How real projects configure their agents

1,730 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 agents7,473Claude Code6,589Data and AI3,693Backend and APIs3,491Languages3,403Planning3,201Git and workflow3,131Code review2,731Memory and context2,354Testing2,335DevOps and cloud2,298Research2,288Writing and docs2,284Frontend2,242Security1,995Productivity1,703

All Claude Code32,066 Codex23,211 OpenCode21,984 GitHub Copilot3,528 Gemini CLI1,908 Cursor1,730 Windsurf104 Kiro70

Project Stars Configures Files Always loaded
CSOAI-ORG/devops-ai-mcp meok.ai Infrastructure and DevOps toolkit: Docker Compose generation, CI/CD pipeline building, log 0 Cursor 1 80 tok
CSOAI-ORG/diff-ai-mcp meok.ai diff-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 67 tok
CSOAI-ORG/dockerfile-generator-ai-mcp meok.ai Dockerfile Generator MCP — automation tooling for dockerfile generator. MIT. 0 Cursor 1 81 tok
CSOAI-ORG/document-comparison-ai-mcp meok.ai Advanced document comparison with diff highlighting and version tracking. 0 Cursor 1 77 tok
CSOAI-ORG/ecommerce-ai-mcp meok.ai MEOK AI Labs — ecommerce-ai-mcp MCP Server 0 Cursor 1 73 tok
CSOAI-ORG/dora-nis2-crosswalk-mcp meok.ai DORA × NIS2 crosswalk MCP for entities in scope for both regimes. 65% obligation overlap m 0 Cursor 1 199 tok
CSOAI-ORG/drone-airspace-governance-mcp meok.ai Drone airspace governance MCP — FAA Part 107 + EASA Open/Specific + CASA Part 101 complian 0 Cursor 1 93 tok
CSOAI-ORG/email-automation-mcp meok.ai Email toolkit via SMTP/IMAP: send emails, read inbox, search, create drafts, and list fold 0 Cursor 1 77 tok
CSOAI-ORG/email-validator-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 69 tok
CSOAI-ORG/emoji-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 74 tok
CSOAI-ORG/encoder-ai-mcp meok.ai encoder-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 71 tok
CSOAI-ORG/env-manager-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 74 tok
CSOAI-ORG/event-planning-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 76 tok
CSOAI-ORG/expense-tracker-ai-mcp meok.ai Track expenses, categorize spending, and generate reports. 0 Cursor 1 81 tok
CSOAI-ORG/faker-ai-mcp meok.ai MEOK AI Labs — Generate realistic fake test data for development and testing. 0 Cursor 1 70 tok
CSOAI-ORG/feedback-analyzer-ai-mcp meok.ai Analyze customer feedback for sentiment, themes, and actionable insights. 0 Cursor 1 76 tok
CSOAI-ORG/file-organizer-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 78 tok
CSOAI-ORG/fishkeeper-ai-mcp meok.ai MEOK AI Labs — Aquarium management & fish health AI MCP Server. B+ global aquarium market. 0 Cursor 1 80 tok
CSOAI-ORG/fitness-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 76 tok
CSOAI-ORG/flashcard-ai-mcp meok.ai MEOK AI Labs — Create study flashcards from text. 0 Cursor 1 72 tok
CSOAI-ORG/flight-logger-mcp Drone and aircraft flight logging. Log flights, track compliance, view history, and manage 0 Cursor 1 72 tok
CSOAI-ORG/focus-timer-ai-mcp meok.ai Pomodoro-style focus timers with productivity tracking. 0 Cursor 1 77 tok
CSOAI-ORG/fsa-food-safety-mcp meok.ai UK FSA + EU Reg 178/2002 + HACCP food safety compliance MCP. MIT 0 Cursor 1 196 tok
CSOAI-ORG/gardening-ai-mcp meok.ai MEOK AI Labs — gardening-ai-mcp MCP Server 0 Cursor 1 77 tok
CSOAI-ORG/git-helper-ai-mcp meok.ai Git Helper MCP — automation tooling for git helper. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/gods-eye-geospatial-mcp meok.ai Gods Eye — sovereign geospatial awareness MCP. Wraps open, non-US-dependent APIs (ESA Cope 0 Cursor 1 92 tok
CSOAI-ORG/grammar-fix-ai-mcp meok.ai Grammar Fix MCP — automation tooling for grammar fix. MIT. 0 Cursor 1 78 tok
CSOAI-ORG/habit-tracker-ai-mcp meok.ai Track habits, streaks, and build accountability. 0 Cursor 1 86 tok
CSOAI-ORG/haulage-uk-compliance-mcp meok.ai UK haulage compliance MCP. Operator Licence, tachograph, drivers' hours, DVSA roadside che 0 Cursor 1 194 tok
CSOAI-ORG/health-check-ai-mcp meok.ai MEOK AI Labs — HTTP endpoint health monitoring and status checking. 0 Cursor 1 73 tok
CSOAI-ORG/healthcare-ai-governance-mcp MEOK AI Labs — Healthcare AI Governance. FDA SaMD classification, HIPAA compliance, WHO he 0 Cursor 1 92 tok
CSOAI-ORG/hipaa-compliance-mcp meok.ai HIPAA healthcare compliance MCP — Administrative, Physical, Technical safeguards assessmen 0 Cursor 1 88 tok
CSOAI-ORG/hr-management-ai-mcp meok.ai Human resources toolkit: leave calculation, payroll estimation, performance reviews, onboa 0 Cursor 1 77 tok
CSOAI-ORG/html-parser-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 72 tok
CSOAI-ORG/icon-generator-ai-mcp meok.ai MEOK AI Labs — Generate SVG icon data and descriptions. 0 Cursor 1 73 tok
CSOAI-ORG/image-metadata-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 70 tok
CSOAI-ORG/insurance-verification-mcp MEOK AI Labs MCP Server 0 Cursor 1 75 tok
CSOAI-ORG/invoice-generator-ai-mcp meok.ai Generate, validate, and manage professional invoices with tax calculations. 0 Cursor 1 72 tok
CSOAI-ORG/ip-network-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 74 tok
CSOAI-ORG/job-description-ai-mcp meok.ai Generate, analyze, and optimize job descriptions with bias checking. 0 Cursor 1 74 tok
CSOAI-ORG/json-ai-mcp meok.ai json-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 68 tok
CSOAI-ORG/jwt-ai-mcp meok.ai MEOK AI Labs — JWT token operations — decode, validate, generate, inspect. 0 Cursor 1 74 tok
CSOAI-ORG/keyword-extractor-ai-mcp meok.ai Keyword extraction MCP — TF-IDF, RAKE, YAKE, semantic relevance, search volume estimation. 0 Cursor 1 74 tok
CSOAI-ORG/landlaw-ai-mcp meok.ai MEOK AI Labs — UK property law & Land Registry MCP Server. £43B UK legal market. 0 Cursor 1 82 tok
CSOAI-ORG/lead-scoring-ai-mcp meok.ai B2B lead scoring with engagement tracking and prioritization. 0 Cursor 1 85 tok
CSOAI-ORG/license-checker-ai-mcp meok.ai Open source license compliance MCP — SPDX parsing, compatibility checking, attribution gen 0 Cursor 1 71 tok
CSOAI-ORG/linkedin-outreach-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 77 tok
CSOAI-ORG/llm-compliance-comparison-mcp MEOK AI Labs MCP Server 0 Cursor 1 93 tok
CSOAI-ORG/logistics-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 72 tok
CSOAI-ORG/lorem-ipsum-ai-mcp meok.ai MEOK AI Labs — Generate placeholder text in various styles. 0 Cursor 1 81 tok