How real projects configure their agents

1,769 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
CSOAI-ORG/devops-ai-mcp meok.ai 🔌 Exposes Infrastructure and DevOps toolkit: Docker Compose generation, CI/CD pipeline bu 0 Cursor 1 80 tok
CSOAI-ORG/diff-ai-mcp meok.ai 🔌 Exposes diff over MCP — AI-powered automation tool. MIT. 0 Cursor 1 67 tok
CSOAI-ORG/dockerfile-generator-ai-mcp meok.ai 🔌 Exposes Dockerfile Generator over MCP — automation tooling for dockerfile generator. MI 0 Cursor 1 81 tok
CSOAI-ORG/document-comparison-ai-mcp meok.ai 🔌 Exposes Advanced document comparison with diff highlighting and version tracking. 0 Cursor 1 77 tok
CSOAI-ORG/ecommerce-ai-mcp meok.ai 🔌 Exposes ecommerce-ai-mcp tools over MCP (MEOK AI Labs). 0 Cursor 1 73 tok
CSOAI-ORG/dora-nis2-crosswalk-mcp meok.ai 🔌 Exposes DORA × NIS2 crosswalk over MCP — for entities in scope for both regimes. 65% ob 0 Cursor 1 199 tok
CSOAI-ORG/drone-airspace-governance-mcp meok.ai 🔌 Exposes Drone airspace governance over MCP — FAA Part 107 + EASA Open/Specific + CASA P 0 Cursor 1 93 tok
CSOAI-ORG/email-automation-mcp meok.ai 🔌 Exposes Email toolkit via SMTP/IMAP: send emails, read inbox, search, create drafts, an 0 Cursor 1 77 tok
CSOAI-ORG/email-validator-ai-mcp meok.ai 🔌 Exposes email validator tools over MCP (MEOK AI Labs); see the README for the tool list 0 Cursor 1 69 tok
CSOAI-ORG/emoji-ai-mcp meok.ai 🔌 Exposes emoji tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 74 tok
CSOAI-ORG/encoder-ai-mcp meok.ai 🔌 Exposes encoder over MCP — AI-powered automation tool. MIT. 0 Cursor 1 71 tok
CSOAI-ORG/env-manager-ai-mcp meok.ai 🔌 Exposes env manager tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 74 tok
CSOAI-ORG/event-planning-ai-mcp meok.ai 🔌 Exposes event planning tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 76 tok
CSOAI-ORG/expense-tracker-ai-mcp meok.ai 🔌 Lets an MCP client track expenses, categorize spending, and generate reports. 0 Cursor 1 81 tok
CSOAI-ORG/faker-ai-mcp meok.ai 🔌 Exposes Generate realistic fake test data for development and testing. (MEOK AI Labs) 0 Cursor 1 70 tok
CSOAI-ORG/feedback-analyzer-ai-mcp meok.ai 🔌 Lets an MCP client analyze customer feedback for sentiment, themes, and actionable insi 0 Cursor 1 76 tok
CSOAI-ORG/file-organizer-ai-mcp meok.ai 🔌 Exposes file organizer tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 78 tok
CSOAI-ORG/fishkeeper-ai-mcp meok.ai 🔌 Exposes Aquarium management & fish health AI MCP Server. B+ global aquarium market. (ME 0 Cursor 1 80 tok
CSOAI-ORG/fitness-ai-mcp meok.ai 🔌 Exposes fitness tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 76 tok
CSOAI-ORG/flashcard-ai-mcp meok.ai 🔌 Exposes Create study flashcards from text. (MEOK AI Labs) 0 Cursor 1 72 tok
CSOAI-ORG/flight-logger-mcp 🔌 Exposes Drone and aircraft flight logging. Log flights, track compliance, view history, 0 Cursor 1 72 tok
CSOAI-ORG/focus-timer-ai-mcp meok.ai 🔌 Exposes Pomodoro-style focus timers with productivity tracking. 0 Cursor 1 77 tok
CSOAI-ORG/fsa-food-safety-mcp meok.ai 🔌 Exposes UK FSA + EU Reg 178/2002 + HACCP food safety compliance over MCP — MIT 0 Cursor 1 196 tok
CSOAI-ORG/gardening-ai-mcp meok.ai 🔌 Exposes gardening-ai-mcp tools over MCP (MEOK AI Labs). 0 Cursor 1 77 tok
CSOAI-ORG/git-helper-ai-mcp meok.ai 🔌 Exposes Git Helper over MCP — automation tooling for git helper. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/gods-eye-geospatial-mcp meok.ai 🔌 Exposes Gods Eye — local-first geospatial awareness over MCP — Wraps open, non-US-depen 0 Cursor 1 92 tok
CSOAI-ORG/grammar-fix-ai-mcp meok.ai 🔌 Exposes Grammar Fix over MCP — automation tooling for grammar fix. MIT. 0 Cursor 1 78 tok
CSOAI-ORG/habit-tracker-ai-mcp meok.ai 🔌 Lets an MCP client track habits, streaks, and build accountability. 0 Cursor 1 86 tok
CSOAI-ORG/haulage-uk-compliance-mcp meok.ai 🔌 Exposes UK haulage compliance over MCP — Operator Licence, tachograph, drivers' hours, 0 Cursor 1 194 tok
CSOAI-ORG/health-check-ai-mcp meok.ai 🔌 Exposes HTTP endpoint health monitoring and status checking. (MEOK AI Labs) 0 Cursor 1 73 tok
CSOAI-ORG/healthcare-ai-governance-mcp 🔌 Exposes Healthcare AI Governance. FDA SaMD classification, HIPAA compliance, WHO health 0 Cursor 1 92 tok
CSOAI-ORG/hipaa-compliance-mcp meok.ai 🔌 Exposes HIPAA healthcare compliance over MCP — Administrative, Physical, Technical safe 0 Cursor 1 88 tok
CSOAI-ORG/hr-management-ai-mcp meok.ai 🔌 Exposes Human resources toolkit: leave calculation, payroll estimation, performance rev 0 Cursor 1 77 tok
CSOAI-ORG/html-parser-ai-mcp meok.ai 🔌 Exposes html parser tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 72 tok
CSOAI-ORG/icon-generator-ai-mcp meok.ai 🔌 Exposes Generate SVG icon data and descriptions. (MEOK AI Labs) 0 Cursor 1 73 tok
CSOAI-ORG/image-metadata-ai-mcp meok.ai 🔌 Exposes image metadata tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 70 tok
CSOAI-ORG/insurance-verification-mcp 🔌 Exposes insurance verification tools over MCP (MEOK AI Labs); see the README for the to 0 Cursor 1 75 tok
CSOAI-ORG/invoice-generator-ai-mcp meok.ai 🔌 Lets an MCP client generate, validate, and manage professional invoices with tax calcul 0 Cursor 1 72 tok
CSOAI-ORG/ip-network-ai-mcp meok.ai 🔌 Exposes ip network tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 74 tok
CSOAI-ORG/job-description-ai-mcp meok.ai 🔌 Lets an MCP client generate, analyze, and optimize job descriptions with bias checking. 0 Cursor 1 74 tok
CSOAI-ORG/json-ai-mcp meok.ai 🔌 Exposes json over MCP — AI-powered automation tool. MIT. 0 Cursor 1 68 tok
CSOAI-ORG/jwt-ai-mcp meok.ai 🔌 Exposes JWT token operations — decode, validate, generate, inspect. (MEOK AI Labs) 0 Cursor 1 74 tok
CSOAI-ORG/keyword-extractor-ai-mcp meok.ai 🔌 Exposes Keyword extraction over MCP — TF-IDF, RAKE, YAKE, semantic relevance, search vo 0 Cursor 1 74 tok
CSOAI-ORG/landlaw-ai-mcp meok.ai 🔌 Exposes UK property law & Land Registry tools over MCP (MEOK AI Labs). 0 Cursor 1 82 tok
CSOAI-ORG/lead-scoring-ai-mcp meok.ai 🔌 Exposes B2B lead scoring with engagement tracking and prioritization. 0 Cursor 1 85 tok
CSOAI-ORG/license-checker-ai-mcp meok.ai 🔌 Exposes Open source license compliance over MCP — SPDX parsing, compatibility checking, 0 Cursor 1 71 tok
CSOAI-ORG/linkedin-outreach-mcp meok.ai 🔌 Exposes linkedin outreach tools over MCP (MEOK AI Labs); see the README for the tool li 0 Cursor 1 77 tok
CSOAI-ORG/llm-compliance-comparison-mcp 🔌 Exposes llm compliance comparison tools over MCP (MEOK AI Labs); see the README for the 0 Cursor 1 93 tok
CSOAI-ORG/lorem-ipsum-ai-mcp meok.ai 🔌 Exposes Generate placeholder text in various styles. (MEOK AI Labs) 0 Cursor 1 81 tok
CSOAI-ORG/markdown-ai-mcp meok.ai 🔌 Exposes Markdown utilities over MCP — format, lint, convert (HTML/PDF), table generatio 0 Cursor 1 69 tok