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
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| powersurge01/shoot-email shoot-email-backend.powersurge.workers.dev Gives ChatGPT a real email inbox to send and receive messages, preserve conversation histo | 0 | Codex, OpenCode | 1 | 3,723 tok |
| lorenzomicheli/bedrock-kb-mcp-server A managed knowledge base for Claude Code, powered by Amazon Bedrock Managed Knowledge Base | 0 | Codex, OpenCode | 1 | 379 tok |
| Gaurav7974/agent-regress npmjs.com MCP server for regression-testing AI agents — deterministic checks (regex, exact-match, JS | 0 | Codex, OpenCode | 1 | 400 tok |
| Adriftnote/tool-box-mcp Central MCP registry for AI tools with Vector Search + Knowledge Graph | 0 | Claude Code | 1 | 147 tok |
| feli0x/docfs DocFS is a Model Context Protocol (MCP) server that exposes read-only file system tools to | 0 | Codex, OpenCode | 1 | 457 tok |
| jgt87/local-llm-mcp MCP server for fast synchronous calls to a local model via Ollama | 0 | Claude Code | 1 | 1,560 tok |
| Das-rebel/marketic White-label marketing strategy brain — ensemble AI, calibrated market signals, margin-awar | 0 | Claude Code | 1 | 1,058 tok |
| architect-34/triage-mcp Local-first GitHub issue-triage MCP server: ingest → embed → evaluate → serve grounded ret | 0 | Claude Code | 1 | 1,927 tok |
| kaushikkumarkr/RAG-MCP | 0 | Codex, OpenCode | 1 | 7,194 tok |
| ArkaAiAdmin/Agentic-Memory Local-first semantic memory system for AI agents with MCP, FTS5, KG, temporal reasoning, a | 0 | Claude Code, Codex, OpenCode | 9 | 5,809 tok |
| dbtlr/artifacts Persistent links for agent-generated Markdown, HTML, and text via MCP. | 0 | Claude Code, Codex, OpenCode | 2 | 141 tok |
| Sudeozubek/flyrank-capstone-social-studio AI-powered multi-platform social campaign publishing platform built for the FlyRank Backen | 0 | Codex, OpenCode | 1 | 242 tok |
| dawnmcp/DawnMCP-1 DawnMCP is a local, privacy-first MCP server that gives AI coding assistants deep codebase | 0 | Claude Code, Codex | 5 | — |
| hlucent/seoul-air-quality-mcp An MCP (Model Context Protocol) server that allows AI such as Claude to access Seoul's pub | 0 | Claude Code | 1 | 2,275 tok |
| jtv4k/mongodb-memory-mcp Persistent, searchable memory for AI agents — an MCP server on MongoDB with hybrid Vector | 0 | Claude Code | 6 | 7,556 tok |
| aronjesusfj-lang/mcp-fansly Servidor MCP (Model Context Protocol) para automatización y analítica de cuentas de Fansly | 0 | Codex, OpenCode | 1 | 765 tok |
| amangit1314/repo-rag A chat agent over my own GitHub profile — ask it "has Aman used Kotlin?" or "is CareerSpir | 0 | Claude Code, Codex, OpenCode | 13 | 4,244 tok |
| mck-s/minirag-pgvector-mcp | 0 | Claude Code | 4 | — |
| manojkiranti/local-llm-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 3,477 tok |
| fengredrum/asr-mcp Speech-to-text MCP server — based on the local Whisper Large V3 MLX model, supporting plai | 0 | Claude Code | 1 | 936 tok |
| JavaDerek/brink A single-player cinematic geopolitical roleplay: an LLM game-master narrates, an MCP serve | 0 | Claude Code | 1 | 3,455 tok |
| meob/mcp-blueprint MCP Blueprint is a lightweight framework for creating Model Context Protocol (MCP) servers | 0 | Claude Code, Codex, OpenCode | 2 | 1,266 tok |
| solaegis/hubitat-mcp MCP server for Hubitat Elevation hubs (C-5+) — Maker API device control, optional admin to | 0 | Codex, OpenCode | 1 | 338 tok |
| GMRoadlander/llm-wiki-mcp MCP server for a plain-markdown LLM-wiki vault: search, read, gated append/create writes, | 0 | Claude Code | 1 | 844 tok |
| msgtorahul-art/context-skeleton contextskeleton.com Zero-dependency structural code folding CLI, MCP server & LLM token optimizer | 0 | Claude Code, Cursor | 2 | 242 tok |
| clementlemon02/text2flink Let AI coding agents write Apache Flink SQL that provably works — verify on real Flink ove | 0 | Claude Code | 1 | — |
| vugarfamiloglu/graph-x Local knowledge graph for any project: zero-dependency indexer + 7-tool MCP server for Cla | 0 | Claude Code | 1 | 887 tok |
| tusharporwal1092-wq/mcp-control-plane This repository controls code for a production grade MCP server that exposes a company's i | 0 | Claude Code | 1 | 2,471 tok |
| 1710782766/llm_vision Give vision to vision-less LLMs — a local MCP server powered by Alibaba DashScope | 0 | Claude Code | 1 | 1,734 tok |
| lolofuk123/rbx-mcp Universal MCP bridge for Roblox Studio. Give any AI agent a spec and let it implement, tes | 0 | Claude Code | 1 | 1,107 tok |
| skyphusion-labs/prism-mcp play.skyphusion.org Prism MCP: agent door for the Prism multimodal playground API (MIT). | 0 | Claude Code | 1 | 879 tok |
| tqctqc1/deepseek-vision-mcp Vision bridge for text-only AI models - image analysis powered by Gemini API with MCP, CLI | 0 | Claude Code, Codex, OpenCode | 2 | 501 tok |
| PedroHenriqueNS/reapfield Scrape a URL into structured JSON from a natural-language field spec. Derives CSS selector | 0 | Codex, OpenCode | 1 | 253 tok |
| chncaesar/db-semantic-mcp MCP server exposing PostgreSQL and SQL Server schema metadata to AI coding agents — list t | 0 | Codex, OpenCode | 1 | 1,272 tok |
| PurrlyDigital/owasp-wstg-mcp Local Knowledge Graph RAG over the OWASP Web Security Testing Guide, exposed as five MCP t | 0 | Codex, OpenCode | 1 | 2,424 tok |
| jshsakura/a360-mcp Automation Anywhere A360 Control Room bot-failure diagnosis MCP server (Model Context Prot | 0 | Claude Code | 1 | 1,967 tok |
| MyLiya46/paperfream Turns paper/method descriptions into natively editable PowerPoint architecture diagrams. M | 0 | Claude Code | 1 | 345 tok |
| cynthiajones34/GBrain thebuildersopsstudio.com Cost-optimized gbrain fork for single-operator boutique consultancy. ~$1-5/mo target. | 0 | Claude Code, Codex, OpenCode | 2 | 14,533 tok |
| ishaan-skyacres/gmail-multi-mcp Multi-account Gmail MCP server. Thread replies that actually thread, full draft lifecycle, | 0 | Claude Code | 1 | 1,822 tok |
| XBW-Leo/MODULAR-RAG-MCP-SERVER | 0 | Claude Code, Codex | 9 | — |
| SNSEIxAUGMNTD/whatbox-mcp snseixaugmntd.github.io Security-first MCP server to operate a Whatbox slot over SSH — inspect, manage files & ser | 0 | Claude Code | 1 | — |
| smorand/mcp-htmleditor WYSIWYG HTML editor + MCP server for LLM-assisted presentations and documents (IBM Carbon, | 0 | Codex, OpenCode | 1 | 2,018 tok |
| hyuga611/llm-safe-sql npmjs.com [Moved to airframe] Let an LLM propose UPDATE/DELETE, run it for real inside a transaction | 0 | Codex, OpenCode | 1 | 758 tok |
| kevynf/akshare-mcp-bridge pypi.org Complete MCP access to AKShare's public APIs, with automatic discovery, deterministic rout | 0 | Codex, OpenCode | 1 | 813 tok |
| SavageCore/dashy-mcp Model Context Protocol for Lissy93/dashy | 0 | Codex, OpenCode | 1 | 956 tok |
| omarbshah/workbeast A connector-fed commitment ledger with an MCP tap. Mail, calendar and transcripts become a | 0 | Claude Code | 1 | — |
| LiShuo-Duke/riskprobe-agent Privacy-safe local risk intelligence Agent for explainable rules, PSI drift monitoring, in | 0 | Codex, OpenCode | 1 | 548 tok |
| ailecksandr/claude-course-mcp-task Task for [Introduction to Model Context Protocol](https://anthropic.skilljar.com/introduct | 0 | Claude Code | 1 | 561 tok |
| pranjalisr/dataset-pipeline-mcp | 0 | Claude Code | 1 | — |
| arr-mcps/cleanuparr-mcp Model Context Protocol for Cleanuparr/Cleanuparr | 0 | Codex, OpenCode | 1 | 1,282 tok |