How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
andreahaku/code-analysis-context-mcp 5 Claude Code 1 4,615 tok
wadearnold/mcp-document-markdown 5 Claude Code 1 847 tok
SSX360/matrixscroll matrixscroll.com Open protocol and MCP server for signed machine-action records, offline verification, seal 5 Claude Code, Codex, OpenCode 2 1,807 tok
minorun365/strands-mcp-agent An AI agent web app built with Strands Agents that lets you connect any MCP server 5 Claude Code 1 1,022 tok
radleta/Backlog.md-mcp A MCP for Backlog.md. 5 Claude Code 3 521 tok
cygnussystems/cygnus-ssh-mcp MCP server for SSH remote server management 5 Claude Code 1
KinomotoMio/MCPSecTrace 5 Claude Code 1 521 tok
Mickaell22/mcp-context-server MCP server for Claude Code — semantic codebase indexing with ChromaDB + DeepSeek Flash com 5 Claude Code 1 14,050 tok
coder-ka/procm-mcp 5 Claude Code 1 27 tok
cyanheads/protein-mcp-server npmjs.com Federated protein structure & annotation across experimental (PDB) and predicted (AlphaFol 5 Claude Code, Codex, OpenCode 2 15,688 tok
TomasLucasUTN/godot-mcp-bridge MCP server for Godot 4 — give Claude, Cursor, or any MCP client full control of the Godot 5 Claude Code 1 1,878 tok
cyanheads/openstreetmap-mcp-server npmjs.com Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data via MCP. 5 Claude Code, Codex, OpenCode 2 13,532 tok
KevinMarquette/McpPwshPresentation Beyond the Prompt: Leveraging MCP and PowerShell for Custom LLM Actions Presentation Mater 5 Claude Code 1 941 tok
ixijxjgxidj-cmd/GPU-Server-Management-MCP-Skill- 5 Claude Code, Codex, OpenCode 3 2,318 tok
wplaunchify/fluent-community-mcp Fluent Community MCP and Manager 5 Claude Code 1 1,688 tok
grovesjosephn/pokemcp Pokemon MCP (Model Context Protocol) system - A monorepo with MCP server and data ingestio 5 Claude Code 1 1,164 tok
CarlosGtrz/ClipToWslMcp ClipToWSL is a Model Context Protocol (MCP) server that enables AI coding agents like Clau 5 Claude Code 1 821 tok
sandraschi/notepadpp-mcp MCP Server for Notepad++ automation with comprehensive file operations, plugin management, 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,026 tok
just-every/mcp-task Reason and perform tasks using MCP. Use state of the art LLMs in your development workflow 5 Claude Code 1 1,169 tok
mepuka/effect-ontology 5 Claude Code 16 2,833 tok
SeanHogg/Builderforce.ai Agentic AI Coding Platform that enables everyone to train, design and embed custom LLMs in 5 Claude Code, Codex, OpenCode 3 376 tok
cyanheads/cdc-health-mcp-server npmjs.com Search and query CDC public health data — mortality, vaccinations, surveillance, behaviora 5 Claude Code, Codex, OpenCode 2 18,690 tok
AppSecHQ/skill-scanner-test skillscan.io Skill Scanner - An automated security scanning pipeline for AI agent SKILL.md and Agent pl 5 Claude Code 1 902 tok
fr0ster/mcp-abap-adt-clients ADT clients for SAP ABAP systems - Read-only, CRUD, and Management operations 5 Claude Code 1 4,071 tok
pedramamini/WisprMCP Programmatic, CLI, and MCP access to Wispr Flow data 5 Claude Code 1 1,265 tok
jbr/semantic-edit-mcp 5 Claude Code 1 2,449 tok
changjonathanc/mcp-registry 5 Claude Code 1 1,298 tok
c47-inc/mcp-film mcp.film Curated, agent-first directory of MCP servers for AI filmmaking. 5 Claude Code, Codex, OpenCode 2 1,754 tok
ejwhite7/brandkit-mcp Open-source MCP server that gives AI tools native access to your company's design system — 5 Claude Code 1 1,859 tok
aernouddekker/macos-mcp MCP server for macOS Mail.app — gives Claude native email access via AppleScript 5 Claude Code 1 709 tok
matiasbattocchia/google-mcp g.mcp.openbsp.dev Streamable HTTP MCP server for Google Calendar and Sheets with OAuth management 5 Claude Code 1 233 tok
cyanheads/gdelt-mcp-server npmjs.com Search and analyze global news coverage and US television transcripts via the GDELT Projec 5 Claude Code 1 5,987 tok
theYahia/chestnyznak-mcp npmjs.com MCP server for Chestniy ZNAK — product marking, CRPT verification (Russia) 5 Claude Code 1
paulieb89/bailii-mcp BAILII case law MCP server — search UK court judgments, retrieve full text with section ex 5 Claude Code, Codex, OpenCode 2 849 tok
planetscale/mcp-server planetscale.com PlanetScale mcp-server tools 5 Claude Code, Codex, Cursor, OpenCode 3 10 tok
luke-fairbanks/broll luke-fairbanks.github.io The content studio MCP for coding agents — BYO-key generation, deterministic video/carouse 5 Claude Code 1 778 tok
tinygodsdev/bitext-word-alignment 5 Claude Code, Codex, OpenCode 2 1,110 tok
Pseudogiant-xr/Pseudolife-MCP Persistent long-term memory for Agents — an MCP server with an associative memory bank, a 5 Claude Code 2 4,473 tok
aliasunder/agent-skills Agent skills for AI coding agents — trip planner, Obsidian vault, and more 5 Claude Code, Codex, OpenCode 2 805 tok
midplaneai/midplane midplane.ai Postgres MCP server for AI agents. Connect the tables you've been keeping off-limits. PII 5 Claude Code, Codex, OpenCode 2 2,543 tok
z29k/notabene z29k.github.io Leave notes in the margins of your repo's docs then let your AI agent apply them, resolve 5 Claude Code, Codex, OpenCode 2 11,072 tok
KhaledSaeed18/dotclaude Reusable Claude Code extension registry. skills, subagents, slash commands, and hooks for 5 Claude Code 1 935 tok
memodb-io/cueclaw Orchestrate agent workflows with natural language. Claude Agent SDK → execution plans → co 5 Claude Code 1 1,704 tok
Atypical-Consulting/RoselineMCP atypical-consulting.github.io Roslyn code intelligence for AI coding agents, over MCP. Navigate C# by structure — symbol 5 Claude Code 1 10,398 tok
MadaraUchiha-314/the-loop madarauchiha-314.github.io The loop for everything! 5 Claude Code 2 734 tok
strale-io/strale strale.dev Trust and quality infrastructure for AI agents. 225+ quality-scored capabilities, SQS scor 5 Claude Code, Codex, OpenCode 12 24,009 tok
LiHongwei-cn/lihongwei-cn lihongwei-cn.github.io MUNDO - THE EMPEROR. Complete AI orchestration system with 1208 skills, 25 capability modu 5 Claude Code, GitHub Copilot 2 3,995 tok
Blackburn-Labs/wiremark wiremark.dev Text-based wireframing format that embeds in markdown like Mermaid. Familiar component nam 5 Claude Code, Codex, OpenCode 2 2,459 tok
aizech/clinical-skills corpusanalytica.com A collection of AI agent skills focused on medical imaging and healthcare workflows. Built 5 Claude Code, Codex, OpenCode 2 3,249 tok
daniel-bogale/anti-ai-writing-humanizer Humanize AI-written text — a portable agent skill that writes or rewrites prose to remove 5 Claude Code 1 745 tok