2,355 projects whose own agent configuration covers data and ai. These are not mods to install — they are how the maintainers of these repositories tell an agent what to do, and what to avoid.
All projects Building agents8,442Claude Code6,875Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315
Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| lamenting-hawthorn/supermem Persistent AI memory: four-tier retrieval (SQLite FTS5 → graph → vectors → LLM agent) | 1 | Claude Code | 1 | 1,973 tok |
| lefcgis/qgis-mcp QGIS MCP: bridge Claude AI and QGIS Desktop over the Model Context Protocol. Fork of nkara | 1 | Claude Code, Gemini CLI | 2 | 5,925 tok |
| d-issy/mcp A Model Context Protocol (MCP) server providing comprehensive file operations | 1 | Claude Code | 1 | 1,313 tok |
| allisonbit/tradingview-mcp AI-assisted TradingView Desktop automation via MCP + Chrome DevTools Protocol: 78 MCP tool | 1 | Claude Code | 1 | 1,873 tok |
| Bigred97/abs-mcp pypi.org Query the Australian Bureau of Statistics in plain English from Claude or any MCP client. | 1 | Claude Code | 3 | 806 tok |
| AceDataCloud/FaceTransformMCP acedata.cloud Face Transform MCP server — detect keypoints, beautify, age/gender transform, face swap, c | 1 | Claude Code, GitHub Copilot | 2 | 934 tok |
| askads/mcp-yandex-webmaster MCP server for Yandex Webmaster — indexing, search queries, sitemap, site diagnostics, and | 1 | Claude Code | 1 | 2,802 tok |
| sighttrue/sighttrue sighttrue.com An instrument pointed at 388 open-source repositories and eleven readings, most of which n | 1 | Claude Code | 1 | 1,336 tok |
| malkreide/hn-tech-signal-mcp MCP server for global tech & AI signal intelligence via HackerNews, arXiv, Lobste.rs and G | 1 | Claude Code | 3 | 12,839 tok |
| partymola/bosch-flow-mcp modelcontextprotocol.io MCP server for the Bosch eBike Flow API with OAuth, local cache, and battery trend analysi | 1 | Claude Code, Codex, OpenCode | 2 | 10,277 tok |
| textbee/textbee-mcp textbee.dev MCP server for textbee.dev: give your AI agent a phone number | 1 | Claude Code | 1 | 728 tok |
| zamushwani/biomedical-ai-skills AI agent skills for cancer biology and multi-omics research | 1 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 3,531 tok |
| afreakk/qutebrowser-mcp MCP server for qutebrowser browser automation | 1 | Claude Code | 1 | 1,488 tok |
| SSIG-IT/3cx-mcp-server MCP Server for 3CX Phone System (V20+) — Manage users, extensions, queues, calls, contacts | 1 | Claude Code | 1 | 1,170 tok |
| loukach/stockspark-mcp-poc POC of MCP Server to explore potential for StockSpark use via LLM Agents | 1 | Claude Code | 1 | 1,357 tok |
| GaijinEntertainment/pararam-nexus-mcp Model Context Protocol (MCP) server for pararam.io communication platform. Provides async | 1 | Claude Code | 1 | 864 tok |
| suwa-sh/local-RAG-backend This is the backend for a RAG system that runs on Docker Compose. It registers documents i | 1 | Claude Code | 2 | 5,262 tok |
| desvert/otparse-mcp Containerized MCP server for parsing OT/ICS packet captures. Uses tshark to dissect Modbus | 1 | Claude Code | 1 | 806 tok |
| optimize-overseas/lob-mcp Model Context Protocol server for the Lob.com API. Lets LLMs verify addresses and send phy | 1 | Claude Code | 1 | 5,367 tok |
| BhaumikAbhishek/oci-kafka-mcp-server AI-native MCP server for OCI Kafka — 42 tools, enterprise security, AI diagnostics | 1 | Claude Code | 1 | 1,084 tok |
| AyubMoh1/memory-mcp Persistent memory MCP server for Claude Code — vector + keyword hybrid search | 1 | Claude Code | 1 | 344 tok |
| robertsfeir/mybrain Personal knowledge base with semantic search for Claude — local PostgreSQL + pgvector, MCP | 1 | Claude Code | 1 | 1,487 tok |
| obrien-matthew/mcp-spotify pypi.org MCP server for Spotify -- playlist building, playback control, and music discovery for Cla | 1 | Claude Code, Codex, OpenCode | 2 | 295 tok |
| niels-emmer/dendrite-admin-mcp Agent-installable MCP server for administering a Dendrite Matrix homeserver — manage users | 1 | Claude Code | 1 | 1,667 tok |
| saltyeg/cadkit-mcp cadkit + onshape MCP servers for driving Onshape from an LLM — idiomatic, fully-defined, v | 1 | Claude Code | 1 | 530 tok |
| lijiatuk/dstools DeepSeek-V4 MCP toolkit: image understanding + deep research capabilities for DeepSeek mod | 1 | Claude Code | 1 | 1,053 tok |
| antonmadto/kicad-mcp MCP server to create, review, and export KiCad designs — with a Hartley/Phil's Lab design- | 1 | Claude Code | 1 | 4,197 tok |
| kruslim/canopy An MCP server exposing vehicle-diagnostic / CAN-bus domain logic as agent tools, with a La | 1 | Claude Code | 1 | 1,222 tok |
| Alpha-W0lf/ai-knowledge-base-public Production-grade local hybrid search for coding agents: vector + keyword search merged wit | 1 | Claude Code, Codex, OpenCode | 2 | 755 tok |
| YoshitakaArakawa/tableau-mcp-apps-lab Experimental fork of tableau/tableau-mcp strengthening MCP Apps: EAS (OAuth 2.0 Trust) aut | 1 | Claude Code, Codex, OpenCode | 4 | 4,582 tok |
| JeetuSK0808/maryslab maryslab-nu.vercel.app Mary's Lab — a computational color science laboratory: 32 MCP tools, dual C++/TypeScript e | 1 | Claude Code | 1 | 1,158 tok |
| patsypppe/sentinel A stateless MCP 2026-07-28 server and the conformance harness that grades it. Scans any MC | 1 | Claude Code | 1 | 928 tok |
| engoetz/sap-adt-mcp MCP server and Python client for the SAP ADT REST API — search, read, write, activate and | 1 | Claude Code, Codex, OpenCode | 2 | 3,871 tok |
| bigg01/aipod aipod.guggenbuehl.net One binary, two modes: an 🐍MCP server that exercises every MCP feature, or a 🐍pydantic-a | 1 | Claude Code | 1 | 2,418 tok |
| domondi1/inferrail tryinferrail.com Self-hosted OpenAI/Anthropic-compatible gateway: give each AI agent run a dollar budget, e | 1 | Claude Code | 1 | 974 tok |
| oborchers/tablestakes drborchers.com MCP server for reading and editing HTML/Markdown tables in GitBook-synced documents | 1 | Claude Code | 1 | 1,195 tok |
| partymola/withings-mcp modelcontextprotocol.io MCP server for the Withings Health API with OAuth, local cache, and trend analysis | 1 | Claude Code, Codex, OpenCode | 2 | 7,068 tok |
| theYahia/delovye-linii-mcp npmjs.com MCP server for Delovye Linii — freight delivery, tariff calculation (Russia) | 0 | Claude Code | 3 | — |
| jscoobyced/jsc-typescript-ast-mcp A Model Context Protocol (MCP) server that provides an abstract syntax tree (AST) represen | 0 | Claude Code | 1 | 757 tok |
| CyberGitJul/gramps-remote-mcp Remote MCP server for the Gramps Web genealogy REST API — guarded write workflow with an u | 0 | Claude Code | 1 | 1,284 tok |
| bliss-fox/rag-knowledge-assistant Production-grade Agentic RAG system — ReAct Agent · hybrid retrieval · MCP protocol · end- | 0 | Claude Code, Codex | 10 | — |
| fbereilh/cellar AI-agent-first interactive notebook environment (Jupyter-compatible, SvelteKit, MCP agent | 0 | Claude Code | 2 | 25 tok |
| automatizatodo/capforge capforge.dev MCP server that makes AI agents get SAP CAP/CDS and UI5 right: modern scaffolding + a real | 0 | Claude Code | 1 | 629 tok |
| Jarzembak/calibremcp FastMCP 3.2 server for Calibre e-book library management — AI-assisted search, RAG, and ag | 0 | Claude Code, Codex, Cursor, OpenCode | 4 | 1,295 tok |
| 1308495420-dotcom/MCP-RAG | 0 | Claude Code, Codex | 9 | — |
| kemosabe102/towerwatch-ops-agent An agent layer over TowerWatch network monitoring: instrumented MCP server with defined SL | 0 | Claude Code | 1 | 1,655 tok |
| Adikasz/Enterprise-RAG-Knowledge-Engine plansmart.live Enterprise-grade RAG and Agentic Framework powering PlanSmart Agency. Features strict SSRF | 0 | Claude Code | 1 | 392 tok |
| romainsc/lore-mcp LORE — Local Offline Retrieval Engine for MCP. Semantic search over local documents via Mo | 0 | Claude Code | 1 | 10,912 tok |
| Egoushka/chronicle hrabovskyi.online Self-hosted memory for one person's chat archive and activity streams, indexed by conversa | 0 | Claude Code | 1 | 1,791 tok |
| Jejorm/ReciboSplit recibosplit.jejorm8.workers.dev Splitwise-style app for splitting group expenses, with OpenAI vision-based receipt extract | 0 | Claude Code | 6 | 937 tok |