How real projects configure their agents

31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
bolivian-peru/proxies-sx-mcp-server client.proxies.sx MCP server for Proxies.sx — 55 tools across 11 categories. Manage mobile/residential proxi 0 Claude Code 1 4,608 tok
sebazai/faceit-mcp 0 Claude Code, Codex, Cursor, OpenCode 3 410 tok
FODYZ/yangmap Serveur MCP : quel chemin YANG/gNMI donne quelle information, sur quel equipement, dans qu 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,587 tok
hhannis/US_Compliance_MCP 0 Claude Code 1 1,322 tok
rprouse/jira-digest-mcp 0 Claude Code 2 1,302 tok
amigo-ai/forge-mcp docs.amigo.ai Experimental MCP server prototype for Amigo Agent Forge workflows 0 Claude Code, Codex, OpenCode 2 290 tok
kaizen-org/openapi-mcp-server MCP server that exposes any OpenAPI/Swagger API as MCP tools 0 Claude Code, Codex, Cursor, OpenCode 8 2,074 tok
mrabbani/mcp-site-manager Manage WordPress from Claude, ChatGPT, Cursor and other MCP clients via the MCP Adapter. 0 Claude Code 1 —
VukasinTheProgramer/Aseprite-MCP 0 Claude Code 1 3,109 tok
bagasta/mcp-server 0 Claude Code 1 664 tok
AntonioBlago/visiblyai-mcp-server visibly-ai.com MCP server for Visibly AI: 51 SEO tools for Claude Code, Cursor and other MCP clients. Key 0 Claude Code 1 1,005 tok
zhtong-star/MODULAR-RAG-MCP-SERVER A project providing full-process RAG services with MCP client integration 0 Claude Code 9 —
daveynotfound/platform-mcp-stub Prototype MCP server for agent-native platform onboarding: human-approved API key requests 0 Claude Code 1 1,071 tok
Korck-lab/deepseek-mcp 0 Claude Code, Codex, OpenCode 26 107 tok
ketankshukla/learn-mcp-agent-crew learn-mcp-agent-crew.vercel.app Project #4 in a learn-MCP series: an agent that hires help. spawn_agent is runAgentLoop ca 0 Claude Code, Codex, OpenCode 3 159 tok
masikgit/memser Memory-as-a-Service MCP server 0 Claude Code 1 1,480 tok
muhammedturan65/liyakat-mcp Liyakat MCP - Turkish legal MCP server with NVIDIA nv-embed-v1 semantic search + Meta Llam 0 Claude Code 1 23,161 tok
cryptoyoginya/harness-health-engineering Personal life-quality OS: treats the body as an instrument, not a target. Whoop auto-inges 0 Claude Code, Codex, OpenCode 5 3,414 tok
PhoebusForWork/jira-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
berntpopp/clingen-link genefoundry.org MCP server for ClinGen (Clinical Genome Resource): gene–disease validity, dosage sensitivi 0 Claude Code, Codex, OpenCode 10 3,053 tok
berntpopp/gencc-link genefoundry.org MCP server for GenCC (Gene Curation Coalition): harmonized gene–disease validity classific 0 Claude Code, Codex, OpenCode 11 1,240 tok
Roxanne299/mcp-server GPT relay MCP server for Claude Code 0 Claude Code 1 1,163 tok
znlnzi/claude-config-studio npmjs.com MCP Server for managing Claude Code configuration with luoshu (洛书) cross-session intellige 0 Claude Code 40 —
tt-a1i/lore The intent layer for Git — link AI agent conversations to the commits they produced, then 0 Claude Code 1 266 tok
mbucknam/retavyn Personal MCP memory server — persistent memory for Claude across sessions, backed by Postg 0 Claude Code 1 1,350 tok
nrrdio/ebay-buyer-mcp eBay MCP server for Claude 0 Claude Code 2 —
kbennett2000/concord-mcp Let your AI assistant answer Bible questions from a real Bible it looks up — never from me 0 Claude Code 1 1,283 tok
goldandrei/MCP-App-GameScope 0 Claude Code, Codex, OpenCode 2 32 tok
andrewesweet/ropey An MCP server for rope 0 Claude Code, Codex 4 180 tok
jonymoney/oto MCP APP for Audio 0 Claude Code 1 —
dotlab-hq/vector-store-mcp Openai vector store mcp. Base Url can be easily chnged 0 Claude Code, Codex 7 —
trolleydodger1988/tmux-mcp A decoupled, stateful, interactive MCP (Model Context Protocol) Tmux tool. 0 Claude Code 1 —
egargale/lb-mcp-ui-proxy MCP-UI Wrapper Proxy for Longbridge — turns plain JSON responses into interactive HTML UIs 0 Claude Code, Codex, OpenCode 2 113 tok
thejiraguy/marta-mcp MCP server for Atlanta MARTA real-time rail and bus data 0 Claude Code 1 665 tok
nycsav/notion-geo-audit geo.ensolabs.ai Free GEO (Generative Engine Optimization) audit for any website — score your AI-search vis 0 Claude Code 1 1,248 tok
berntpopp/hgnc-link genefoundry.org MCP server for HGNC (HUGO Gene Nomenclature Committee, genenames.org): gene symbol and ID 0 Claude Code, Codex, OpenCode 10 2,113 tok
ATDev-Inc/uemcp Drive Unreal Engine 5 with Claude over MCP. Nothing to install inside Unreal. 0 Claude Code 1 1,125 tok
Vinix-Code-Dev/wasapi-mcp-server 0 Claude Code 1 1,421 tok
Psichico/FinvizMCP 0 Claude Code 1 1,652 tok
moorjani-ajay/pointless Self-hosted service that turns conversations into presentations 0 Claude Code 1 1,189 tok
ericmanyc/tenantcloud-client-ts Unofficial TypeScript client + MCP server for TenantCloud (rental property management) 0 Claude Code 1 96 tok
ninemindai/agentback-demo agentback-demo.vercel.app Weather MCP server built with AgentBack — one Zod schema set served over stdio, authentica 0 Claude Code, Codex 1 —
Sgoettschkes/nirvana_mcp 0 Claude Code 1 1,827 tok
ia23a-lachnita/ui-diff-mcp 0 Claude Code, Codex, OpenCode 2 5,194 tok
appare45/mcp-bridge HTTP Transport MCP server that reads a YAML configuration file (tools.yaml) and automatica 0 Claude Code 1 411 tok
Solnest-AI/skool-mcp-community Connect Claude to your own Skool community. 13 tools for posts, comments, members, classro 0 Claude Code 1 106 tok
bartest5/stickerdaniel_linkedin-mcp-server 0 Claude Code, Codex, OpenCode 8 1,879 tok
belermirzaa7-ops/edgar-audit-mcp 0 Claude Code 1 38,361 tok
apet97/clockify-python Complete async Clockify Python SDK with a structurally read-only MCP server 0 Claude Code, Codex, OpenCode 2 5,858 tok
sani-savaliya/cortex-brain Give your AI agents a company brain. MCP server over a markdown knowledge base: cited arti 0 Claude Code 1 634 tok