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/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
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