How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
OWASP/Agent-Security-Regression-Harness owasp.community Executable security regression testing for agentic applications and MCP-integrated systems 56 Codex, OpenCode 1 927 tok
Rtur2003/Claude-Code-Promts-Skills hasan-arthur-altuntas.xyz Production-ready prompt library for Claude coding agents. APEI methodology, ~35 specialist 56 Claude Code, Codex, OpenCode 8 4,954 tok
costiash/claude-code-docs costiash.github.io Always-current official Claude docs inside Claude Code. A 3 MB metadata plugin: live on-de 56 Claude Code 1 1,279 tok
sanmak/specops Make your AI agent think before it codes. 56 Claude Code 15 1,576 tok
acoyfellow/cloudbox cloudbox.coey.dev Durable Cloudflare computers for agents: run repos, steer live workspaces, verify results, 56 Codex, OpenCode 1 670 tok
BeWaterMyFriend7/SKILL-PROJECT A collection of agent skills developed personally and excellent skills gathered online. Dr 56 Codex, OpenCode 8 —
SpartanLabsXyz/simmer-sdk simmer.markets Prediction market harness for AI agents — skills, MCP server, and Python SDK 56 Codex, OpenCode 1 799 tok
smhjw/qbitremote 56 Codex, OpenCode 1 731 tok
erayendes/app-store-connect-mcp npmjs.com Heimdall — MCP server for the Apple App Store Connect API and App Store Server API (StoreK 56 Claude Code, Codex, OpenCode 2 1,712 tok
himkt/cafleet himkt.dev 🛰️ Coding Agent Fleet (cafleet) is a coding agent orchestrator for multi-agents collabora 56 Claude Code 6 233 tok
zcweah1981/awesome-hermes-agent-zh hermes-zh.com Hermes Agent Chinese site — a Chinese practical starting point: onboarding paths, domestic 56 Claude Code, Codex, OpenCode 2 4,655 tok
aws-samples/sample-agent-skills-for-builders A curated collection of ready-to-use agent skills covering AWS development, security scann 56 Claude Code, Codex, OpenCode 2 1,303 tok
open-ace/open-ace open-ace.com Self-hosted enterprise AI workspace and governance platform 56 Claude Code 1 1,588 tok
ralforion/orionbelt-analytics ralforion.com Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHous 56 Claude Code, Codex, OpenCode 2 2,074 tok
Riley-Coyote/mnemos Living Memory Architecture for Autonomous AI Agents — MCP server with typed connections, b 56 Claude Code 1 1,268 tok
yupoet/aurumq-rl RL stock selection for China A-share — bundled polars-native factor library (105 Alpha101 56 Claude Code, Codex, OpenCode 2 4,000 tok
alphaonedev/ai-memory-mcp alphaonedev.github.io Persistent memory for any AI — MCP server, HTTP API, CLI. Works with Claude, ChatGPT, Grok 56 Claude Code 1 —
hook-365/adsb-3d Real-time and historical 3D visualization of ADS-B aircraft data with 7 visual themes, min 56 Claude Code 1 4,282 tok
auth0/agent-skills Auth0 Agent Skills 56 Claude Code, Codex, OpenCode 2 1,869 tok
kaeawc/auto-mobile kaeawc.github.io Mobile automation suite of tools including an MCP and libraries for test authoring & execu 56 Claude Code, Codex, OpenCode 20 11,890 tok
belos-street/stock-analytics-skill Stock Analytics Skill is an LLM-based stock market analysis skill set built for individual 56 Claude Code, Codex 27 —
jpcaparas/skills My curated agent skills 56 Claude Code, Codex, OpenCode 7 1,735 tok
gridaco/nothing nothing.graphics A 2D graphics engine. 56 Claude Code, Codex, OpenCode 18 3,479 tok
Algorithmiq/monoprop docs.monoprop.algorithmiq.tech Because your operators deserve to propagate at escape velocity 56 Claude Code, Codex, GitHub Copilot, OpenCode 3 946 tok
weather-mcp/weather-mcp npmjs.com Free, open-source MCP server giving AI assistants 17 weather tools — a one-call weather su 56 Claude Code, GitHub Copilot 2 15,105 tok
gabrielekarra/mcp-anything One command to turn any codebase into an MCP server 56 Claude Code 1 6,612 tok
superbasedapp/observer superbased.app Track what every AI coding agent costs and see the limit coming. Per-session, per-model co 56 Claude Code 1 —
HaseebKhalid1507/SynapsCLI A terminal-native AI agent runtime built in Rust. Interactive chat, parallel agent orchest 56 Codex, OpenCode 1 15,996 tok
oak-invest/kiso oak-invest.github.io Publishing engine and MCP server for Open Knowledge Format (OKF) 56 Codex, GitHub Copilot, OpenCode 2 1,600 tok
Yupcha/memXT yupcha.github.io MemXT is a Local long-term memory for Claude Code & coding agents. 100% local 56 Claude Code, Codex, OpenCode 1 379 tok
fenjo26/OpenGSC opengsc.org Self-hosted Google Search Console dashboard — rank tracking, keyword research, AI-visibili 56 Claude Code, Codex, OpenCode 10 79 tok
cuzfrog/module-gates controls the entropy of the codebase by enforcing code module boundaries. 56 Claude Code 1 1,276 tok
Vrooli/Vrooli vrooli.com Open-source, self-improving autonomous agent swarm🐇 56 Claude Code, Codex, Gemini CLI, OpenCode 3 2,260 tok
aghub-app/akproxy akproxy.akr.moe Connect existing Codex, Claude, Gemini, Kimi, Grok, and Devin subscriptions to programming 56 Claude Code, Codex, OpenCode 6 818 tok
N0zoM1z0/th08 rea.tools Source reconstruction of 東方永夜抄 ~ Imperishable Night 1.00d 55 Codex, OpenCode 6 1,296 tok
tyxben/roboot Personal AI agent hub on macOS — iTerm2 sessions, voice, web console, Telegram, Cloudflare 55 Claude Code 1 8,216 tok
fanfan-de/anybox An AI Agent product, essentially an opencode version of Codex with an Obsidian-style UX, d 55 Codex 12 —
Synthesys-Lab/agentize AI-powered SDK for Software Development 55 Claude Code, Codex, OpenCode 6 723 tok
notdp/worktree.sh Provide an out-of-the-box isolated environment for your codex/claude code. 55 Codex, OpenCode 1 586 tok
perki/backloop.dev backloop.dev Loopback domain and SSL certs to serve https:// content from localhost 55 Codex, OpenCode 1 4,101 tok
Nextron-Labs/surface-watch surface-watch monitors the authorized external attack surface of an organization over time 55 Codex, OpenCode 1 3,196 tok
8ddieHu0314/Skill-Lab skill-lab.dev Agent Skills Evaluation Framework 55 Claude Code 1 3,027 tok
wheattoast11/openrouter-deep-research-mcp terminals.tech A multi-agent research MCP server + mini client adapter - orchestrates a net of async agen 55 Claude Code, Codex, OpenCode 14 9,214 tok
ThisIsSadeghi/KMPilot proandroiddev.com Turn Claude Code into a design-first Kotlin Multiplatform pipeline — an Android + iOS feat 55 Claude Code 4 1,015 tok
Aanerud/MCP-Microsoft-Office an local MCP server you can run on your env, connecting you to Microsoft Graph, and the co 55 Claude Code 1 911 tok
mykola-kichatov/android-clean-template It's a typical list-detail app. Simple Android app template utilizing Jetpack Compose, sui 55 Claude Code, Codex, OpenCode 2 4,960 tok
ThinkEx-OSS/thinkex thinkex.app Study and research, grounded in your sources 55 Codex, OpenCode 1 166 tok
solygambas/python-openai-projects 13 projects using ChatGPT API, Whisper, Embeddings, and DALL-E with Python. 55 GitHub Copilot 1 32 tok
traitecoevo/plant traitecoevo.github.io Trait-Driven Models of Ecology and Evolution :evergreen_tree: 55 Claude Code 4 —
defog-ai/defog Python library for accessing Defog.ai 55 Claude Code 1 607 tok