How real projects configure their agents

43,813 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
gurdasnijor/server-quality-harness MCP Server quality harness 0 Codex, OpenCode 1 3,841 tok
dhruv-vootkuri/mcp-project-manager Day 1 Chiron lab: custom MCP server (create_task/list_tasks/update_task) backed by SQLite, 0 Claude Code 1 239 tok
mob-dev-org/olx-mcp-api 0 Claude Code 21 2,040 tok
UPDerechoIA/up-law-mcp-template Template de server MCP para estudiantes y profesionales del Derecho 0 Claude Code 1 1,227 tok
rlaksana/mcp-watchtower Windows-native DAP debugging tool for MCP 0 Claude Code 8 —
UpendraNath/MCP All about MCP 0 Cursor 1 362 tok
Tar-ive/mcp-bluesky-stock-sentiment 0 Claude Code 1 817 tok
ndisidore/cf-byob-mcp Bring your own binary for Cloudflare Workers 0 Claude Code 1 817 tok
bencousins22/tab-mcp MCP server for TAB 0 Codex, OpenCode 1 4,420 tok
maicFir/server-fs-mcp An MCP tool for operating on local files 0 Codex, OpenCode 1 1,202 tok
mateo-khalil/davinci-resolve-mcp 0 Claude Code 1 445 tok
CentralInfraCore/cic-mcp-gateway Trust-domain aware context compiler and agent-facing frontend for CIC agent context (cic-m 0 Claude Code 1 2,564 tok
CentralInfraCore/cic-mcp-shared Cross-session memory, weighting and factory/PR/artifact linkage layer for CIC agent contex 0 Claude Code 1 2,534 tok
CentralInfraCore/cic-mcp-session Session-scope event store, timeline, chunk retrieval and provenance for CIC agent context 0 Claude Code 1 3,495 tok
ShawneilRodrigues/mcp-differentiation-tool 0 GitHub Copilot 1 536 tok
moawizbinyamin/Fastapi-mcp-server- 0 Cursor 1 327 tok
donghunee/my-first-mcp-server 0 Codex, OpenCode 1 3,862 tok
kelvincushman/local-fusion Local OpenRouter-Fusion-style multi-model council: panel + judge + synthesizer over local 0 Claude Code, Codex, OpenCode 2 918 tok
waldzellai/exa-mcp-server-websets Manage Websets in Claude | Exa Websets with MCP (Model Context Protocol) 0 Claude Code 1 700 tok
raj123ritesh-ai/mcp-youtube-2 0 Claude Code 1 1,066 tok
FundFluent/funding-assistant 0 Claude Code 1 3,390 tok
kevinlin/gitlab-mr-mcp Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch de 0 Codex, OpenCode 1 361 tok
huuthangntk/dokploy-mcp 0 Codex, OpenCode 1 3,862 tok
FVEFWFE/attio-mcp-server Attio Model Context Protocol (MCP) server implementation 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,330 tok
Brett777/MCP-FinTechCo A production-ready MCP server built with FastMCP 2.0 for financial technology applications 0 Claude Code 1 1,277 tok
jfposton/mcp-wcpl 0 Claude Code 1 821 tok
joedank/mcpcrawl4ai customScraperMCP 0 Claude Code 1 661 tok
ServiceStack/mcp ServiceStack MCP Server 0 Claude Code 1 1,333 tok
SauravPahadia/oura-mcp 0 Codex, OpenCode 1 3,841 tok
dpupek/fogbugz-mcp 0 Codex, OpenCode 1 990 tok
lucamilletti99/dataverse_mcp_server MCP server for dataverse data objects (dynamics primarily) 0 Claude Code 7 —
WhenMoon-afk/snapshot-mcp-server npmjs.com Save and resume MCP conversations with token-efficient local snapshots. 0 Claude Code 1 1,548 tok
SmartManoj/smithery-sample 0 Codex, OpenCode 1 4,420 tok
therealsachin/langfuse-mcp MCP Server to connect to langfuse for usage & cost analysis. 0 Claude Code 1 2,911 tok
drsullivan13/weather-server MCP Demo - Weather Server 0 Claude Code 1 1,203 tok
matchs/tf-cloud-mcp-server 0 GitHub Copilot 1 114 tok
MinhazTopaz/figma-mcp 0 GitHub Copilot 1 247 tok
yeneryigitcelik-debug/dolores Self-hosted, Postgres-backed memory for AI agents — free local embeddings, hybrid (vector 0 Claude Code 1 1,026 tok
berntpopp/metadome-link genefoundry.org MCP server for MetaDome: per-position missense tolerance (dN/dS) landscapes for human tran 0 Claude Code, Codex, OpenCode 10 4,086 tok
everyai-com/distillory Local-first memory engine that synthesizes at ingestion — one schema-graded profile per en 0 Codex, OpenCode 1 443 tok
bramleyjl/notion-mcp Personal Notion MCP server with domain-specific tools for task management and workspace in 0 Claude Code 1 867 tok
kibarayhan/slikk Minimal MCP server that resolves Claude Code skill names to paths without bloating context 0 Claude Code 1 101 tok
diegokoes/tachy 0 Claude Code, GitHub Copilot 2 4,183 tok
Bov27/MCPkicad 0 Claude Code 1 9,320 tok
Ira-Ivaa/mcp-coffee 0 Claude Code 1 1,143 tok
shxiaj/everything-mcp MCP (Model Context Protocol) server for Everything — the lightning-fast Windows file searc 0 Codex, OpenCode 1 847 tok
kkawailab/kklab-mlit-dpf-mcp An unofficial MCP server for the Ministry of Land, Infrastructure, Transport and Tourism D 0 Claude Code 1 1,811 tok
NakanoSanku/msc-mcp 0 Codex, OpenCode 1 462 tok
F4bse-94/lai-n8n-mcp-smithery n8n-mcp.com A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you 0 Claude Code 9 2,343 tok
hamchowderr/vercel-mcp-template model-context-protocol-mcp-with-ver-rosy-ten.vercel.app 0 Claude Code 1 2,396 tok