43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715
All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| justinstimatze/gemot gemot.dev The deliberation & governance layer for autonomous organizations. Built like an institutio | 3 | Claude Code | 2 | 275 tok |
| Echoqili/ssh-licco SSH Model Context Protocol Server - Provides AI models with SSH capabilities | 3 | Claude Code, Codex | 10 | — |
| GeiserX/pumperly-mcp MCP Server for Pumperly — real-time fuel and EV charging prices, station search, and route | 3 | Claude Code | 1 | 450 tok |
| githendrik/sf-mm-mcp MCP Server for Showfeed and Moviemagnet | 3 | Codex, OpenCode | 1 | 903 tok |
| dinglebear-ai/cortex npmjs.com Rust MCP/HTTP log aggregation platform for homelab syslog, Docker logs, OTLP ingest, SQLit | 3 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 9,040 tok |
| dinglebear-ai/rarcane npmjs.com Rust MCP server and CLI for Arcane Docker/container management, with action-dispatched too | 3 | Claude Code, Codex, Gemini CLI, OpenCode | 4 | 4,903 tok |
| homemade-software-inc/completion-kit completionkit.com Your prompts need tests too. Run prompts against real datasets, score outputs with LLM jud | 3 | Claude Code | 2 | 341 tok |
| Alele496/bsv-specmate Bluespec/BSV agent copilot via MCP. Pre-compile trap prediction, post-compile diagnosis, B | 3 | Codex, OpenCode | 1 | 287 tok |
| Arjun0606/smolanalytics smolanalytics.com End-to-end tests without test code. Write one sentence, an agent drives a real browser on | 3 | Codex, OpenCode | 1 | 530 tok |
| aidemd-mcp/server MCP server that teaches any AI agent the AIDE spec methodology — progressive disclosure | 3 | Claude Code | 19 | 1,396 tok |
| SpecLeft/specleft specleft.dev Turn your code in to specs. Spec driven framework with multi language support. Trace featu | 3 | Claude Code | 1 | 1,309 tok |
| WYRE-AI/halopsa-mcp conduit.wyre.ai MCP server for HaloPSA — tickets, clients, assets, contracts, and reporting tools for AI a | 3 | GitHub Copilot | 1 | 858 tok |
| aarifmms/keyblind keyblind.vercel.app keyblind | 3 | Claude Code | 1 | 923 tok |
| QBT-Labs/openmm-mcp agents.openmm.io MCP server giving AI agents real crypto trading capabilities. 13+ tools for market data, o | 3 | Claude Code | 3 | 1,354 tok |
| Salah-XD/appCN appcn.vercel.app | 3 | Claude Code, Codex, OpenCode | 5 | 4,032 tok |
| QiuwenZheng/interminal Lightweight MCP server for SSH and local terminal access | 3 | Claude Code, Codex | 2 | 1,000 tok |
| ShinyDapps/l402-kit shinydapps-api.vercel.app The simplest way to charge for your API in Bitcoin sats. 3 lines of code. TypeScript + Pyt | 3 | Claude Code, Codex, OpenCode | 2 | 3,297 tok |
| WYRE-AI/superops-mcp conduit.wyre.ai MCP server for SuperOps.ai — unified PSA+RMM ticketing, asset, and client management tools | 3 | GitHub Copilot | 1 | 857 tok |
| WhenLabs-org/when Six tools. One install. The WhenLabs developer toolkit. | 3 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 2,498 tok |
| abe238/hotinai hotin.ai Hot In AI (hotin) — what's hot in AI, from your terminal. Open-source CLI: GitHub + HN + n | 3 | Claude Code | 1 | — |
| abm9111/chamber Ask your own notes. Get answers that cite their sources — and a daily check that tells you | 3 | Claude Code | 1 | 1,351 tok |
| Mickdownunder/SafeInstall Open-source CLI that blocks risky npm, pnpm, and bun installs before they run. | 3 | Claude Code | 2 | — |
| Shangri-la-0428/oasyce-sdk 47.93.32.88 Python SDK + MCP Server + LangChain Tools for Oasyce — on-chain AI agent economy. pip inst | 3 | Codex, OpenCode | 1 | 1,867 tok |
| JinNing6/CyberHuaTuo-Plugin AI Agent Error Doctor: paste MCP / LangChain / CrewAI tracebacks, get root cause, exact fi | 3 | Claude Code, Codex, OpenCode | 4 | 156 tok |
| AceDataCloud/FluxMCP MCP server for Flux AI image generation and editing via Ace Data Cloud. | 3 | Claude Code, GitHub Copilot | 2 | 797 tok |
| Lipdog/fossick-mcp pypi.org Search all of GitHub from your AI agent — find libraries, drill into repos, search code pa | 3 | Claude Code, Codex, OpenCode | 2 | 2,349 tok |
| OrbiAds/Orbiads-GAM-MCP orbiads.com Google Ad Manager MCP hosted - AdOps Skills for Claude, Gemini, OpenAI - Inventory, traffi | 3 | Claude Code, Codex, OpenCode | 2 | 5,982 tok |
| RbBtSn0w/awesome-copilot-mcp A Model Context Protocol (MCP) server that provides access to awesome-copilot agents and c | 3 | GitHub Copilot | 1 | 2,020 tok |
| AceDataCloud/SeedreamMCP MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud. | 3 | Claude Code, GitHub Copilot | 2 | 807 tok |
| Apomera/AlloFlow apomera.github.io AI-powered instructional differentiation engine that runs in Gemini canvas preview mode. A | 3 | Claude Code, Gemini CLI | 9 | — |
| CSOAI-ORG/iso-27001-ai-mcp MEOK AI Labs MCP Server | 3 | Cursor | 1 | 89 tok |
| Deep-Identity-Inc/agent-skills deepidv.com AI-powered identity verification for the agentic ecosystem. Agent skills and MCP server fo | 3 | Claude Code | 1 | — |
| MuhDur/oraclemcp durakovic.ai Safe-by-default Oracle Database MCP server, in pure Rust — fail-closed SQL guard, engine-f | 3 | Codex, OpenCode | 1 | 4,176 tok |
| Zhao73/alphacouncil-agent Inspectable, source-traceable public-equity research for Codex, Claude Code, OpenCode, Gro | 3 | Claude Code, Codex, OpenCode | 17 | 7,325 tok |
| cyanheads/crossref-mcp-server npmjs.com Resolve DOIs, search ~155M scholarly works, and fetch references via the Crossref REST API | 3 | Claude Code, Codex, OpenCode | 2 | 11,698 tok |
| VibeTechnologies/vibe-mcp vibebrowser.app MCP server that drives your real, logged-in Chrome from any MCP client - including agents | 3 | Claude Code, Codex, OpenCode | 3 | 2,113 tok |
| anthony-maio/cartograph | 3 | Claude Code, Codex | 3 | 746 tok |
| chrischall/redfin-mcp Redfin MCP server — search listings, fetch property details, market reports, saved homes. | 3 | Claude Code | 1 | 4,465 tok |
| dataraum/dataraum | 3 | Claude Code | 11 | 1,944 tok |
| detailobsessed/efficient-gitlab-mcp [Archived] Token-efficient GitLab MCP server. Superseded by upstream zereight/gitlab-mcp v | 3 | Claude Code, Codex, OpenCode | 2 | 2,731 tok |
| diagrammo/dgmo-mcp diagrammo.app Render 32 diagram and chart types to SVG/PNG with browser preview and HTML reports. | 3 | Claude Code | 1 | 3,373 tok |
| evan-moon/memex memex-cli.vercel.app Local-first second brain with semantic search. Stores notes as Markdown files and indexes | 3 | Claude Code | 1 | 2,728 tok |
| aimoda/rigol-dho824-mcp MCP server for controlling Rigol DHO824 oscilloscopes via AI assistants like Claude - capt | 3 | Claude Code | 1 | 1,862 tok |
| antohins/seo-tools-mcp 8 stdio MCP servers for SEO (xmlstock/SERP, wordstat, gsc, ywm, metrika) for Claude Code — | 3 | Codex, OpenCode | 1 | 5,288 tok |
| aoreshkov/oracle-forms-mcp registry.modelcontextprotocol.io MCP server that exposes Oracle Forms modules (.fmb/.mmb/.pll/.olb) — blocks, triggers, PL/ | 3 | Claude Code | 12 | 5,103 tok |
| beeswaxpat/ffmpeg-render-pro npmjs.com Parallel video rendering with live dashboard, GPU auto-detection, and stream-copy concat. | 3 | Claude Code | 1 | — |
| bepunk/zoogent Lightweight AI agent orchestrator with built-in Architect AI. Multi-team support, MCP, web | 3 | Claude Code | 1 | 4,839 tok |
| bytewizard42i/soulSketch SoulSketch is a protocol for preserving, transferring, and evolving AI identity across sys | 3 | Codex, OpenCode | 1 | 780 tok |
| chicogong/ffvoice-engine Offline speech-to-text & speaker diarization for AI agents — Whisper ASR + MCP server + CL | 3 | Claude Code | 1 | — |
| aesthetic-legalism5470/korean-dart-mcp Access OpenDART financial data and corporate filings via MCP. Analyze disclosures, financi | 3 | Claude Code | 1 | 823 tok |