How real projects configure their agents

22,170 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
2aronS/qdrant-scale Agent skills for scaling Qdrant vector search deployments 5 Codex, OpenCode 1 453 tok
shervinemp/CodebaseMCP 5 Codex, OpenCode 1 605 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
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
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
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
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
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
xinvxueyuan/NovelAI-Image-MCP xinvxueyuan.github.io MCP server for integrating NovelAI Image generation into AI agents. 5 Codex, OpenCode 1 3,983 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
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
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
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
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
topprismdata/cultivating-ml-agent A self-improving ML agent that compounds capability across projects through knowledge crys 5 Codex, OpenCode 1 3,602 tok
cortadel/cortadel cortadel.ai Self-hosted long-term temporal graph memory for AI agents — MCP, REST and a dashboard in o 5 Claude Code, Codex, OpenCode 2 3,971 tok
netresearch/typo3-testing-skill Agent Skill for creating and managing TYPO3 extension tests | Claude Code compatible 5 Codex, OpenCode 1 816 tok
netresearch/german-technical-writing-skill Agent Skill for natural German technical register in Jira tickets, internal German docs, a 5 Codex, OpenCode 1 618 tok
cookieMonsterDev/agents-skills Agent Skills for coding agents 5 Codex, OpenCode 1 2,330 tok
TechSpokes/skill-base-template Skill template for AI agents 5 Codex, GitHub Copilot, OpenCode 4 1,892 tok
dbhosbu-dotcom/renwei Renwei — book-length Chinese AI humanizer. 51 rules covering AI tells, Euro-Chinese syntax 5 Codex, OpenCode 1 863 tok
ldilov/harness-forge AI coding agent runtime that makes LLMs understand your codebase with repository-aware con 5 Claude Code, Codex, OpenCode 3 4,585 tok
hraness/atet atet.sh Local-first AI media generation and video editing toolkit for coding agents, with a Bun CL 5 Claude Code, Codex, OpenCode 2 3,215 tok
zenml-io/kitaru-skills zenml.io Agent skills for designing and building durable AI agent workflows with Kitaru 5 Claude Code, Codex, OpenCode 2 2,578 tok
epfl-lara/LeanProbe Fast Lean 4 proof feedback for coding agents. CLI, Python library, and MCP server with war 5 Codex, OpenCode 1 1,005 tok
dimpagk92/cellar Computer Experience Layer — MCP server for native computer use on macOS. Structured percep 5 Claude Code, Codex, OpenCode 2 2,584 tok
choiyounggi/dev-loop LLM Knowledge Management • Wiki-grounded verification • RFC-based documentation • Best pra 5 Claude Code, Codex, OpenCode 1 3,217 tok
blisspixel/recon pypi.org Map a domain's public technical footprint with provenance, confidence, and explicit uncert 5 Claude Code, Codex, OpenCode 2 6,909 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 2,150 tok
rezamotaghi/cbctscope rezamotaghi.com Full CBCT + 2D radiograph viewer from a board-certified oral and maxillofacial radiologist 5 Codex, OpenCode 1 1,526 tok
Ker102/Harneloop harneloop.kaelux.dev Build self-evolving AI agent harnesses with portable harness units, artifact-aware testing 5 Codex, OpenCode 1 1,014 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
sevoniva-labs/oceanbase-mcp Read-only MCP server for OceanBase metadata discovery and SQL access. 5 OpenCode 1
thierry-gilgen-ict/engawa Engawa — the open toolkit for agent-native websites. Bring your agent. 5 Codex, OpenCode 1 772 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
mgovedarov/mcp-vcf-orchestrator mgovedarov.github.io MCP server for VCF Automation Orchestrator — manage workflows, actions, configuration elem 5 Claude Code, Codex, OpenCode 3 9,203 tok
lidless-labs/immichctrl lidless.dev Your photo library outgrew the click-grid. immichctrl gives shells, cron, and agents one t 5 Claude Code, Codex, OpenCode 2 1,600 tok