How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
Edu963/ocultar An enterprise-grade Zero-Egress AI Gateway and PII Redaction Engine. Securely sanitizes se 0 Claude Code 3 2,935 tok
DaJo-Code/midnight-nextjs-mcp npmjs.com Midnight MCP server giving AI assistants access to Midnight blockchain — search contracts, 0 Claude Code 2 1,804 tok
GhostlyGawd/codeweb ghostlygawd.github.io Your agents break less code and burn fewer tokens — deterministic call/import graph + 27 M 0 Claude Code 4 226 tok
velesan/mcp-server 0 Claude Code 1 2,205 tok
Gomess8/API 0 Claude Code 1 930 tok
HarleyCoops/WorkspaceAlberta warreandvavasour.com CanadaBuys connector for small business and enterprise. The world might be going to war bu 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,565 tok
Hashi-Kazu/ai-test-process-mcp AI-assisted test process MCP server (Phase 1: ISO/IEC/IEEE 29119-3 test plan draft generat 0 Claude Code, Codex, OpenCode 5 1,360 tok
HelgDemidov/refigure Converters where figures survive. DOCX/XLSX to Markdown via native OOXML chart data: real 0 Claude Code 4
HiroyukiFuruno/katana-markdown-linter A fast, markdownlint-compatible Markdown linter library written in Rust. Provides programm 0 Claude Code, Codex, OpenCode 5 91 tok
HrishiKabra/voting-mcp MCP server exposing principled social-choice aggregation rules + a benchmark measuring the 0 Claude Code 1 2,115 tok
HypnoLabs-io/agentchurch-mcp MCP server for Agent Church - spiritual services for AI agents 0 Claude Code 1 2,253 tok
Jack-mi/vibelawyer 0 Claude Code 1 617 tok
Jarvis-27/mcp-db-agent 0 Claude Code, Codex, OpenCode 2 5,029 tok
Jhackman2019/codebase-context-mcp Claude Codebase Context 0 Claude Code 1 1,253 tok
Jmeg8r/mcp-astgl-knowledge MCP server for searching and citing ASTGL articles about MCP servers, local AI, and AI aut 0 Claude Code 4 12,215 tok
JonJam/accuweather-mcp MCP server providing weather tools with data sourced from AccuWeather. 0 Claude Code, Codex, OpenCode 2 1,108 tok
Kind-ling/twig Twig — MCP tool description optimizer. Agents choose you or they dont. Twig makes them cho 0 Claude Code 9 2,064 tok
Kinnectd/a2me-mcp-server 0 Claude Code, GitHub Copilot 2 867 tok
KmOnBeIbI31/verifactu-mcp Servidor MCP para integrar VeriFactu (AEAT) con Claude Code y Cursor. Permite generar, enc 0 Claude Code 1 1,565 tok
LanceRoylo/neverranked AI-native SEO & AEO agency. Marketing site, audit methodology, and the first proof-of-prac 0 Claude Code 1 1,329 tok
LembaGang/headless-oracle-v5 Ed25519-signed market status oracle for RWA liquidation bots. Prevents bad debt by cryptog 0 Claude Code, Codex, OpenCode 3 14,872 tok
MCP-Hive/mcp-hive-proxy MCP-Hive Proxy is an MCP Server entry-point which acts as a gateway to Paid MCP servers in 0 Claude Code 1 6 tok
MGM-FALCON/quelllm-mcp quelllm.fr MCP server for quelllm.fr — 250+ open-weights LLM catalog. Tools: list/compare/estimate VR 0 Claude Code 1 289 tok
Mahesvannan/tx402 Give it a transaction ID, get back a sentence a human can read — plus clean structured fie 0 Claude Code 2 3,162 tok
MinaProtocol/mina-mcp-server MCP (Model Context Protocol) server for Mina Protocol — query accounts, blocks, zkApps, tr 0 Claude Code 1
MintwareDevelopers/Mintware-Beta mintware-beta.vercel.app MintWare’s attribution engine for tracking on-chain activity—swaps, bridges, referrals, an 0 Claude Code, Codex, Gemini CLI 8 2,048 tok
Modellix/modellix-agent-canvas Modellix Agent Canvas 0 Claude Code 3
MongLong0214/stock-ai-newsletter stockmatrix.co.kr Newsletter service that emails daily AI stock analyses 0 Claude Code, Codex 3
NANDI-Services/proxmox-mcp mcp-marketplace.io Open source MCP server for Proxmox VE. Automate, monitor, and operate clusters, VMs, and c 0 Claude Code, Codex, OpenCode 2 5,229 tok
NanaGyamfiPrempeh30/k8s-troubleshoot-mcp 0 Claude Code 1 1,230 tok
NeousAxis/ai-visionary ai-visionary-tau.vercel.app 0 Claude Code, Codex, OpenCode 2 11,277 tok
NeuralNexusNote/n3mcmcp-lite N3MC-MCPServer Lite 0 Claude Code 1
NexQL-OSS/mcp nexql-mcp.astrx.dev NexQL MCP server for AI sapiens and AI agents to safely read and understand your data mode 0 Claude Code, Codex 4 923 tok
Nuruvala/grok-build-to-claude npmjs.com MCP stdio server exposing the Grok Build CLI as tools for Claude Code, Cursor, and any oth 0 Claude Code 1 10,886 tok
PeterPirog/mcp-light-memory Lightweight local-first persistent memory for coding agents and MCP clients. 0 Claude Code, Codex, OpenCode 6 248 tok
Rajveerx11/gfi-scout MCP for Finding Good First Issues for open-source contributions 0 Claude Code 1 1,712 tok
Ric-Lavers/electron.dance electron-weld.vercel.app 0 Claude Code 1
Richard-Ewing/servers modelcontextprotocol.io Model Context Protocol Servers 0 Claude Code 1 953 tok
RichardLemmon/AgentTeam A reusable AI software development team built on MCP. 13 specialized agents collaborate th 0 Claude Code 1 241 tok
RooneyTech/dendro-react dendroreact.com React/React Native codebase analysis for AI agents — 36 free MCP tools, local-only 0 Claude Code 1 897 tok
RubenGlez/devicecloud-mcp npmjs.com MCP server that exposes DeviceCloud as tools for MCP-aware assistants — list uploads, chec 0 Claude Code, Codex, OpenCode 2 1,007 tok
SBolivarLoL/clover-mcp-server My MCP server implementation for clover 0 Claude Code 1 1,921 tok
STR-Consulting/mcp Pacer MCP server 0 Claude Code 3 2,533 tok
Saidiibrahim/search-papers search-papers.com Empower your agents to search, analyse, and explore academic papers from arXiv autonomouly 0 Claude Code 5 960 tok
SamYatesSmith/Tru8 trueight.com Evidence research infrastructure. Decomposes claims, retrieves source-traced evidence from 0 Claude Code 9
hadriangateway/platter Your computer served on a platter. Read, Write, Edit, Bash, Glob, and Grep as an MCP serve 0 Claude Code 1 645 tok
SharpLu/ko-mcp Connect any AI agent to 120M+ source-traced SEC filings — MCP server, Python/TypeScript SD 0 Claude Code, Codex, OpenCode 3 4,477 tok
globalion/browser-mcp browser.regiq.in Hosted Chrome as an MCP skill. Navigate/click/type/snapshot for any agent. Encrypted crede 0 Claude Code 1 523 tok
globalion/cron-mcp Cron-as-a-service MCP. Schedule any prompt on any cron expression; when it fires we POST t 0 Claude Code 1 733 tok
globalion/docs-mcp Drop any Word/Excel/PDF/PowerPoint into a vector RAG store. Vision extraction, page citati 0 Claude Code 1 922 tok