23,799 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 |
|---|---|---|---|---|
| christianclaudio/mcp-server-sigma Enterprise Model Context Protocol (MCP) server for Sigma Computing — provision dashboards, | 2 | Codex, OpenCode | 1 | 6,584 tok |
| mapsmith-ai/MapSmith mapsmith.dev Professional-grade GIS geoprocessing over MCP, with a verifiable provenance manifest on ev | 2 | Claude Code, Codex, OpenCode | 2 | 2,196 tok |
| oaslananka/mcp-suite Model Context Protocol infrastructure suite with shared TypeScript packages, MCP servers, | 2 | Codex, OpenCode | 1 | 604 tok |
| oaslananka/debug-recorder-mcp Local-first MCP debug memory for recording incidents, commands, failed attempts, fixes, di | 2 | Claude Code, Codex, OpenCode | 4 | 1,594 tok |
| oaslananka/health-monitor-mcp MCP monitoring server for MCP services, GitHub Actions, GitLab CI/CD, and HTTP/HTTPS endpo | 2 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 7 | 2,927 tok |
| oaslananka/infra-lens-mcp Baseline-aware MCP tooling for Linux incident diagnosis over SSH: capture bounded live met | 2 | Claude Code, Codex, OpenCode | 4 | 482 tok |
| oaslananka/ssh-mcp-pro npmjs.com Secure MCP server for SSH automation with guarded remote commands, host allowlists, strict | 2 | Claude Code, Codex, OpenCode | 4 | 1,363 tok |
| pooriaarab/viberadio getvibe.dev Your agent's output as audio — spoken narration, monologue, two-host podcast, or reactive | 2 | Codex, OpenCode | 1 | 666 tok |
| reesehammer/umbra-py umbra-py.space A Python-first toolkit to make Umbra SAR open data easy to discover, load, process, and an | 2 | Claude Code, Codex, OpenCode | 4 | 7,315 tok |
| waanvar/samong samong.dev Local-first, Obsidian-compatible knowledge base. Your notes stay on your machine — full-te | 2 | Claude Code, Codex, OpenCode | 4 | 1,011 tok |
| xiaojiou176-open/notes-recover xiaojiou176-open.github.io Copy-first Apple Notes recovery and review toolkit for macOS, with AI-assisted triage, evi | 2 | Claude Code, Codex, OpenCode | 2 | 950 tok |
| yaniv-golan/affinity-sdk yaniv-golan.github.io Unofficial strongly-typed Python SDK for the Affinity CRM API - full read/write coverage, | 2 | Codex, OpenCode | 1 | 1,537 tok |
| ostin-pil/aboard aboard.untype.me A research-stage registry where AI agents file falsifiable claims about systemic problems | 2 | Claude Code, Codex, OpenCode | 2 | 5,901 tok |
| biw/skills My personal installable skills for coding agents | 2 | Codex, OpenCode | 1 | 261 tok |
| u9401066/academic-figures-mcp Academic figure generation MCP server for AI agents — turn papers into publication-ready m | 2 | Claude Code, Codex, GitHub Copilot, OpenCode | 43 | 2,813 tok |
| natorus87/kiwiki KIWiki — Your AI-powered self-hosted wiki | 2 | Codex, OpenCode | 1 | 1,485 tok |
| nadimtuhin/antigravity-cli-mcp CLI MCP server for antigravity tooling | 2 | Claude Code, Codex, Cursor, Gemini CLI, Kiro, OpenCode, Windsurf | 9 | 2,532 tok |
| dongtang3/mnemic Local-first memory kernel for coding agents: MCP-native, temporal, auditable, source-keyed | 2 | Claude Code, Codex, OpenCode | 2 | 316 tok |
| 64kramsystem/dos-mcp DOS-specific MCP tools for Ghidra and DOSBox-X | 2 | Claude Code, Codex, OpenCode | 2 | 86 tok |
| tody-agent/affiliate-product Affiliate Marketplace Connector & Master Orchestrator — E-Commerce Intelligence MCP Server | 2 | Codex, Gemini CLI, OpenCode | 2 | 1,387 tok |
| dylansantwani/bambu-cloud-mcp MCP server for Bambu Lab printers: cloud control over the internet + live LAN chamber came | 2 | Codex, OpenCode | 1 | 618 tok |
| bchoor/bws-mcp Remote MCP for Bitwarden Secrets Manager on Cloudflare Workers (list, get, put, delete) | 2 | Codex, OpenCode | 1 | 817 tok |
| maehr/quarto-cli-mcp A thin MCP server that wraps the Quarto CLI. | 2 | Claude Code, Codex, OpenCode | 2 | 3,100 tok |
| ghchinoy/docstats ghchinoy.github.io Readability assessment API and MCP Server | 2 | Codex, OpenCode | 1 | 916 tok |
| plokdalberb-byte/cutible Agent-native montage engine: Timeline-as-Data, verb API, deterministic FFmpeg render, QC l | 2 | Codex, OpenCode | 1 | 889 tok |
| mahmudcoding/figma-mcp | 2 | Codex, OpenCode | 1 | 641 tok |
| Rajbagus/rabbitorial-capcut-mcp Local MCP server for editing CapCut projects with an AI agent | 2 | Claude Code, Codex, OpenCode | 2 | 1,540 tok |
| luiz-santos-it/anki-mcp-addon MCP server exposing Anki as tools for Claude/LLM clients — in-process Anki add-on, no Anki | 2 | Claude Code, Codex, OpenCode | 2 | 2,878 tok |
| matthiaskloft/zotero-fulltext-mcp Convert a Zotero library's linked PDF attachments to Markdown, build a full-text search in | 2 | Claude Code, Codex, OpenCode | 2 | 2,431 tok |
| ProductionMasterAI/production-master Thin-client plugin for the Production Master hosted service — trigger, stream, and review | 2 | Claude Code, Codex, OpenCode | 2 | 505 tok |
| liangjunglj-cpu/almond-mcp Almond - MCP server for Rhino 8: semantic scene layer, curated asset libraries, Karamba ca | 2 | Codex, OpenCode | 1 | 1,310 tok |
| trgiangv/rvtdocs-mcp use to crawl Revit API from rvtdocs.com | 2 | Codex, OpenCode | 1 | 975 tok |
| Mandrilsquad1441/codex-davinci-resolve-mcp mandrilsquad1441.github.io Secure, local-first Codex plugin and MCP control plane for DaVinci Resolve studio workflow | 2 | Codex, OpenCode | 1 | 432 tok |
| diblaze/bokio-mcp npmjs.com Model Context Protocol server for the Bokio accounting API (private Bearer auth, read-only | 2 | Codex, OpenCode | 1 | 3,101 tok |
| mwillbanks/elysia-mcp-adapter Expose Elysia HTTP routes, explicit tools, explicit resources, and explicit prompts over a | 2 | Codex, OpenCode | 1 | 741 tok |
| tecnomanu/mcp-telegram-agent A mcp for send message to a bot on Telegram for any notification. | 2 | Claude Code, Codex, Cursor, OpenCode | 2 | 551 tok |
| vypdev/homeassistant-gateway Secure Home Assistant-native MCP gateway with observer/operator profiles, credential manag | 2 | Claude Code, Codex, OpenCode | 2 | 654 tok |
| fmilioni/agents-board A Jira for your agents. sprint/card/doc project management exposed over MCP, so AI agents | 2 | Claude Code, Codex, OpenCode | 3 | 2,090 tok |
| zai-one/grok-build-mcp zai.one MCP server that delegates coding loops from Claude Code/Cursor/Codex to the local Grok CLI | 2 | Claude Code, Codex, OpenCode | 3 | 451 tok |
| azmirizkifar20/RAGBuddy rag.azmirf.my.id 🤖 A multi-project RAG (Retrieval-Augmented Generation) platform that provides project-awa | 2 | Claude Code, Codex, OpenCode | 3 | 1,034 tok |
| sandraschi/invokeai-mcp invoke.ai InvokeAI creative engine bridge - generate (txt2img/img2img/inpaint/upscale), queue, model | 2 | Claude Code, Codex, Cursor, OpenCode | 3 | 1,335 tok |
| ryanportfolio/winuse-mcp Computer use for Claude Code on Windows: an MCP server that lets Claude see your screen an | 2 | Claude Code, Codex, OpenCode | 65 | 2,774 tok |
| TimWongUp/keepygaga Cross-agent core memory in local Markdown, with MCP tools, native hooks, and installers fo | 2 | Claude Code, Codex, OpenCode | 2 | 2,198 tok |
| cormac-rynne/hikvision-mcp | 2 | Codex, OpenCode | 1 | 1,019 tok |
| samiashi/chrono24-mcp npmjs.com Chrono24 watch-marketplace MCP server - search & inspect listings from Claude, Codex, Curs | 2 | Codex, OpenCode | 1 | 2,872 tok |
| AndreaGriffiths11/machine-mcp Laptop-side MCP server so an AI agent can use the human's own machine. | 2 | Codex, OpenCode | 1 | 531 tok |
| dalmaktube-creator/DV-Moory Self-hosted, security-hardened MCP server connecting Notion AI to approved Git repositorie | 2 | Codex, OpenCode | 1 | 192 tok |
| ipapadop/leafwiki-mcp An MCP server for LeafWiki | 2 | Codex, OpenCode | 1 | 2,878 tok |
| emaitchess/refd refd.ai Open-source AI Search Monitoring | 2 | Claude Code, Codex, OpenCode | 2 | 25,334 tok |
| code4161/memgit memgit.dev One memory for Claude Code, Cursor and Codex on every machine. Imports Claude Code's own m | 2 | Claude Code, Codex, OpenCode | 2 | 579 tok |