How real projects configure their agents

43,813 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
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
CSOAI-ORG/slack-enterprise-mcp meok.ai Slack Enterprise MCP — automation tooling for slack enterprise. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/sleep-tracker-ai-mcp meok.ai Track sleep duration and quality, analyse patterns, and get personalised sleep recommendat 0 Cursor 1 77 tok
CSOAI-ORG/slugify-ai-mcp meok.ai URL slug generation and text normalization. Slugify, deslugify, batch process, and generat 0 Cursor 1 75 tok
CSOAI-ORG/soc2-compliance-ai-mcp meok.ai SOC 2 Type II compliance MCP — Trust Service Criteria audit, access review, change managem 0 Cursor 1 93 tok
CSOAI-ORG/social-media-ai-mcp meok.ai Social Media MCP — automation tooling for social media. MIT. 0 Cursor 1 80 tok
CSOAI-ORG/stock-analyzer-ai-mcp meok.ai Analyze stocks with financial ratios, comparisons, and sector performance data. 0 Cursor 1 94 tok
CSOAI-ORG/string-utils-ai-mcp meok.ai String Utils MCP — automation tooling for string utils. MIT. 0 Cursor 1 84 tok
CSOAI-ORG/stripe-billing-mcp meok.ai MEOK AI Labs MCP Server 0 Cursor 1 87 tok
CSOAI-ORG/subscription-tracker-ai-mcp meok.ai Track SaaS subscriptions, renewal dates, spending, and find duplicate services. By MEOK AI 0 Cursor 1 101 tok
CSOAI-ORG/summarizer-ai-mcp meok.ai Text summarization and extraction by MEOK AI Labs. 0 Cursor 1 89 tok
CSOAI-ORG/supply-chain-mcp Supply Chain MCP server. Council of AI. 0 Cursor 1 86 tok
CSOAI-ORG/survey-builder-ai-mcp meok.ai Create surveys, validate questions, collect responses, and generate analysis reports. 0 Cursor 1 90 tok
CSOAI-ORG/tax-calculator-ai-mcp meok.ai Calculate income tax (UK/US brackets), EU VAT, UK corporation tax, and capital gains tax. 0 Cursor 1 120 tok
CSOAI-ORG/text-stats-ai-mcp meok.ai Text Stats MCP — automation tooling for text stats. MIT. 0 Cursor 1 84 tok
CSOAI-ORG/time-tracker-ai-mcp meok.ai Track work time with start/stop timers, log entries, and generate reports. By MEOK AI Labs 0 Cursor 1 99 tok
CSOAI-ORG/tone-rewriter-ai-mcp meok.ai Text tone analysis and rewriting. Analyze, transform, and match text tone for professional 0 Cursor 1 113 tok
CSOAI-ORG/translation-ai-mcp meok.ai translation-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 80 tok
CSOAI-ORG/translator-pro-ai-mcp meok.ai Translation and language tools by MEOK AI Labs. 0 Cursor 1 86 tok
CSOAI-ORG/trust-chain-mcp Trust Chain MCP server. Council of AI. 0 Cursor 1 92 tok
CSOAI-ORG/uk-ai-act-mcp UK AI Bill compliance MCP — AI regulation tracking, risk classification, impact assessment 0 Cursor 1 98 tok
CSOAI-ORG/uk-ai-bill-compliance-mcp meok.ai UK AI Bill 2026 → AI governance. 5 principles framework. Part of the CSOAI Layer-0: 8 prot 0 Cursor 1 202 tok
CSOAI-ORG/unit-converter-ai-mcp meok.ai Unit Converter MCP — automation tooling for unit converter. MIT. 0 Cursor 1 85 tok
CSOAI-ORG/url-ai-mcp meok.ai url-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 80 tok
CSOAI-ORG/validator-ai-mcp meok.ai Validate JSON against schemas, check email deliverability, verify URLs, assess data qualit 0 Cursor 1 106 tok
CSOAI-ORG/vector-knowledge-graph-mcp MEOK AI Labs MCP Server 0 Cursor 1 95 tok
CSOAI-ORG/video-editing-ai-mcp meok.ai AI-powered video editing toolkit: scene splitting, subtitle generation, thumbnail planning 0 Cursor 1 90 tok
CSOAI-ORG/watermarking-authenticity-mcp meok.ai EU AI Act Art.50 watermarking + C2PA 2.1. 2 Dec 2026 deadline. Part of the CSOAI Layer-0: 0 Cursor 1 203 tok
CSOAI-ORG/weather-ai-mcp meok.ai weather-ai-mcp MCP — AI-powered automation tool. MIT. 0 Cursor 1 89 tok
CSOAI-ORG/web-research-mcp meok.ai Web search and browser automation toolkit: DuckDuckGo search, page extraction, screenshots 0 Cursor 1 85 tok
CSOAI-ORG/workout-planner-ai-mcp meok.ai Create workout plans, track progress, suggest exercises, and calculate training volume. 0 Cursor 1 94 tok
CSOAI-ORG/writing-assistant-ai-mcp meok.ai Content writing toolkit: headline generation, readability scoring, tone analysis, outline 0 Cursor 1 87 tok
CSOAI-ORG/yaml-ai-mcp meok.ai 6AMLD + UK MLR 2017 + FinCEN AML/CFT compliance MCP — customer due diligence, transaction 0 Cursor 1 78 tok
CallMarcus/security-scorecard-mcp Talk to the SecurityScorecard API in natural language from Claude and other MCP clients. C 0 Claude Code 1 2,275 tok
CSOAI-ORG/security-scanner-ai-mcp meok.ai Security scanning MCP — vulnerability assessment, SAST, DAST, dependency checking, SBOM an 0 Cursor 1 85 tok