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/markdown-ai-mcp meok.ai Markdown utilities MCP — format, lint, convert (HTML/PDF), table generation, TOC builder. 0 Cursor 1 69 tok
CSOAI-ORG/math-solver-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 77 tok
CSOAI-ORG/mdr-medical-device-mcp meok.ai EU MDR (Reg 2017/745) + IVDR + AI/ML SaMD classification MCP. MIT 0 Cursor 1 207 tok
CSOAI-ORG/meal-planner-ai-mcp meok.ai Plan meals, calculate nutrition, generate shopping lists, and suggest substitutes. 0 Cursor 1 80 tok
CSOAI-ORG/meditation-guide-ai-mcp meok.ai Generate guided meditations, breathing exercises, and mindfulness practices. By MEOK AI La 0 Cursor 1 78 tok
CSOAI-ORG/meeting-summarizer-ai-mcp meok.ai Summarize meeting transcripts, extract action items, identify decisions, and generate foll 0 Cursor 1 83 tok
CSOAI-ORG/memory-search-mcp meok.ai Persistent AI memory system with semantic search, care-weighted episodes, temporal chains, 0 Cursor 1 73 tok
CSOAI-ORG/meok-governance-smithery MEOK Governance Engine - 62 AI governance tools for Smithery. 0 Cursor 1 87 tok
CSOAI-ORG/csoai-governance-engine-mcp meok.ai Unified AI governance engine MCP — orchestrates 13 regulatory frameworks with signed audit 0 Cursor 1 95 tok
CSOAI-ORG/csoai-omnibus-tracker-mcp EU AI Act + GDPR + DORA Digital Omnibus tracker. 8 cliff dates + 14 article changes. Part 0 Cursor 1 92 tok
CSOAI-ORG/mica-crypto-mcp meok.ai EU MiCA (Reg 2023/1114) → AI governance. Crypto-asset issuers, exchanges, CASPs. Part of t 0 Cursor 1 191 tok
CSOAI-ORG/csoai-watermark-attest-mcp EU AI Act Article 50 watermarking compliance MCP — C2PA, content provenance, deepfake disc 0 Cursor 1 108 tok
CSOAI-ORG/mifid-ii-ai-mcp meok.ai MiFID II Article 17 algorithmic trading compliance MCP. MIT 0 Cursor 1 187 tok
CSOAI-ORG/mitre-atlas-mcp meok.ai MITRE ATLAS (adversarial AI) threat landscape MCP. MIT 0 Cursor 1 187 tok
CSOAI-ORG/mock-server-ai-mcp meok.ai MEOK AI Labs — Create mock API endpoint definitions. 0 Cursor 1 73 tok
CSOAI-ORG/muckaway-ai-mcp meok.ai MEOK AI Labs — Waste logistics & skip hire MCP Server. UK £6B waste management market. 0 Cursor 1 83 tok
CSOAI-ORG/nis2-compliance-mcp meok.ai NIS2 (Directive EU 2022/2555) Article 21+23 compliance MCP. Entity classification, 10 meas 0 Cursor 1 199 tok
CSOAI-ORG/nist-rmf-ai-mcp NIST AI Risk Management Framework MCP — MAP, MEASURE, MANAGE, GOVERN functions, risk regis 0 Cursor 1 97 tok
CSOAI-ORG/notification-ai-mcp meok.ai MEOK AI Labs — Send notifications via webhooks. 0 Cursor 1 66 tok
CSOAI-ORG/nrswa-ai-mcp meok.ai UK New Roads + Street Works Act compliance MCP. Section 50/58/74 + utility works. MIT 0 Cursor 1 177 tok
CSOAI-ORG/nutrition-tracker-ai-mcp meok.ai Nutrition tracking and dietary analysis by MEOK AI Labs. 0 Cursor 1 86 tok
CSOAI-ORG/otp-ai-mcp meok.ai MEOK AI Labs — Generate and verify TOTP/HOTP codes. 0 Cursor 1 70 tok
CSOAI-ORG/password-ai-mcp meok.ai Password manager MCP — generate, strength-check, breach monitoring, entropy calculation. Z 0 Cursor 1 69 tok
CSOAI-ORG/patient-safety-ai-mcp Check drug interactions, validate dosages, assess patient risk, and generate safety alerts 0 Cursor 1 89 tok
CSOAI-ORG/pci-dss-mcp PCI DSS 4.0 payment card compliance MCP server — 12 requirements assessment, cardholder da 0 Cursor 1 84 tok
CSOAI-ORG/pdf-document-mcp meok.ai Document processing toolkit: extract text from PDFs, convert to Markdown, merge files, ext 0 Cursor 1 76 tok
CSOAI-ORG/pdf-merge-ai-mcp meok.ai MEOK AI Labs — Merge and manipulate PDF files. 0 Cursor 1 74 tok
CSOAI-ORG/pdf-tools-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 70 tok
CSOAI-ORG/performance-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 78 tok
CSOAI-ORG/photography-ai-mcp meok.ai Photography utilities MCP — EXIF analysis, batch processing, watermarking, format conversi 0 Cursor 1 73 tok
CSOAI-ORG/plagiarism-checker-ai-mcp meok.ai Check text similarity, analyze writing style consistency, verify citations, and generate o 0 Cursor 1 83 tok
CSOAI-ORG/planthire-ai-mcp meok.ai planthire-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 85 tok
CSOAI-ORG/pomodoro-ai-mcp meok.ai Manage Pomodoro focus sessions, breaks, and productivity analytics. By MEOK AI Labs. 0 Cursor 1 76 tok
CSOAI-ORG/price-tracker-ai-mcp meok.ai Track product prices over time, set price drop alerts, and compare across retailers. By ME 0 Cursor 1 75 tok
CSOAI-ORG/project-management-ai-mcp meok.ai Project Management MCP — automation tooling for project management. MIT. 0 Cursor 1 79 tok
CSOAI-ORG/quiz-generator-ai-mcp meok.ai Quiz generation and assessment by MEOK AI Labs. 0 Cursor 1 74 tok
CSOAI-ORG/rag-knowledge-graph-mcp RAG + Knowledge Graph MCP — hybrid retrieval with vector embeddings + graph traversal. Cit 0 Cursor 1 84 tok
CSOAI-ORG/rag-knowledge-mcp RAG knowledge base MCP — semantic search, document chunking, relevance ranking, hallucinat 0 Cursor 1 75 tok
CSOAI-ORG/readme-generator-ai-mcp meok.ai README.md generator MCP — analyse project structure, generate docs, badges, install instru 0 Cursor 1 78 tok
CSOAI-ORG/recipe-finder-ai-mcp meok.ai Recipe search and meal planning. Find recipes by ingredients, get substitutions, plan meal 0 Cursor 1 80 tok
CSOAI-ORG/recruitment-ai-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 72 tok
CSOAI-ORG/regex-ai-mcp meok.ai regex-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 67 tok
CSOAI-ORG/resume-parser-ai-mcp meok.ai Parse resumes to extract skills, match against jobs, and score candidates. 0 Cursor 1 72 tok
CSOAI-ORG/risk-assessment-ai-mcp meok.ai AI risk assessment MCP — NIST AI RMF-aligned risk register with scoring, treatments, contr 0 Cursor 1 85 tok
CSOAI-ORG/robotics-control-mcp meok.ai IoT and robotics interface: list devices, send serial/HTTP commands, read sensors, control 0 Cursor 1 72 tok
CSOAI-ORG/scam-detector-mcp By [MEOK AI Labs](https://meok.ai) | The only MCP server for scam and fraud detection. 0 Cursor 1 76 tok
CSOAI-ORG/schema-validator-ai-mcp meok.ai JSON Schema validator MCP — validate against draft 7/2019-09/2020-12, generate schemas fro 0 Cursor 1 68 tok
CSOAI-ORG/skip-hire-ai-mcp meok.ai UK skip hire compliance MCP. Waste Carrier Registration, EWC codes, consignment notes. MIT 0 Cursor 1 167 tok
CSOAI-ORG/sentiment-analysis-ai-mcp meok.ai Analyse text sentiment, detect emotions, and compare tones. By MEOK AI Labs. 0 Cursor 1 75 tok
CSOAI-ORG/seo-checker-ai-mcp meok.ai SEO analysis MCP — meta tags, structured data, Core Web Vitals, keyword density, competito 0 Cursor 1 76 tok