How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
mohitbadwal/ringback Let your AI agent call your phone and talk to you — MCP servers for live, interruptible vo 21 Claude Code 2
nsoybean/switchboard nsoybean.github.io Parallel coding agent workspace with native terminals and git worktrees. 21 Claude Code, Codex, OpenCode 10 571 tok
CE0Alex/skill-hunter Agent skill to analyze a repo and recommend a best-fit skill stack with verified sources 21 Codex, OpenCode 1 361 tok
Akabane71/dify-workflow-cli A Dify-WorkFlow-CLI tool for AI use 21 Codex, OpenCode 1 722 tok
docsector/docsector-reader docsector.com A documentation rendering engine built with Vue 3, Quasar v2 and Vite with AI features. 21 Claude Code, GitHub Copilot 3 94 tok
RFingAdam/mcp-cst-studio MCP server for CST Studio Suite — antenna design, RF simulation, and PCB layout 21 Claude Code 1 1,409 tok
wakehacker/wake-ai AI orchestration framework for structured multi-step workflows with validation - build rel 21 Claude Code 1 2,045 tok
ashaychangwani/imprint Record a browser workflow once, get a deterministic MCP tool your AI agent can call. Zero 21 Claude Code, Codex, OpenCode 12 2,494 tok
jentic/jentic-api-scorecard jentic.com Score any OpenAPI document for AI-readiness. Command-line tool, GitHub Action and agent sk 21 Claude Code 9
AllenMaxi/ContextGraph Shared memory bus for MCP-compatible agents with permissions, subscriptions, and optional 21 Claude Code 1 538 tok
DearLicy/cursor-studio akucb.com Local-first Windows control center for Cursor: manage AI providers, balances, usage and co 21 GitHub Copilot 1 176 tok
kevinlin/spec-coding-mcp An MCP server that brings AI spec-driven development workflow to any AI-powered IDE beside 21 Claude Code, Codex, OpenCode 3 872 tok
FlechetteLabs/Tollbooth flechettelabs.com A transparent proxy system for inspecting, debugging, and modifying any traffic from the a 21 Claude Code 1 1,086 tok
HeroSizy/cucumberstudio-mcp MCP Server for Cucumber Studio 21 Claude Code 1 1,595 tok
silvrblt/legal-case-research Research report on retrieving similar cases for specified case types | Comprehensive resea 21 Codex, OpenCode 1 1,908 tok
lh123aa/bwvi-design Agent-native design decision protocol. CLI + MCP Server, giving AI Agents structured desig 21 Codex, OpenCode 1 3,862 tok
keurcien/auxilia A lightweight web MCP client designed to host your MCP-powered AI assistants. auxilia is d 21 Claude Code 1 7,246 tok
TideSurf/core tidesurf.org Connect Chromium to LLM agents via token-efficient DOM compression. 50-200 tokens per page 21 Claude Code, Codex, OpenCode 2 1,167 tok
aidyou/chatspeed chatspeed.aidyou.ai An AI chat proxy with universal tool access, protocol conversion, load balancing, key isol 21 Codex, OpenCode 1 1,169 tok
acoyfellow/unsurf unsurf.coey.dev Turn any website into a typed API 21 Codex, OpenCode 1 610 tok
YD811/potbot-v2 potbot.fun PotBot v2 - Group trading vaults on Solana. Collective POT management, governance, DeFi yi 21 Claude Code 1 1,139 tok
ai-debugger-inc/aidb ai-debugger.com A language-agnostic debugging interface for AI agents. 21 Claude Code 18 1,596 tok
eigenbau/mcp-snomed-ct MCP server for SNOMED CT concept lookup via any FHIR R4 terminology server 21 Claude Code 1 896 tok
Coding-Meet/Library-Insight coding-meet.github.io API Explorer & MCP Server for Java, Kotlin & KMP. Analyze JARs, AARs, KLibs, Maven depende 21 Claude Code, Codex 1
treasure-data/td-skills Treasure Data Skills for Claude Code 21 Claude Code 1 1,901 tok
SergeyTeplyakov/BinlogInsights MSBuild binary log analysis tools with MCP server for AI-assisted build investigation 21 GitHub Copilot 2 878 tok
getsentry/sentry-agent-skills 21 Codex, OpenCode 1 1,546 tok
JungleM0nkey/apehost-mikrotik-controller Mikrotik RouterOS dashboard with built-in AI assistant, analytics and network map. Support 21 Claude Code 1 3,836 tok
microhustlestack/cerebro-skill CEREBRO Strategic Intelligence Engine — scan, analyze, and connect knowledge across markdo 21 Claude Code 1 378 tok
chameleonbr/skills_mcp_server FastAPI Skills manager to use with MCP capable agents 21 Claude Code 1 958 tok
Yunii226/ClaudeTeach 21 Claude Code 5 1,186 tok
manthanpatelll/claude-code-starter A clean, copy-paste .claude/ setup for Claude Code. Hooks, skills, agents, rules, plugins, 21 Claude Code 13 394 tok
aliengiraffe/spotdb Give your agents a secure, containerized SQL sandbox with MCP or API access enabled with D 21 Claude Code 1 349 tok
cockroachlabs/cockroachdb-skills Structured operational skills for CockroachDB spanning onboarding, development, performanc 21 Claude Code 1 2,401 tok
ArthurVardevanyan/HomeLab arthurvardevanyan.com HomeLab Server & Desktop Configuration 21 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,924 tok
preset-io/agor-teammate Agent operating framework for Agor - inspired by OpenClaw 21 Claude Code, Codex, OpenCode 2 1,160 tok
flutydeer/ds-editor-lite 21 Claude Code, Codex, OpenCode 7 2,112 tok
frogobox/frogo-sdk frogobox.github.io Frogo SDK - SDK Core for Easy Development Support AI Agent Skill 21 Claude Code, Codex, OpenCode 3 1,381 tok
eason-dev/easonchang.com-next easonchang.com Eason Chang's brand new personal blog 21 Claude Code, Codex, OpenCode 4 1,504 tok
asyncswap/solidity-language-server solidity-language-server-docs.pages.dev A fast Solidity language server powered by solc and foundry. 21 Codex, OpenCode 1 3,184 tok
nyaoouo/NyLib2 21 Codex, OpenCode 1 5,878 tok
Dicklesworthstone/frankenpandas Memory-safe, clean-room Rust reimplementation of pandas with packetized conformance gates, 21 Codex, OpenCode 1 8,500 tok
yourtablecloth/TableClothCatalog Tablecloth catalog 21 Claude Code 1
OneSignal/onesignal-python-api 21 Claude Code, Codex, OpenCode 2 799 tok
chhuax/praxis-devos 21 Claude Code, Codex, OpenCode 2 2,009 tok
adesutherland/CREXX REXX Language implementation 21 Codex, Gemini CLI, OpenCode 2 2,984 tok
mindverse/second-me-skills 21 Claude Code 10 787 tok
Tshah-95/vean vean — the agent-native video editing core: a typed document, edit algebra, and diagnostic 21 Claude Code, Codex, OpenCode 6 6,378 tok
mathruffian-dot/gem-to-agent-kit Turn any AI agent into an upgrade consultant, upgrading Google Gemini's Gems into Agent wo 21 Codex, OpenCode 1 710 tok
AbhiK189/interview-prep-template A compounding, AI-agent-maintained interview-prep wiki. Three-layer context-engineering te 21 Claude Code, Codex, OpenCode 2 8,958 tok