24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| STIM-Protocol/mycelial-brain-mcp MCP server for persistent, decentralized agent memory. Part of the STIM Protocol ecosystem | 0 | Codex, OpenCode | 1 | 553 tok |
| jezdez/conda-cli-mcp jezdez.github.io Expose conda and its plugin commands through the Model Context Protocol | 0 | Codex, OpenCode | 1 | 2,088 tok |
| YC-CLT/VLM-mcp VLM-based image understanding MCP Server with local llama.cpp and online Qwen3-VL support. | 0 | Codex, OpenCode | 1 | 2,002 tok |
| fyrlabs/mcp-nexus Local-first intelligent MCP router: one endpoint, many MCP servers, capabilities discovere | 0 | Codex, OpenCode | 1 | 894 tok |
| JunctionX-Korea-2026-JoyRide/gyeongbuk-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 558 tok |
| jubayertalha/vibeframe A control plane for agentic coding: a living, in-repo model of intent, architecture, and c | 0 | Claude Code, Codex, OpenCode | 3 | 1,283 tok |
| edosulai/silenthand-cua Unofficial Computer Use host. Click, type, and read AX trees without stealing focus. Ready | 0 | Claude Code, Codex, OpenCode | 2 | 1,052 tok |
| brwbo/apic apic - app-to-API compiler: a computer-use agent explores an app once and emits a verified | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 4 | 993 tok |
| LeChabrax/apple-mail-mcp MCP server for Apple Mail on macOS: read, search, send and manage email from an AI assista | 0 | Claude Code, Codex, OpenCode | 7 | 1,552 tok |
| anthonywang-sg/Personal-Travel-Agent Autonomous Travel Planning Assistant with Two-Tier Tree of Thought reasoning, 156-destinat | 0 | Claude Code, Codex | 1 | — |
| developerz-ai/universal-lsp One fast, low-memory C++ language server for many languages via declarative Lua plugins — | 0 | Claude Code, Codex, OpenCode | 15 | 3,516 tok |
| ShamanicArts/CozyVTT-Agent MCP transport extension for CozyVTT campaign capabilities | 0 | Codex, OpenCode | 1 | 110 tok |
| MOSW626/lig-room LIG room space reservation system — approval workflow, weekly calendar, and AI agent integ | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| TuanLdv/mcp-openapi-server-demo mcp-openapi-server-demo | 0 | Claude Code, Codex, Cursor, OpenCode | 8 | 2,074 tok |
| xbrxr03/memorygraph Evidence-backed temporal belief revision for AI agents | 0 | Codex, OpenCode | 1 | 228 tok |
| prog76/mcp_secure-fox | 0 | Codex, OpenCode | 1 | 390 tok |
| Omicron6/Klaim klaim-beta.vercel.app KLAIM is a pay-per-use human verification API for AI agents. Humans keep credentials priva | 0 | Codex, OpenCode | 1 | 115 tok |
| williamjrich2/mollies-stitch-studio MCP embroidery design queue and local Brother SE700 iPhone relay | 0 | Codex, OpenCode | 1 | 340 tok |
| balabeir/garmin-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 388 tok |
| casenterprises/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 2,173 tok |
| shashank-sn/positioning-bridge Evidence-backed positioning policy checks for content workflows, CLI, and MCP. | 0 | Codex, OpenCode | 1 | 112 tok |
| JaminZhou/AppKitInspector Inspect live native macOS AppKit interfaces from Codex. | 0 | Codex, OpenCode | 1 | 326 tok |
| LZZLHY/archview Code architecture dashboard: CodeGraph (tree-sitter) provides structural facts, while the | 0 | Codex, OpenCode | 1 | 1,400 tok |
| thargy/mcp-gateway | 0 | Codex, OpenCode | 1 | 574 tok |
| thargy/docker-mcp | 0 | Codex, OpenCode | 1 | 862 tok |
| Markera-OU/pankow-mcp Pankow MCP server storefront: manifests, docs, and registry metadata (no app code) | 0 | Claude Code, Codex, OpenCode | 2 | 678 tok |
| perniemann/pnCore perniemann.com MCP engine that runs software delivery as named, gated steps; not one long chat. Skills, a | 0 | Claude Code, Codex, OpenCode | 2 | 3,809 tok |
| longhdwst1full/social-connect-mcp-poc social-connect-mcp-poc.vercel.app | 0 | Claude Code, Codex, OpenCode | 8 | 1,490 tok |
| ishan-parihar/swiggy-lyr Unified Swiggy MCP - Food, Instamart & Dineout for AI agents. One server, one OAuth token. | 0 | Codex, OpenCode | 1 | 823 tok |
| ishan-parihar/amazon-lyr Amazon research & shopping MCP server for AI agents — search, product details, reviews, ca | 0 | Codex, OpenCode | 1 | 980 tok |
| TG-Techie/apple-mail-mcp | 0 | Claude Code, Codex, OpenCode | 11 | 3,063 tok |
| limars874/coordination-mcp A small shared work-state MCP server. | 0 | Codex, OpenCode | 1 | 113 tok |
| purplehat93/proton-mcp | 0 | Codex, OpenCode | 1 | 469 tok |
| ishan-parihar/etmoney-lyr ET Money research layer for AI agents — 67 mutual-fund categories, stock screens & NIFTY c | 0 | Codex, OpenCode | 1 | 866 tok |
| csikosaron98/intervals-mcp-server FitBudy map server for intervals | 0 | Codex, OpenCode | 1 | 292 tok |
| aryaminus/socials-assistant deploy.workers.cloudflare.com MCP server + agent skills for social media creators — TikTok/Instagram/Facebook/YouTube an | 0 | Claude Code, Codex, OpenCode | 2 | 2,634 tok |
| vinilana/nf-mcp | 0 | Claude Code, Codex, OpenCode | 3 | 260 tok |
| SDK-E/mailbox Local development mail sink — SMTP catcher with HTTP API, inbox UI, CLI and MCP server | 0 | Codex, OpenCode | 1 | 555 tok |
| moosin76/windows-scoped-remote-mcp-server wsr.ezcode.kr | 0 | Codex, OpenCode | 1 | 3,268 tok |
| sentania-labs/vcf-mcp Governed multi-backend MCP appliance for VMware Cloud Foundation | 0 | Claude Code, Codex, OpenCode | 2 | 2,922 tok |
| deuriib/mcp-gateway Aggregate multiple MCP servers behind a single HTTP/SSE endpoint with Code Mode — reducing | 0 | Codex, OpenCode | 1 | 4,465 tok |
| kristianeboe/outsite-mcp outsite-mcp.kristianeboe.me Unofficial read-only MCP for Outsite availability, rates, and room calendars | 0 | Codex, OpenCode | 1 | 243 tok |
| atharva-bedekar/PowerPointMCP MCP to allow agentic edits and creation of ppts. Connect with any agent platform of your c | 0 | Claude Code, Codex | 1 | — |
| bulychauPI/shop-db-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 1,320 tok |
| ylty1516/ase-deliver ylty1516.github.io Any AI to production Aseprite game art. CLI + MCP compiler for .aseprite sprites, sheets, | 0 | Claude Code, Codex, OpenCode | 2 | 1,015 tok |
| zbrkic/godot-mcp | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 535 tok |
| echoomegaprime/echo-credential-broker Echo Vault credential broker MCP — agents may USE credentials, never READ them. Install fo | 0 | Claude Code, Codex, OpenCode | 2 | 4,960 tok |
| kalala252/asm-mcp-server MCP server for evidence-backed passive attack-surface research | 0 | Codex, OpenCode | 1 | 113 tok |
| harutlc/sql-mcp | 0 | Claude Code, Codex | 1 | — |
| tbaraniuk/arxiv-agent-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 1,462 tok |