How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
harunraseed07/ADC_MCP_Project 5 GitHub Copilot 1 191 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
harrybin/visuals-mcp harrybin.de An MCP (Model Context Protocol) server that provides interactive visualizations for AI age 5 GitHub Copilot 1 3,498 tok
2aronS/qdrant-scale Agent skills for scaling Qdrant vector search deployments 5 Codex, OpenCode 1 453 tok
jbr/semantic-edit-mcp 5 Claude Code 1 2,449 tok
shervinemp/CodebaseMCP 5 Codex, OpenCode 1 605 tok
changjonathanc/mcp-registry 5 Claude Code 1 1,298 tok
TN0123/one-shot-ui npmjs.com Deterministic screenshot diffing for AI coding agents. Extract design tokens, diff impleme 5 Codex, OpenCode 1 2,425 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
sandbanks/agentic_ssh sandbanks.tech Stop your AI agent from nosing around your SSH connections without permission 5 Codex, OpenCode 1 1,738 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
davidmosiah/withings-mcp wellness.delx.ai Unofficial local-first Withings MCP server for AI health, sleep and activity agents. 5 Codex, OpenCode 1 158 tok
cyanheads/arxiv-mcp-server npmjs.com Search arXiv, fetch paper metadata, and read full-text content via MCP. STDIO or Streamabl 5 Claude Code, Codex, OpenCode 2 15,712 tok
derekslinz/meta-data-mcp linzalytics.com A meta-mcp (mmcp) server offering a window into the exciting world of open data sources by 5 Codex, OpenCode 1 1,623 tok
aernouddekker/macos-mcp MCP server for macOS Mail.app — gives Claude native email access via AppleScript 5 Claude Code 1 709 tok
klimPaskov/hoi4-agent-tools MCP tools for coding agents to create and clean HOI4 focus trees, scripted GUIs, and maps 5 Codex, OpenCode 1 658 tok
mattmohandiss/cad-mcp-server npmjs.com MCP server for AI-assisted STEP CAD inspection, geometry queries, PMI hints, and revision 5 Codex, OpenCode 1 1,765 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
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
austinsonger/GRC-Mapping-Analyst GRC Mapping Analyst is a NIST IR 8477-based toolkit for AI-assisted cybersecurity crosswal 5 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,100 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
xinvxueyuan/NovelAI-Image-MCP xinvxueyuan.github.io MCP server for integrating NovelAI Image generation into AI agents. 5 Codex, OpenCode 1 3,983 tok
sapuyou45-bit/oraclebone sapuyou45-bit.github.io The bone cracks. The model reads. Audited divination for AI agents — tarot, I Ching, Xiao 5 GitHub Copilot 1 503 tok
s0fractal/warrant s0fractal.github.io Signed, hash-addressed decision records for AI agents, with reasons you can re-run 5 Codex, OpenCode 1 608 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
Neetx/eso-skills Aurbis — a free, open-source AI skill pack that turns Claude (or other providers/agents) i 5 Codex, OpenCode 1 4,879 tok
JohanYP/Opencode-Assistant Self-hosted personal AI assistant on Telegram. Powered by OpenCode + Claude Sonnet (free b 5 Codex, OpenCode 1 1,972 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
netresearch/enterprise-readiness-skill Agent Skill for enterprise readiness assessment - security, quality, and automation | Clau 5 Codex, OpenCode 1 778 tok
lzehrung/codegraph CLI, MCP and TS library that turns source code into a map of files, symbols, references, a 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,225 tok
backblaze-labs/awesome-agent-infrastructure blze.ai A curated list of AI agent infrastructure: memory stores, vector databases, execution sand 5 Claude Code 1 370 tok
zinxj/uikit-expert-skill uikit-expert-skill.vercel.app Provide accurate, efficient, and modern UIKit Swift code using an AI agent skill focused o 5 Claude Code, Codex, OpenCode 2 1,387 tok
openclaw/carapace carapace.design Canonical web design tokens, styles, and agent guidance for OpenClaw 5 Claude Code, Codex, OpenCode 2 471 tok