How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
HappyDoggyAI/superui SuperUI is an agent-agnostic skill set for frontend UI workflows. It is not a single promp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 391 tok
roymondliao/samsara An agentic skills framework 1 Claude Code, Codex, OpenCode 3 335 tok
duongnguyen321/ag-skills duonguyen.site Agent Configuration Guide / Hướng Dẫn Cấu Hình Agent 1 Claude Code, Codex, GitHub Copilot, OpenCode 47 766 tok
imisic/claude-marketplace ivanmisic.net Claude Code plugin marketplace: senior-review role lenses, dev-workflow generators, anti-s 1 Claude Code, Codex, OpenCode 2 1,552 tok
Simidas/dsh-compat dshstack.online Inspect and compile Claude Code and Codex plugins into auditable DeepSeek Harness bundles. 1 Codex, OpenCode 1 456 tok
2xapi/2Xapi.com-GPT-image-MCP-Server GPT-image-MCP-Server 1 Codex, OpenCode 1 1,436 tok
wulusai2333/mimo-vision DeepSeek Harness (DSH) native plugin — describe_image tool: a vision bridge (image → mimo- 1 Codex, OpenCode 1 1,454 tok
zach-source/claude-mailbox MCP mailbox for cross-talk between concurrent Claude Code sessions — beads-backed presence 1 Claude Code, Codex, OpenCode 5 2,152 tok
Okam-AS/deckhand MCP server on a Mac that boots iOS simulators & Android emulators for any branch/PR and re 1 Claude Code, Codex, OpenCode 6 8,547 tok
coelhobugado/antigravity-browser-bridge Beta native Chrome and MCP bridge for Antigravity agents, built on Vercel agent-browser 1 Codex, OpenCode 1 2,259 tok
josephmcgarvey/runcloud-mcp-server An MCP server to interface with your Runcloud managed servers. 1 Claude Code, Codex, OpenCode 5 3,848 tok
xiaojiou176-open/fileman xiaojiou176-open.github.io Review-first local AI file organizer with dry-run apply, rollback, and agent-safe MCP. 1 Claude Code, Codex, OpenCode 2 1,954 tok
sandraschi/mastodon-mcp FastMCP Mastodon / ActivityPub client with SOTA webapp and a human-approved outbox for fle 1 Claude Code, Codex, OpenCode 2 505 tok
sandraschi/pdf-mcp FastMCP PDF intelligence: extract, manipulate, annotate, convert, validate, and LanceDB RA 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,765 tok
PyaePhyo-Win/mcp-note-app 1 Claude Code, Codex, OpenCode 11 1,363 tok
Dheerax/opencode_mcp 1 Codex, OpenCode 1 1,650 tok
Jonnyton/TinyAssets tinyassets.io TinyAssets is a global goals engine, host-run multiplayer daemon platform, and long-horizo 1 Claude Code, Codex, GitHub Copilot, OpenCode 29 5,143 tok
matuteiglesias/matias-context-mcp Read-only MCP gateway for governed context documents and producer manifests. 1 Codex, OpenCode 1 2,342 tok
xwamt/at-series-mcp-hub 1 Codex, OpenCode 1 4,931 tok
Inistate/inistate-mcp inistate.com Design, run, and audit business workflows from your AI agent — with confidence gating and 1 Codex, OpenCode 1 228 tok
duckling1169/valorant-mcp valorant-mcp.vercel.app Ask your AI about your last match: a self-hosted MCP server for VALORANT stats via HenrikD 1 Claude Code, Codex, OpenCode 2 243 tok
xenitV1/browseweave owl-app.com Secure local browser bridge and MCP server for AI clients 1 Codex, OpenCode 1 1,887 tok
HiDiHo01/frank-energie-mcp Standalone Model Context Protocol server for Frank Energie 1 Codex, OpenCode 1 5,158 tok
oyusypenko/rob-mcp MCP server + x402-paid API for Robinhood Chain tokenized stocks — agent-callable premium/d 1 Claude Code, Codex, OpenCode 12 6,813 tok
natureco-official/verdandi natureco.me Task-context compiler for AI coding agents — TypeScript AST retrieval, bounded source slic 1 Codex, OpenCode 1 2,042 tok
lgh112/ppt-design-mcp 1 Codex, OpenCode 1 353 tok
keta1930/icml2026-mcp keta1930.github.io MCP server for session-aware hybrid search over 6,341 ICML 2026 papers 1 Claude Code, Codex, OpenCode 2 977 tok
VedSoni-dev/primer An open learner record + MCP server. The memory layer for AI tutoring. 1 Claude Code, Codex, OpenCode 2 6,981 tok
simba87/iiko-mcp MCP server for iiko restaurant management system REST API 1 Codex, OpenCode 1 204 tok
qipeijun/swagger-docs-mcp qipeijun.github.io MCP Server connecting AI agents with real-time API documentation, allowing AI to directly 1 Claude Code, Codex, OpenCode 2 2,066 tok
plural-pinelabs/pinelabs-online-mcp The Pine Labs Online MCP Server implements the Model Context Protocol (MCP) to enable seam 1 Claude Code, Codex, GitHub Copilot, OpenCode 8 2,838 tok
anomalyarmor/agents AI skills and MCP server for AnomalyArmor data observability 1 Claude Code, Codex, OpenCode 2 959 tok
shigechika/gws-mcp developers.google.com MCP fork of Google Workspace CLI — exposes Drive, Gmail, Calendar, Sheets, Docs, Chat, Adm 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 6,546 tok
threadctx-dev/threadctx-mcp Shared memory MCP server for AI coding agents (Claude Code, Cursor). Free & local by defau 1 Claude Code, Codex, OpenCode 2 402 tok
slettmayer/geosphere-mcp-server MCP server for weather forecasts: GeoSphere Austria high-resolution data (AROME/INCA/C-LAE 1 Claude Code, Codex, OpenCode 2 2,172 tok
tantinlala/blossom-mcp Grow your own project plan! 1 Claude Code, Codex, OpenCode 2 1,592 tok
LusiyAvA/msaw Secure multi-host SSH workspace for AI agents via MCP 1 Codex, OpenCode 1 204 tok
Transmitt0r/mycelium Shared toolkit for personal-knowledge agent plugins: pluggable LLM/embedding providers, a 1 Codex, OpenCode 1 1,465 tok
sebastienrousseau/pain001-mcp pain001.com Generate & validate ISO 20022 pain.001 payment files from Claude Desktop, Cursor & other M 1 Codex, OpenCode 1 604 tok
shofer-dev/claude-code-slang-orchestrator shofer.dev A Claude Code plugin that runs provable, declarative multi-agent workflows: you describe t 1 Claude Code, Codex, OpenCode 2 1,187 tok
trinity-tick/trinity Trinity: A Triune Architecture for AGI Long-Term Memory 1 Codex, OpenCode 1 2,740 tok
vicentefelipechile/sourcemod-mcp 1 Codex, OpenCode 1 575 tok
Johnny-Z13/proofslip proofslip.ai Ephemeral verification for agent workflows. 24-hour receipts your agents check before they 1 Claude Code, Codex 4 1,608 tok
sovantica/engrava-mcp engrava.ai Model Context Protocol server for Engrava — expose an AI agent memory database to any MCP 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 4,145 tok
elicitly/elicitly elicitly.ai Elicitly Free Edition — human-in-the-loop for prompts and Agent Skills over MCP elicitatio 1 Claude Code, Codex, OpenCode 2 511 tok
dinglebear-ai/soma soma.dinglebear.ai Batteries-included RMCP runtime and scaffold for shipping Rust MCP servers with CLI/REST/H 1 Claude Code, Codex, Gemini CLI, OpenCode 4 6,471 tok
bobuilds/nexustoken-sdk The Internet of AI Agents — Python SDK and MCP server. 1 Codex, OpenCode 1 1,023 tok
Roop-World/LegalSearch Agent kit and MCP Registry metadata for Roop LegalSearch, a public Indian legal search MCP 1 Claude Code, Codex, Gemini CLI, OpenCode 3 303 tok
Tempguru-co/tempguru-agent-skills tempguru.co W-2 event staffing data for AI agents — coverage, rates, lead times, and compliance for 30 1 Codex, Gemini CLI, OpenCode 2 915 tok
vria-consulting/vria-fire-detect kanari.io kanari — free worldwide early-wildfire detection map: NASA/GOES/Meteosat satellites + AI-v 1 Claude Code, Codex, OpenCode 2 79 tok