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 |
|---|---|---|---|---|
| dimpagk92/cellar Computer Experience Layer — MCP server for native computer use on macOS. Structured percep | 5 | Claude Code, Codex, OpenCode | 2 | 2,584 tok |
| abhijeetmohanan/growwmcp MCP server for Groww trading platform - Place orders, view portfolio, get market data vi | 5 | Claude Code | 1 | 1,101 tok |
| agulaya24/BaseLayer base-layer.ai An open-source pipeline that turns your writing into a specification for AI agents. It des | 5 | Claude Code, Codex, OpenCode | 2 | 7,831 tok |
| BMC-INC/Iron-mem Persistent, source-backed memory for AI coding assistants. Local-first Rust CLI, MCP serve | 5 | Claude Code | 1 | 9 tok |
| millsymills-com/flipperzero-mcp Modular MCP server for the Flipper Zero (USB + WiFi protobuf RPC) | 5 | Claude Code | 1 | 866 tok |
| u9401066/medical-calc-mcp 🏥 MCP Server with 121 validated medical calculators for AI agents. DDD architecture, evid | 5 | GitHub Copilot | 1 | 1,770 tok |
| choiyounggi/dev-loop LLM Knowledge Management • Wiki-grounded verification • RFC-based documentation • Best pra | 5 | Claude Code, Codex, OpenCode | 1 | 4,134 tok |
| Dissimilis/DirForge dirforge.zenforge.eu Simple, yet useful read-only directory browsing web app | 5 | Claude Code | 1 | 1,225 tok |
| SpekoAI/mcp-dev-calls agentvoice.to agentvoice: MCP server for real phone calls - your coding agent can call you when it gets | 5 | Codex, OpenCode | 1 | 2,868 tok |
| TranHuyQn/cc-chrome-extension Claude in Chrome, powered by your local claude CLI. Drive your real logged-in Chrome from | 5 | Claude Code | 5 | 14,694 tok |
| Tibu142/memorix 🔗 Connect AI agents with a shared memory system to keep conversations seamless and inform | 5 | Claude Code | 1 | 614 tok |
| blisspixel/recon pypi.org Map a domain's public technical footprint with provenance, confidence, and explicit uncert | 5 | Claude Code, Codex, OpenCode | 3 | 8,283 tok |
| aotter/mantle mantle.tools The agent-native application SDK. Define schemas, views, procedures and triggers in YAML. | 5 | Claude Code, Codex, OpenCode | 5 | 465 tok |
| harindukavishka/agentify Convert OpenAPI specs into nine standard AI agent interfaces to integrate your API with va | 5 | Claude Code, Codex, OpenCode | 2 | 2,479 tok |
| weilizhe8-del/claude-code-traffic-light Desktop traffic-light widget for Claude Code — multi-window support, per-session status ag | 5 | Claude Code | 5 | — |
| Jessinra/Lorekeeper jessinra.github.io Self-improving memory for AI agents | 5 | Claude Code, GitHub Copilot | 10 | 7,994 tok |
| lwalden/AIAgentMinder Project governance for AI-assisted development. Structured planning, sprint workflows, dec | 5 | Claude Code | 2 | 570 tok |
| eagleisbatman/eagle-mem eagleisbatman.github.io Lightweight persistent memory for Claude Code — SQLite + FTS5, no daemon, no bloat. Sessio | 5 | Codex, OpenCode | 1 | 1,469 tok |
| vehiclesdb/vehicles vehiclesdb.com Vehicle makes & models for your Rails app — every VehiclesDB make and model, 6 kinds, popu | 5 | Claude Code, Codex, OpenCode | 2 | 174 tok |
| Labs64/NetLicensing-MCP netlicensing.io The official NetLicensing MCP Server is a natural language interface that enables agentic | 5 | Claude Code, Codex, OpenCode | 2 | 2,185 tok |
| Harsh-2002/SSH-MCP harsh-2002.github.io MCP server for AI agents to connect and interact with remote servers over SSH. | 5 | Claude Code | 1 | 2,915 tok |
| mmgeorge/docs-mcp MCP server using the crates.io API and docs.rs published rustdoc JSON | 5 | Claude Code, Codex, OpenCode | 2 | 2,194 tok |
| than/secure-api-mcp MCP server that lets Claude Code use secrets without seeing them. | 5 | Claude Code | 1 | 1,658 tok |
| tsunamayo7/helix-pilot GUI automation MCP server powered by local Vision LLM (Ollama). Control your Windows deskt | 5 | Claude Code, Codex, OpenCode | 2 | 1,171 tok |
| fastman/mcp-kaneo MCP server for Kaneo API enabling AI assistants to manage tasks, projects, labels, and com | 5 | Claude Code, OpenCode | 18 | — |
| KenanAtmaca/aso-mcp App Store Optimization MCP Server keyword research, competitor analysis, review sentiment | 5 | Claude Code | 2 | 5,718 tok |
| fabianoomura/MCP-Server-Totvs-Moda pypi.org MCP Server para API V2 do TOTVS Moda — integre Claude e outros clientes MCP ao seu ERP de | 5 | Claude Code, Codex, OpenCode | 2 | 2,619 tok |
| eviltik/docker-tui A Text User Interface (TUI) for managing Docker containers and view realtime logs, embed a | 5 | Claude Code | 1 | 3,118 tok |
| joshuarichard/StatsPlus-MCP MCP server exposing the StatsPlus API (for OOTP) as tools for Claude | 5 | Claude Code | 1 | 4,287 tok |
| liamparker17/architect-tool The browser layer for any AI agent - drives your real logged-in Chrome, learns workflows b | 5 | Claude Code, Codex, OpenCode | 3 | 4,508 tok |
| leandre755/gui_agent Lightweight, ultra-fast FastMCP server for Computer Use & GUI automation on Linux and Wind | 5 | Claude Code, Codex, OpenCode | 2 | 4,367 tok |
| AndreaBozzo/gitnodes A Git-native knowledge graph for engineering teams and AI agents. | 5 | Claude Code, Codex, OpenCode | 3 | 1,610 tok |
| KPO-Tech/seshat seshat-ai.com Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RA | 5 | Codex, OpenCode | 1 | 1,704 tok |
| hkopenai/hk-transportation-mcp-server This is an MCP server that provides access to transportation related data in Hong Kong thr | 5 | Gemini CLI | 1 | 108 tok |
| Dragoon0x/argus dragoon0x.github.io The design intelligence runtime for AI agents. 49 rules. Zero LLM. MCP-native. Give your a | 5 | Claude Code, Codex, OpenCode | 2 | 2,636 tok |
| hhhh124hhhh/cocos-extensions Let AI directly drive Cocos Creator for game development — a full-stack DeepSeek Harness M | 5 | Codex, OpenCode | 1 | 3,213 tok |
| sevoniva-labs/oceanbase-mcp Read-only MCP server for OceanBase metadata discovery and SQL access. | 5 | OpenCode | 1 | — |
| epicDirk/EPICS-MCP Ask an AI assistant about your EPICS control system: live PV values, why a PV is disconnec | 5 | Claude Code | 1 | 7,730 tok |
| kismatkunwar89/SAVVYDFIR-MCP AI-driven DFIR framework: an MCP server that turns Claude Code into an autonomous digital- | 5 | Claude Code, Cursor | 25 | 11,266 tok |
| nanwer/trip-search-mcp MCP server giving Claude live access to flights, hotels, vacation rentals, Airbnb, activit | 5 | Codex, OpenCode | 1 | 2,670 tok |
| tanayshah11/travel-mcp-server tanayshah.dev MCP server for AI-powered travel search — flights, hotels, weather as MCP tools with Mongo | 5 | Claude Code | 1 | 828 tok |
| j0KZ/synthlab-mcp-server AI-powered synthesis lab — Compose songs, generate Pure Data & VCV Rack patches, map MIDI | 5 | Claude Code | 1 | 2,509 tok |
| 1luvc0d3/metabase-mcp npmjs.com MCP server connecting Claude to Metabase for natural language data analysis, dashboard man | 5 | Claude Code | 1 | 1,534 tok |
| deer/music.build music.build MCP server for AI music composition. A typed, immutable music theory library — pitches, rh | 5 | Claude Code | 2 | 602 tok |
| MartinCastroAlvarez/django-admin-mcp-api links.martincastroalvarez.com Drop-in MCP server for the Django admin that lets AI agents operate your existing ModelAdm | 5 | Claude Code | 1 | 1,174 tok |
| ben4mn/meet-edward meet-edward.com Open-source AI assistant for your Mac with long-term memory: chat, voice and iMessage ping | 5 | Claude Code | 1 | 17,058 tok |
| reacher-z/GraphEngineering Vendor-neutral graph orchestration for reliable agentic systems: one portable Graph IR, na | 5 | Codex, OpenCode | 1 | 284 tok |
| daocodotorg/basic-blog npmjs.com Headless blog & CMS as a Convex component: npm package (basic-blog-convex-blog-cms), bundl | 5 | Codex, OpenCode | 1 | 618 tok |
| Scaffoldic/agentforge-graph pypi.org Turn any repo into a Code Knowledge Graph your coding agent can reason over — symbols, API | 5 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 2,309 tok |
| Driftya/code-meridian driftya.com Local graph memory for AI coding agents, giving MCP-compatible tools precise codebase cont | 5 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 1,205 tok |