45,030 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 |
|---|---|---|---|---|
| Dhi13man/oorep-mcp npmjs.com Model Context Protocol (MCP) server and client SDK that provides AI assistants with access | 3 | Codex, OpenCode | 1 | 917 tok |
| metaforismo/serve-droid Browser streaming, semantic inspection, Logcat, and agent control for Android devices. | 3 | Codex, OpenCode | 1 | 829 tok |
| Trusty-Squire/trusty-squire Trusty Squire signs up / in to websites for you so you don’t have to. | 3 | Claude Code, Codex, OpenCode | 2 | 27,417 tok |
| logfoxai/callspec callspec.logfox.ai One spec powers input-validated API, docs UI, OpenAPI, MCP, and typed clients. | 3 | Codex, OpenCode | 1 | 24 tok |
| Auctalis/nocturnusai nocturnus.ai Verified knowledge for AI agents. Compress context, extract and store facts, define rules | 3 | Claude Code, Codex, OpenCode | 7 | 8,907 tok |
| aabhisrv/Spiderbrain.ai-Coremind spiderbrain.ai The understanding layer for your repo: an MIT reader (@spiderbrain/read) and the .spiderbr | 3 | Codex, OpenCode | 1 | 443 tok |
| EvanL1/AetherEdge aetheriot.ai Deterministic edge runtime for agent-configured physical spaces — Kernel, CLI, and SDK for | 3 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 2,004 tok |
| sharebook-kr/pykrx-mcp | 3 | GitHub Copilot | 1 | 2,226 tok |
| a-lottes/aSPARK-graph aspark.lottes.dev A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts (s | 3 | Claude Code | 1 | 4,519 tok |
| marcoaperez/actual-budget-mcp-es MCP server for Actual Budget — LLM-ready financial assistant with correct semantics, unit | 3 | Claude Code | 1 | 2,154 tok |
| Enreign/pagerunner pagerunner.dev The browser layer that learns. Connects any MCP client to your real Chrome profiles — alre | 3 | Claude Code | 1 | 2,477 tok |
| AceDataCloud/VeoMCP platform.acedata.cloud MCP server for Google Veo video generation via Ace Data Cloud. | 3 | Claude Code, GitHub Copilot | 2 | 812 tok |
| GeiserX/cashpilot-mcp MCP Server for CashPilot — monitor passive income earnings, manage services, and control f | 3 | Claude Code, Codex, OpenCode | 4 | 2,203 tok |
| SIFR0-dev/djzs-AI djzs.ai DJZS audits the reasoning behind an autonomous agent's move before capital is committed, a | 3 | Claude Code | 1 | 8,775 tok |
| GeiserX/pumperly-mcp MCP Server for Pumperly — real-time fuel and EV charging prices, station search, and route | 3 | Claude Code, Codex, OpenCode | 4 | 2,794 tok |
| githendrik/sf-mm-mcp MCP Server for Showfeed and Moviemagnet | 3 | Codex, OpenCode | 1 | 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 |
| 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 | 1,309 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 |
| 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 |
| abm9111/chamber npmjs.com Checks that the numbers, capitalised names, and file names in a claim occur in the indexed | 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 | — |
| PranavNagrecha/Salesforce-Intelligence sfi.auditforce.cloud Know what breaks before you change Salesforce. Ask your AI about your org: where a field i | 3 | Claude Code | 34 | 616 tok |
| 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 |
| 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 |
| CSOAI-ORG/iso-27001-ai-mcp 🔌 Exposes iso 27001 tools over MCP (MEOK AI Labs); see the README for the tool list. | 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 | — |
| Jott2121/agent-gate MCP server that adds a fail-closed quality gate and hash-chained receipt ledger to any AI | 3 | Codex, Cursor, OpenCode | 2 | 2,093 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 |
| flujo-app/mcp-sandbox-computer-vm-for-ai kiln.tech Named Docker and Fly Machine sandbox computers with an MCP App dashboard for AI agents. | 3 | Claude Code | 1 | 370 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 |
| chrischall/redfin-mcp Redfin MCP server — search listings, fetch property details, market reports, saved homes. | 3 | Claude Code | 1 | 5,059 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 | 3,740 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, Codex, OpenCode | 2 | 3,803 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 | 1,015 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 |
| davegomez/fizzy-mcp MCP server for Fizzy task management | 3 | Claude Code | 1 | 853 tok |
| adityaarsharma/pickle pickle.adityaarsharma.com Free, local, open-source MCP server that audits your ClickUp, Slack & Teams for what fell | 3 | Claude Code | 1 | 1,051 tok |
| lawp09/bitbucket-mcp MCP server for Bitbucket Cloud API - Pull requests, pipelines, code review tools | 3 | Claude Code | 1 | 8,481 tok |