How real projects configure their agents

32,552 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
avansaber/tailtest tailtest.com tailtest auto-generates and runs tests for every file your AI agent edits in Claude Code. 12 Claude Code 1 7,383 tok
Jinchen-Yang/diansai-skill NUEDC car electronic control design agent · Claude Code-driven gated pipeline: problem ana 12 Claude Code 1 1,361 tok
itallstartedwithaidea/MiniAgent googleadsagent.ai The Cowork Agent for Everything — trainable advertising AI + 14 platform MCP servers + age 12 Claude Code 1 438 tok
JosieBot26/prospector-mcp-email-finder Free B2B email finder & verification MCP server. Find, verify, and enrich business emails 12 Claude Code 1 703 tok
microsoft/entrabot microsoft.github.io Give a device-local AI agent its own Microsoft Entra identity. Reference implementation fo 12 Claude Code, Codex, OpenCode 7 5,556 tok
cyanheads/secedgar-mcp-server npmjs.com Query SEC EDGAR filings, XBRL financials, and company data via MCP. STDIO or Streamable HT 12 Claude Code, Codex, OpenCode 2 87,938 tok
hannsxpeter/scriveno Spec-driven creative writing, publishing, and translation pipeline for AI coding agents. F 12 Claude Code, Codex, OpenCode 2 7,989 tok
AmElmo/loadout One app to manage MCPs, skills, rules, hooks, subagents and plugins across Claude, Codex, 12 Claude Code 1 1,780 tok
hyhmrright/market-sages 13 legendary investors analyzing stocks for you — Buffett to Taleb. Real-time data via web 12 Claude Code, Codex, Gemini CLI, OpenCode 3 1,689 tok
6uclz1/ableton-cli Python CLI to control and inspect Ableton Live via a local Remote Script. 12 Claude Code, Codex, Cursor, OpenCode 3 2,160 tok
ariadoss/superskills hyperion360.com Curated AI skills pack for Claude Code, Codex, Cursor, OpenCode, etc. TDD, debugging, secu 12 Claude Code, Codex, OpenCode 2 3,955 tok
Cars-10/windchill-mcp-server Test bed for a MCP server for Windchill. Running in Docker 12 Claude Code 1 3,808 tok
marianfoo/sap-api-policy-skill Agent skill (npx skills) for evidence-based SAP API Policy alignment assessments — sourced 12 Claude Code, Codex, OpenCode 2 1,357 tok
Vasallo94/obsidian-mcp-server Vault-native MCP server for Obsidian: let Codex, Claude Code, Hermes, and other agents rea 12 Claude Code, Codex, GitHub Copilot, OpenCode 11 4,340 tok
andrewii23/ii23-skills Agent Skills for Claude Code — video understanding (grid-packed frames + transcript, ~7x c 12 Claude Code 1 400 tok
sandraschi/robotics-mcp MCP 3.1 server + Webapp. Yahboom, Dreame, Tdrone, Noetix Bumi collab with shared LIDAR map 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 9 795 tok
ifokeev/airbrowser-mcp ifokeev.github.io Undetectable Chrome for AI agents, web scraping, and automation. REST API + MCP server + V 12 Claude Code, Codex, OpenCode 5 2,665 tok
serkanhaslak/meta-mcp Comprehensive Meta Ads MCP Server — 77 tools for full campaign lifecycle management 12 Claude Code 2 1,724 tok
leolilley/mailcow_mcp 12 Claude Code 1 1,373 tok
duc01226/EasyPlatform 12 Claude Code, Codex, OpenCode 13 4,338 tok
vladolaru/claude-code-codex-bridge Automatically bridge your local Claude Code setup into Codex so both stay equally effectiv 12 Claude Code, Codex, OpenCode 2 2,842 tok
PIXARTSeu/Synapse Self-improving AI brain for Claude Code & Desktop — 28 MCP tools, 253 skills, collective m 12 Claude Code, Codex, OpenCode 2 7,498 tok
Foysal50x/skills Opinionated Laravel engineering skills for AI coding agents. 12 Claude Code, Codex, OpenCode 2 2,321 tok
StringNLPLAB/FlexSQL FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents 12 Claude Code 1 —
strikersam/autonomous-ai-agency autonomous-ai-agency.strikersam.workers.dev An AI-powered workforce platform that executes multi-agent tasks with automatic provider f 12 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 41 8,821 tok
malkreide/swisstopo-mcp MCP server for Swiss federal geodata (Swisstopo APIs) — 13 tools for geocoding, height, ST 12 Claude Code 3 4,831 tok
muchiny/bridge-mcp MCP server for secure SSH remote management — 337 tools across 74 groups for DevOps, Docke 12 Claude Code 1 908 tok
Looted/kibi looted.github.io Kibi is a requirement-conformance layer for AI coding agents that keeps product intent con 12 Claude Code, Codex, GitHub Copilot, OpenCode 10 2,614 tok
amichail-1/Orbination-AI-Desktop-Vision-Control Give AI assistants eyes and hands. Native Windows MCP server — UIAutomation, OCR with dark 12 Claude Code 1 642 tok
smbcloudXYZ/smbcloud-cli docs.smbcloud.xyz smbCloud is a headless-first cloud platform. 12 Claude Code, Codex, GitHub Copilot, OpenCode 15 1,626 tok
shrec/AIWorkHub shrec.github.io Open-source, local-first control plane for multi-model AI coding agents in VS Code and MCP 12 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,270 tok
lonetis/agentor Self-hosted alternative to Claude Code Web, Codex in the Cloud, and similar managed agent 12 Claude Code 1 5,573 tok
nhype/owa-exchange-mcp 12 Claude Code 1 631 tok
VeryMath/co-mathematician Co-mathematician project for collaborative AI-assisted mathematical research. 12 Claude Code, Codex, OpenCode 9 2,327 tok
seiji/inoreader-mcp-server 12 Claude Code, Codex, OpenCode 3 766 tok
qdonnars/ohmywind ohmywind.fr MCP server + web app for sailing passage planning, worldwide: per-leg ETA, 1-5 complexity 12 Claude Code 1 1,916 tok
chinkan/RustFox Your own local AI assistant on Telegram — Rust, sandbox, schedule, MCP, persistent memory. 12 Claude Code 1 4,224 tok
cyanheads/eur-lex-mcp-server npmjs.com Search EU legislation, CJEU case law, and treaties; traverse the CELLAR relationship graph 12 Claude Code, Codex, OpenCode 2 18,410 tok
openma-ai/backchat backchat.openma.ai Local-first desktop workspace for ACP agents—DeepSeek Harness, Claude Code, Codex, Gemini 12 Claude Code, Codex, OpenCode 2 1,014 tok
kopp0510/claude-dd Portable Claude Code profile — 8-step dev loop, CLAUDE.md pre-commit gate, zero-hallucinat 12 Claude Code 1 14,125 tok
FavioVazquez/mollify Deterministic codebase intelligence for Python 12 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 40 4,352 tok
Lex6won/vibecode-checker A first-line security linter for quickly AI-generated code, checking it against South Kore 12 Claude Code 1 —
guardianer9-debug/cst-studio-orchestrator-mcp Unified MCP automation layer for CST Studio Suite antennas, RF/EM, PCB/SI, schematics, and 12 Claude Code 1 1,414 tok
Pantani/ableton-mind pantani.xyz Definitive MCP server for Ableton Live — full LOM coverage, embedded device knowledge base 12 Claude Code, Codex, OpenCode 32 4,391 tok
Sounio-lang/sounio souniolang.org An epistemic systems language for scientific computing — uncertainty, units and effects, w 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 5,232 tok
iuliandita/skills iuliandita.com Task skills for coding agents, from Kubernetes to code review. Install only the ones you n 12 Claude Code, Codex, OpenCode 2 809 tok
Maksim-Burtsev/simple-man Cut the chatter. Keep the work. A measured communication policy for coding agents: −32% ou 12 Claude Code, Codex, Gemini CLI, OpenCode 3 1,368 tok
dpesch/mantisbt-mcp-server codeberg.org Mirror of codeberg.org/dpesch/mantisbt-mcp-server — issues and PRs not monitored 12 Claude Code 1 794 tok
dithiothreitol/jdg-ksiegowy AI Asystent Księgowy dla JDG (Polska) — faktury, KSeF 2.0, JPK_V7M/EWP, ZUS, ryczałt. Open 12 Claude Code 1 1,603 tok
zilet/cairn codespaces.new Self-hosted wellness OS. A coaching team reads your labs, lifting, running, food and sleep 12 Claude Code, Codex, OpenCode 3 14,697 tok