24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| nonnname/zenmoney-mcp Read-only MCP server for ZenMoney with memory-only caching. | 0 | Codex, OpenCode | 1 | 427 tok |
| SoulChildTc/ai-bridge Enable terminal AI coding assistants to converse with more powerful AI models through a br | 0 | Codex, OpenCode | 1 | 1,611 tok |
| ssasuoirafen/airflow-mcp-server MCP server for Apache Airflow 2 over the REST API | 0 | Claude Code, Codex, OpenCode | 2 | 413 tok |
| jsardinia/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| timotheeiss/semantic-hints-mcp An MCP server to extract semantic hints from a GUI app | 0 | Claude Code, Codex, OpenCode | 2 | 124 tok |
| benoib/roast-mcp-app | 0 | Claude Code, Codex, OpenCode | 2 | 29 tok |
| myers-gh1328/tiny-loki-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 134 tok |
| ProvisioInsights/LivingAtlas Living Atlas: private-first knowledge graph architecture, contracts, Cloudflare bootstrap, | 0 | Claude Code, Codex, OpenCode | 2 | 849 tok |
| JerryWhites/research-loop AI-moderated user-research pipeline: voice/text interviews → auto-analysis → semantic sear | 0 | Claude Code, Codex, OpenCode | 2 | 1,281 tok |
| dcosodev/market-inspector market-inspector.vercel.app Multi-asset market intelligence agent demo for the Kaggle AI Agents capstone. | 0 | Codex, OpenCode | 9 | 472 tok |
| DC925928496/AI-godot-mcp AI-godot-mcp is a standalone Godot MCP service scaffold focused on real game development w | 0 | Claude Code, Codex, OpenCode | 5 | 251 tok |
| lahuman/mcp-variable | 0 | Codex, OpenCode | 1 | 1,748 tok |
| dvnc-labs/video-probe-mcp Inspect local video and audio files with ffprobe from any MCP client. | 0 | Codex, OpenCode | 1 | 746 tok |
| Rajpopzein/yt-mcp yt-mcp-ashy.vercel.app | 0 | Claude Code, Codex | 5 | — |
| shermozle/lms-mcp Model Context Protocol server for Lyrion Music Server (LMS) JSONRPC API | 0 | Codex, OpenCode | 1 | 945 tok |
| mlnima/browser-use-native-windows Browser use MCP which only use your mouse, keyboard, screenshot, windows accessibility, No | 0 | Codex, OpenCode | 1 | 234 tok |
| expandingideas-ai/Mnemo-MCP | 0 | Claude Code, Codex, OpenCode | 2 | 6,417 tok |
| albeorla/personal-finance-agent Local MCP server giving an AI agent grounded, evidence-backed personal-finance tools: cash | 0 | Claude Code, Codex, OpenCode | 4 | 303 tok |
| Clew-Code/mcp-coco MCP Bridge: OpenClaw ↔ Hermes Agent | 0 | Codex, OpenCode | 1 | 338 tok |
| yoloyash/web-basics-mcp | 0 | Codex, OpenCode | 1 | 1,075 tok |
| null-create/shodan-mcp-server An MCP server that provides Shodan query functionality to AI Agents | 0 | Codex, OpenCode | 1 | 1,189 tok |
| Krat12/mcp-code-index | 0 | Codex, OpenCode | 1 | 3,858 tok |
| wynnset/marketplace-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 3,860 tok |
| exabyteso/mailpit_mcp MCP server and HTTP client for Mailpit local email testing | 0 | Codex, OpenCode | 1 | 178 tok |
| Ham12-3/tradinview-mcp | 0 | Claude Code, Codex, OpenCode | 3 | 96 tok |
| markobullrush/motion-mcp-2 | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| markobullrush/motion-mcp-3 | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| Diversus23/itmcp softonit.ru MCP for configuring "IT Department Management 8," edition 4.0 | 0 | Claude Code, Codex, OpenCode | 2 | 934 tok |
| vndmea/mcp-code-worker A TypeScript MCP-first runtime for safely coordinating multi-model coding workers, tools, | 0 | Codex, OpenCode | 1 | 159 tok |
| myx0423/tech-memory-mcp Chinese technical knowledge memory MCP Server for AI agents, giving Claude Code long-term | 0 | Codex, OpenCode | 1 | 2,046 tok |
| anitaguptaoffice/pob-mcp-suite Monorepo for PoB MCP server, vendored Path of Building fork, and Codex plugin package | 0 | Codex, OpenCode | 1 | 290 tok |
| sdrpsps/towngas-mcp Hong Kong and China Gas MCP server, with a debugging CLI and TypeScript SDK. | 0 | Codex, OpenCode | 1 | 1,866 tok |
| ussdeveloper/memory-star Local semantic memory MCP server for AI coding agents (Cursor, VS Code, OpenCode) | 0 | Codex, OpenCode | 1 | 1,623 tok |
| andreparmar/hevy-mcp-remote Remote-ready MCP server for Hevy workout data — full API coverage via chrisdoc/hevy-mcp, w | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 6,177 tok |
| Mnemoq/MnemoQ Local-first memory engine for AI agents — MCP-native, graph-linked, spaced repetition. Pro | 0 | Claude Code, Codex, OpenCode | 21 | 641 tok |
| ashybulakstroy/youtube-unsubscribe-all-mcp mcp server for mass bulk unsubscribe from youtube feeds | 0 | Codex, OpenCode | 1 | 1,977 tok |
| NicholasSynovic/scc-mcp A model context protocol that enables LLM interfacing with `boyter/scc` | 0 | Codex, OpenCode | 1 | 660 tok |
| dfieser/lcf-strain-life dfieser.github.io AI-agent-native low cycle fatigue strain-life analysis. Python library plus MCP server: re | 0 | Claude Code, Codex, OpenCode | 3 | 2,570 tok |
| JulioMCruz/Stellar-mcp | 0 | Codex, OpenCode | 1 | 996 tok |
| vvzvlad/research-mcp MCP facade: 3 curated tools (web_search, read_page, read_pages) over a plugin pipeline — S | 0 | Codex, OpenCode | 1 | 1,633 tok |
| Howthemeaning/gnmi-mcp-server | 0 | Codex, OpenCode | 1 | 813 tok |
| sandovaldavid/kioku kioku.sandovaldavid.com MCP Server for Obsidian. AI agents can read, search and write your vault via the Model Con | 0 | Claude Code, Codex, OpenCode | 6 | 2,111 tok |
| Langclaw-AI-CROO/langclaw-croo-agent Paid callable research agent for CROO CAP and MCP clients. | 0 | Codex, OpenCode | 1 | 86 tok |
| CoReason-AI/coreason-multi-agent-debate Dynamic Multi-agent MCP server | 0 | Codex, GitHub Copilot, Cursor, OpenCode | 3 | 2,974 tok |
| foundryside-dev/plainweave plainweave.foundryside.dev Code-grounded intent for the Weft suite — a code-UP traceability graph (SEI → requirement | 0 | Claude Code, Codex, OpenCode | 11 | 5,546 tok |
| alesop95/legal-consultant Local-first project to navigate through Italian legislation with a simple MCP server | 0 | Claude Code, Codex, OpenCode | 19 | 2,788 tok |
| synthaicode/XRefkit.MCP | 0 | Codex, OpenCode | 1 | 244 tok |
| Prajwalprasanna/cf-mcp-server | 0 | Codex, OpenCode | 1 | 360 tok |
| Knuckles-Team/aris-mcp Software AG ARIS (EPC process models) — MCP server / API client / A2A agent | 0 | Claude Code, Codex, OpenCode | 2 | 1,931 tok |
| codingriver/upilot upilot Unity Editor automation bridge for AI agents and MCP clients | 0 | Claude Code, Codex, OpenCode | 2 | 1,810 tok |