Data and AI

3,584 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

ProjectStarsConfiguresFilesAlways loaded
florianbuetow/low-latency-tts-api-server-mcp Local text-to-speech CLI and API server powered by the tiny tts kokoro model via tts.cpp, 0 Codex, OpenCode 1 1,027 tok
ojimpo/otp-mcp MCP server exposing a self-hosted OpenTripPlanner instance for accurate Kanto rail/subway 0 Claude Code 1 2,328 tok
lijunjie469/MODULAR-RAG-MCP-SERVER 0 Claude Code, Codex 11 434 tok
AceDataCloud/WebExtratorMCP MCP server for web extraction and rendering via Ace Data Cloud. 0 Claude Code 1 356 tok
ard1102/ip-intelligence Self-hosted threat intelligence platform — 10 open-source feeds, OCSF Class 4001, REST API 0 Claude Code 9 2,799 tok
hzy9981/vertex-ai-mcp-bridge 0 Gemini CLI 1 5,631 tok
NeveuGregor/mcp-redmineApi MCP server to drive a Redmine instance from Claude (Desktop/CLI) via its REST API: list/se 0 Claude Code 1 1,304 tok
ArkTechNWA/federated-search Federated memory search MCP server — one query, all knowledge 0 Claude Code 1 373 tok
pandashhh/rag-mcp-server 0 Claude Code 1 232 tok
squall321/DigitalTwinSimulation LS-DYNA .k → STL → hand grip pose → phone outline morphing → solid .k. MCP server for LLM 0 Claude Code 1 —
aygp-dr/liquidus-005 liquidus reference MCP server (Python / mcp SDK). F5 governance-tuple provenance wrapping 0 Claude Code 1 2,793 tok
carrilloapps/docgraph npmjs.com Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. 0 Claude Code, Codex, OpenCode 2 831 tok
matematicsolutions/mcp-fr-legal MCP server over an offline full-text corpus of French codes and statutes (Legifrance / DIL 0 Codex, OpenCode 1 860 tok
herrozim-ship-it/yureong Phantom Case Detector — Detect AI-hallucinated Korean legal citations against the official 0 Codex, OpenCode 1 708 tok
TalBenAmii/llm-d-bench-mcp Standalone MCP server (stdio) exposing the llm-d-benchmarking-agent's tools, knowledge, an 0 Claude Code 1 936 tok
gmhelmold/HuGR_Tools 630-tool MCP fleet — 37 Cloudflare Workers on one frozen kernel. BYOK, fail-closed auth, t 0 Claude Code 1 454 tok
maxrotemberg04-spec/rag-vault Local-first RAG over my Obsidian vault — hand-rolled hybrid retrieval (BM25 + embeddings + 0 Claude Code, Codex, OpenCode 2 265 tok
dyno-nexsoft/zentao_mcp A Model Context Protocol (MCP) server for integrating with the Zentao API. 0 Claude Code, Gemini CLI 2 720 tok
justomsharma/github-resume-assistant github-resume-assistant.vercel.app MCP server that grounds resume advice in your real GitHub activity — finds the gap between 0 Claude Code 8 885 tok
da-troll/planhat-mcp Unofficial local MCP server for Planhat CRM: 60 tools for Claude Desktop and any MCP clien 0 Claude Code, Codex, OpenCode 2 1,854 tok
dhruv-corethink/reasoning-traces Give your coding agent a stronger brain to consult — MCP server + Claude Code plugin that 0 Claude Code 2 227 tok
MaximilianoRodrigoSoria/mcp-server-demo maximilianorodrigosoria.github.io Servidor MCP (Model Context Protocol) con FastMCP: tools de SQLite y una API de clima (Ope 0 Codex, OpenCode 1 369 tok
weihang1258/mcp_socket_server MCP server bridging LLM platforms to socket_server targets 0 Claude Code 1 1,313 tok
OctopusGarage/alcove octopusgarage.github.io 🧠 Local-first personal memory for agent workflows. 0 Claude Code, Codex, OpenCode 11 1,486 tok
wawimundo/viber-mcp Model Context Protocol (MCP) for Viber Desktop on Mac. 0 Claude Code 1 2,068 tok
kevin-rieck/managed-opcua-mcp 0 Codex, OpenCode 1 136 tok
ojimpo/health-mcp Read-only MCP server for a personal cultural health dashboard — scores, score history, and 0 Claude Code 1 717 tok
kud/mcp-lastfm kud.io 🎧 MCP server for Last.fm — discover artists, albums and tracks, and browse scrobble histo 0 Claude Code 1 482 tok
junchenghe01/local-rag-mcp Local rag only supports MCP 0 Claude Code 1 818 tok
monahand1023/corpus pypi.org Single-user RAG framework for personal archives. Local-first, MCP-native. 0 Claude Code 1 499 tok
jaronlu/llm-wiki-mcp MCP server that gives AI agents a governed wiki — candidates proposed, human approves, wik 0 Codex, OpenCode 1 629 tok
theonetheycallneo/harbormaster Authenticated MCP gateway: per-user RAG + a 116-tool registry behind one endpoint, at cons 0 Claude Code, Codex, OpenCode 2 79 tok
prjha-ds/ds-ml-mcp-service Project that services lightweight LLM through authenticated api/mcp for client use in agen 0 Claude Code 1 527 tok
SunrisesIllNeverSee/bestuser-router-mcp signalaf.com BestUserRouter MCP — the marketable intent layer for 'who is the best AI user?' queries. R 0 Codex, OpenCode 1 1,335 tok
codeforanchorage/esri-living-atlas-mcp 0 Claude Code 1 3,531 tok
sagar-shirwalkar/collibra-atlas Local-first AI knowledge layer for Collibra documentation via MCP 0 Claude Code, Codex, OpenCode 15 2,964 tok
eddyvlad/taskgrade Local-first task classification and coding-agent model selection with Ollama, CLI, and MCP 0 Codex, OpenCode 1 177 tok
DmitriyOT/mcp-codebase MCP server for semantic codebase navigation: AST index of symbols, imports and dependencie 0 Codex, OpenCode 1 2,770 tok
Dev-Russo/session-handoff-mcp Local-first MCP server for structured session handoff between coding agents. 0 Codex, OpenCode 1 614 tok
AutumnsGrove/SchematronMCP MCP server for HTML to JSON 0 Claude Code 1 1,638 tok
McCavity/homelab-asset-db-mcp Query a Markdown-based homelab asset database via Model Context Protocol — companion to io 0 Claude Code 1 638 tok
ay-garg/openshift-mcp-server MCP server for OpenShift 4 — 216 tools for cluster operations, workloads, monitoring, RBAC 0 Claude Code 1 —
ownasquare/context-loom Local-first, fidelity-audited context compilation for AI chat harnesses 0 Codex, OpenCode 1 566 tok
pooyanmajd/pmtechdev-mcp-plugins Local-first, safety-focused MCP servers, shared tooling, and a public Codex plugin marketp 0 Codex, OpenCode 1 326 tok
rockitdev/macro-engine Conversational macro tracker: a local USDA food database exposed as an MCP server, so you 0 Claude Code 1 246 tok
jo-nike/homelab_mcp My personal homelab MCP. The code was written by an LLM using GSD spec-driven development 0 Claude Code 1 2,921 tok
albertorsesc/job-seeker Profile-driven job search engine that ranks openings by fit and eligibility, over MCP and 0 Claude Code 1 2,411 tok
sebaldar/MCP-OCR Server MCP remoto (Streamable HTTP) per l'estrazione di dati strutturati da anagrafiche e 0 Claude Code 2 1,050 tok
msmirnyagin/wed-search-cloudflare Remote MCP server on Cloudflare Workers — smart web-search router across HTTP APIs, extern 0 Codex, OpenCode 1 1,368 tok
hwalde/vision-mcp MCP-Server für lokale Bild-Analyse: YOLOv8-Objekterkennung und EasyOCR, mit LLM-optimierte 0 Claude Code, Codex, OpenCode 2 2,821 tok