/talos-mcp-server MCP server for Talos Linux cluster management via the native gRPC API 3 Claude Code, Codex, OpenCode 18 11,668 tok
AnglerfishChess/chess-uci-mcp An MCP bridge exposing UCI chess engines such as Stockfish or Leela Chess Zero to any MCP 3 Claude Code 1 —
MrRefactoring/atlassian-dc-mcp MCP servers connecting Claude and other AI assistants to self-hosted Atlassian Jira, Confl 3 Claude Code 1 2,256 tok