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
StarShipI/modelmix Multi-model LLM comparison tool — 17 models, AI judge scoring, web UI + CLI + MCP plugin + 0 Claude Code, Codex, OpenCode 2 79 tok
legacyarchitects1/x-mcp-server 0 Claude Code 1 882 tok
coilyco-flight-deck/bluesky-mcp Authenticated read-only Bluesky MCP with a fixed, bounded AT Protocol tool surface. 0 Claude Code, Codex, OpenCode 3 650 tok
FixNPE/agentic-financial-advisor Multi-agent financial advisor: LangGraph agents over A2A, Alpha Vantage MCP market data, l 0 Claude Code 1 3,284 tok
lewisnsmith/screentime-mcp mcp for personal agents to track screentime 0 Claude Code 1 —
rickquant/vault-rag-mcp Local, read-only RAG over Markdown vaults through the Model Context Protocol 0 Claude Code 1 275 tok
raghavwahi/semdex-mcp-server A local MCP server that gives AI coding assistants structured, queryable intelligence abou 0 Claude Code 14 1,569 tok
CoReason-AI/coreason-mcp-registry A community driven registry service for Model Context Protocol (MCP) servers. 0 Claude Code, GitHub Copilot 2 277 tok
timkeeeeeen/change-signal Source-backed product intelligence from normalized documentation changes, with web, CLI, A 0 Claude Code, Codex, OpenCode 11 2,864 tok
edgemoorlf/boardroom-agents Python multi-agent board-records assistant with a governance agent that judges every answe 0 Claude Code 2 2,969 tok
shaumikp26/MCPSalesforce 0 Claude Code 1 2,378 tok
emaitchess/refd refd.ai Open-source AI Search Monitoring 0 Claude Code, Codex, OpenCode 2 19,188 tok
Bgenc48/arc-ledger-mcp # Arc & Ledger Tax Tools Free, read-only tax calculators and explainers built by an Enrol 0 Claude Code 1 1,615 tok
elliotjames-paschal/bellwether-platform Bellwether prediction markets research platform - Stanford GSB / Hoover Institution 0 Claude Code 1 816 tok
ollo12-prog/recallchecker 0 Claude Code 1 892 tok
Focus-GTS/aep-mcp-server Open-source MCP server for Adobe Experience Platform, Journey Optimizer and Customer Journ 0 Claude Code 1 1,549 tok
Immersive-commons/ic-skills immersivecommons.com Agent skills, SDKs, and integration docs for Immersive Commons (immersivecommons.com) - Fl 0 Claude Code, Codex, Cursor, OpenCode 3 2,764 tok
lamont703/Project_InnerG_Complete_Agency project-inner-g-complete-agency.vercel.app 0 Claude Code 11 13,918 tok
elvismusli/onlyharness onlyharness.com Friendly hub for forkable AI-agent harnesses 0 Claude Code, Codex, OpenCode 2 6,156 tok
Political-Comms/political-comms-sdk 0 Claude Code, Codex, OpenCode 2 329 tok
thechrisgrey/thechrisgrey Personal Website 0 Claude Code, Codex, OpenCode 2 11,558 tok
forgesworn/402-mcp 402.pub 402 client MCP - AI agents discover, pay for, and consume L402 + x402 APIs 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,270 tok
mailverdict/mailverdict api.mailverdict.dev Keyless email intelligence API: disposable/burner detection, role accounts, free providers 0 Claude Code 1 972 tok
Fibrous-Finance/fibx docs.fibrous.finance DeFi CLI and MCP server for Base, HyperEVM and Monad — powered by Fibrous 0 Claude Code 1 1,922 tok
pareelamre/analyzing-llm-rationale Analyzing rationale of LLMs generated to answer forecasting questions from Metaculus 0 Claude Code, Codex, OpenCode 13 1,934 tok
Bigred97/aemo-mcp pypi.org Query the Australian Energy Market Operator (AEMO) NEM in plain English from Claude or any 0 Claude Code 4 2,949 tok
marian-kamenistak/elc-partnership-builder engineeringleaders.io MCP server: build and price an Engineering Leaders Community partnership from your AI assi 0 Claude Code 1 928 tok
3esign/psychosynth psychosynth.vercel.app 0 Claude Code, Codex, OpenCode 2 345 tok
7mza/geolocation-mcp hub.docker.com fast and up to date geolocation data for LLMs 0 Claude Code 1 464 tok
A1-x-Tech/mcp-google-contacts MCP server for Google Contacts (People API) — search, read, create, update and delete cont 0 Claude Code 1 2,436 tok
A1-x-Tech/mcp-google-search-console t.me MCP server for Google Search Console — analyze search performance, inspect URL indexing an 0 Claude Code 1 2,147 tok
AntonChuraev99/AiChecklists 0 Claude Code 1 6,821 tok
ChiragBachani/context-autopilot context-autopilot.vercel.app 0 Claude Code 1 519 tok
ConvergentMethods/arezzo Deterministic compiler for Google Docs API operations 0 Claude Code 1 2,857 tok
CorantGmbH/mcp-airq MCP server for access to air-Q devices in the local network 0 Claude Code 1 1,218 tok
CorantGmbH/mcp-airq-cloud MCP server for air-Q Cloud API — access air quality data from anywhere 0 Claude Code 2 973 tok
DrBaher/supstack-cli supstack.me Evidence-based supplement intelligence as a CLI and MCP server. A thin client over the pub 0 Claude Code 1 977 tok
GhostlyGawd/engineering-board ghostlygawd.github.io Claude Code plugin: autonomous engineering board management — routes findings, validates e 0 Claude Code, Codex, OpenCode 2 555 tok
OptimNow/ai-pricing-hub-mcp MCP server version of AI Pricing Hub. Compare LLM pricing and cloud compute instance prici 0 Claude Code, Codex, OpenCode 2 7,369 tok
TIMPSs/timps npmjs.com The AI memory layer with 17 intelligence tools — catches contradictions, predicts burnout, 0 Claude Code, Codex, OpenCode 2 24,407 tok
TweedBeetle/dependency-fitness-mcp npm dependency-fitness verifier MCP — cross-validated deprecated/yanked/superseded + safe 0 Claude Code 2 862 tok
US1929/switchai switchai.it AI agent for Italian energy tariff comparison. Analyzes utility bills, compares 44+ offe 0 Claude Code 1 1,779 tok
Un3x/ai-success-story ai-success-story-20f19ed7769b.herokuapp.com First-person AI war-stories from real coding sessions, queryable by other AI agents via MC 0 Claude Code, Codex, OpenCode 2 3,315 tok
UnbearableDev/docker-compose-audit apify.com MCP server that audits docker-compose.yml for security misconfigurations. 25 checks across 0 Claude Code, Codex, OpenCode 2 6,202 tok
UnbearableDev/dockerfile-audit apify.com Hadolint-grade Dockerfile audit as an MCP server. 18 checks across 5 categories with line 0 Claude Code, Codex, OpenCode 2 6,202 tok
UnbearableDev/github-actions-audit apify.com MCP server auditing .github/workflows/*.yml for supply-chain risks: script injection, leak 0 Claude Code, Codex, OpenCode 2 6,202 tok
UnbearableDev/hu-postcode-validator apify.com MCP server validating Hungarian postal codes and addresses. Powered by official Magyar Pos 0 Claude Code, Codex, OpenCode 2 6,202 tok
UnbearableDev/k8s-manifest-audit apify.com MCP server: static security audit of Kubernetes manifests via kube-linter. 63 checks acros 0 Claude Code, Codex, OpenCode 2 6,202 tok
adelaidasofia/rescuetime-mcp diazroa.com RescueTime MCP server for Claude Code. Pull productivity data (daily summary, top apps, ca 0 Claude Code 1 442 tok
agentlux/agentlux-docs Public docs, trust artifacts, and reference materials for AgentLux 0 Claude Code 1 30 tok