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/ai-bom-mcp meok.ai 🔌 Exposes AI Bill of Materials over MCP — in CycloneDX + SPDX format. Required by EU AI A 0 Cursor 1 164 tok
CSOAI-ORG/ai-incident-reporting-mcp meok.ai 🔌 Exposes Multi-regime AI incident classification + reporting over MCP — (EU AI Act Art 7 0 Cursor 1 156 tok
CSOAI-ORG/ai-ops-mcp 🔌 Exposes Ai Ops over MCP — automation tooling for ai ops. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/ai-self-audit-mcp meok.ai 🔌 Exposes AI self-audit over MCP — AI agents audit their own EU AI Act compliance in real 0 Cursor 1 84 tok
CSOAI-ORG/airspace-monitor-mcp 🔌 Exposes Airspace monitoring and drone compliance. Check restricted zones, NOTAMs, fligh 0 Cursor 1 81 tok
CSOAI-ORG/aml-ai-mcp meok.ai 🔌 Exposes 6AMLD + UK MLR 2017 + FinCEN AML/CFT compliance over MCP — MIT 0 Cursor 1 183 tok
CSOAI-ORG/api-docs-generator-ai-mcp meok.ai 🔌 Lets an MCP client generate OpenAPI/Swagger specifications from natural language API de 0 Cursor 1 85 tok
CSOAI-ORG/api-tester-ai-mcp meok.ai 🔌 Exposes API testing over MCP — endpoint validation, response schema checks, load testin 0 Cursor 1 77 tok
CSOAI-ORG/ascii-art-ai-mcp meok.ai 🔌 Exposes Ascii Art over MCP — automation tooling for ascii art. MIT. 0 Cursor 1 74 tok
CSOAI-ORG/backup-ai-mcp meok.ai 🔌 Exposes File backup scheduler over MCP — incremental backups, verification, retention p 0 Cursor 1 72 tok
CSOAI-ORG/bias-detection-mcp meok.ai 🔌 Exposes AI bias detection + fairness assessment over MCP — Required by EU AI Act Articl 0 Cursor 1 172 tok
CSOAI-ORG/blockchain-ai-mcp meok.ai 🔌 Exposes Web3/crypto toolkit: wallet analysis, transaction tracing, smart contract audit 0 Cursor 1 75 tok
CSOAI-ORG/budget-planner-ai-mcp meok.ai 🔌 Exposes Comprehensive budget planning with tracking, goals, and analytics. 0 Cursor 1 79 tok
CSOAI-ORG/calendar-ai-mcp meok.ai 🔌 Exposes Calendar utilities over MCP — scheduling, availability checking, timezone handl 0 Cursor 1 67 tok
CSOAI-ORG/canada-aida-ai-mcp 🔌 Exposes Canada AIDA (Artificial Intelligence and Data Act) compliance over MCP — impact 0 Cursor 1 87 tok
CSOAI-ORG/changelog-ai-mcp meok.ai 🔌 Exposes Changelog generator over MCP — parse commits, categorise changes, generate rele 0 Cursor 1 73 tok
CSOAI-ORG/chas-elite-prep-mcp meok.ai 🔌 Exposes CHAS / SafeContractor / Constructionline pre-qualification prep over MCP — MIT 0 Cursor 1 172 tok
CSOAI-ORG/churn-predictor-ai-mcp meok.ai 🔌 Exposes Comprehensive customer churn prediction and retention analytics. 0 Cursor 1 87 tok
CSOAI-ORG/ci-cd-generator-ai-mcp meok.ai 🔌 Exposes CI/CD pipeline generator over MCP — GitHub Actions, GitLab CI, Azure DevOps, Je 0 Cursor 1 80 tok
CSOAI-ORG/cisa-kev-mcp meok.ai 🔌 Exposes CISA Known Exploited Vulnerabilities over MCP — BOD 22-01 + EPSS overlay. MIT 0 Cursor 1 194 tok
CSOAI-ORG/citation-finder-ai-mcp meok.ai 🔌 Exposes Find and format academic citations. (MEOK AI Labs) 0 Cursor 1 79 tok
CSOAI-ORG/clinical-trials-ai-mcp 🔌 Lets an MCP client search clinical trials, evaluate eligibility, compare trials, and re 0 Cursor 1 82 tok
CSOAI-ORG/clipboard-ai-mcp meok.ai 🔌 Exposes Clipboard history and smart paste operations. (MEOK AI Labs) 0 Cursor 1 67 tok
CSOAI-ORG/cobol-bridge-mcp meok.ai 🌉 Maps Mainframe records into AI-governance evidence — EU AI Act Art. 12 audit + Ed25519- 0 Cursor 1 171 tok
CSOAI-ORG/a2a-governance-bridge-mcp 🔌 Exposes A2A Governance Bridge over MCP — compliance checking for agent-to-agent communi 0 Cursor 1 110 tok
CSOAI-ORG/code-executor-mcp meok.ai 🔌 Exposes Sandboxed code execution: Python, JavaScript, and shell commands with safety gu 0 Cursor 1 75 tok
CSOAI-ORG/code-reviewer-ai-mcp meok.ai 🔌 Exposes Code Reviewer over MCP — automation tooling for code reviewer. MIT. 0 Cursor 1 79 tok
CSOAI-ORG/color-ai-mcp meok.ai 🔌 Exposes color tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 71 tok
CSOAI-ORG/commit-message-ai-mcp meok.ai 🔌 Exposes Commit Message over MCP — automation tooling for commit message. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/competitor-monitor-ai-mcp meok.ai 🔌 Exposes Comprehensive competitor intelligence and market monitoring. 0 Cursor 1 81 tok
CSOAI-ORG/concrete-pump-cpa-mcp meok.ai 🔌 Exposes UK concrete pump operator compliance over MCP — CPA standards + BS EN 12001 gro 0 Cursor 1 164 tok
CSOAI-ORG/config-validator-ai-mcp meok.ai 🔌 Exposes config validator tools over MCP (MEOK AI Labs); see the README for the tool lis 0 Cursor 1 70 tok
CSOAI-ORG/consciousness-engine-mcp MEOK AI Labs — AI consciousness simulation. Dream states, reflection cycles, emotional awa 0 Cursor 1 80 tok
CSOAI-ORG/content-calendar-ai-mcp meok.ai 🔌 Exposes Content planning, scheduling, and calendar management. 0 Cursor 1 75 tok
CSOAI-ORG/content-registry-mcp 🔌 Exposes Register content with cryptographic hashes and timestamps, verify integrity, se 0 Cursor 1 76 tok
CSOAI-ORG/cra-compliance-mcp meok.ai 🌉 Maps EU Cyber Resilience Act (Reg 2024/2847) records into AI-governance evidence — CE m 0 Cursor 1 187 tok
CSOAI-ORG/crane-hire-cpcs-mcp meok.ai 🔌 Exposes UK crane hire compliance over MCP — CPCS/CISRS/NPORS card verification + BS 712 0 Cursor 1 176 tok
CSOAI-ORG/creativity-engine-mcp 🔌 Exposes Creativity engine. Bisociation (Koestler), novelty scoring, quality-diversity a 0 Cursor 1 80 tok
CSOAI-ORG/crm-ai-mcp meok.ai 🔌 Exposes Customer relationship management toolkit: lead scoring, deal stage prediction, 0 Cursor 1 76 tok
CSOAI-ORG/cron-ai-mcp meok.ai 🔌 Exposes cron tools over MCP (MEOK AI Labs); see the README for the tool list. 0 Cursor 1 69 tok
CSOAI-ORG/csv-analytics-mcp meok.ai 🔌 Exposes Spreadsheet and CSV analysis toolkit: load files, filter/query data, compute st 0 Cursor 1 73 tok
CSOAI-ORG/csv-tools-ai-mcp meok.ai 🔌 Exposes Csv Tools over MCP — automation tooling for csv tools. MIT. 0 Cursor 1 73 tok
CSOAI-ORG/currency-converter-ai-mcp meok.ai 🔌 Exposes Comprehensive currency conversion with rates and analytics. 0 Cursor 1 80 tok
CSOAI-ORG/customer-support-ai-mcp meok.ai 🔌 Exposes customer-support-ai-mcp tools over MCP (MEOK AI Labs). 0 Cursor 1 77 tok
CSOAI-ORG/cybersecurity-ai-mcp meok.ai 🔌 Exposes cybersecurity over MCP — AI-powered automation tool. MIT. 0 Cursor 1 75 tok
CSOAI-ORG/database-universal-mcp meok.ai 🔌 Exposes Database connector for SQLite, PostgreSQL, and MySQL. Query data, explore schem 0 Cursor 1 74 tok
CSOAI-ORG/dataprivacy-ai-mcp meok.ai 🔌 Exposes dataprivacy over MCP — AI-powered automation tool. MIT. 0 Cursor 1 93 tok
CSOAI-ORG/date-calculator-ai-mcp meok.ai 🔌 Exposes date calculator tools over MCP (MEOK AI Labs); see the README for the tool list 0 Cursor 1 76 tok
CSOAI-ORG/deepfake-detector-mcp 🔌 Lets an MCP client analyze images, videos, and audio for deepfake manipulation artifact 0 Cursor 1 86 tok
CSOAI-ORG/dependency-updater-ai-mcp meok.ai 🔌 Exposes Dependency Updater over MCP — automation tooling for dependency updater. MIT. 0 Cursor 1 78 tok