Ranking · Coding
Best AI agents & tools for Coding
2,452 tools cover at least one of the 12 coding tasks, ranked by coverage score: how much of the theme's tasks each one covers.
Tasks in this theme:Automate CI/CD pipelinesBuild a websiteBuild an internal toolFix bugs in a codebaseGenerate unit testsIntegrate two APIsMigrate a codebase to a new frameworkMonitor production incidentsReview pull requestsScan code for vulnerabilitiesWrite code from a specificationWrite technical documentation
| # | Tool | Coverage score | Tasks covered | Best at | Access | Trust | Seen |
|---|---|---|---|---|---|---|---|
| 1951 | K8gentS — Kubernetes RCA MCP ServerMCP Kubernetes RCA agent that sandboxes its own AI with OPA Gatekeeper. MCP-ready for any client. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1952 | InsForgeMCP MCP server for InsForge BaaS — database, storage, edge functions, and deployments | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1953 | devstack-mcpMCP Dev-registry data: npm/PyPI/Docker/VS Code packages, dep graphs, vulns, 50+ ecosystems. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1954 | messages-bridgeMCP MCP connector for iMessage & Contacts via a local Mac agent + Vercel relay | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1955 | calendar-bridgeMCP Connects ChatGPT to your Apple Calendar via a local Mac agent + Vercel relay | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1956 | backgenMCP Generate Express.js backend projects with ORMs, auth, payments, and DevOps | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1957 | Safari DevTools MCPMCP MCP server for Safari DevTools — browser debugging and automation for AI coding agents | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1958 | AIWebSignalsMCP Public AI web-readiness scanner and machine-facing observability discovery service. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1959 | spinnaker-mcpMCP MCP server exposing Spinnaker CD platform via Gate API for pipeline and deployment management | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1960 | FirstKeyMCP FirstKey MCP: agent wallets, free cycles faucet, and one-command site deploys on ICP. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1961 | FracteraMCP Zero-Ops deploy of a private AI workspace to your own VPS — from your AI chat. Free and open-source. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1962 | Stack Trace MedicMCP Coded error stack trace debugger and automated patch generator. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1963 | log-analyzer-mcpMCP AI-powered log analysis - parse, search, extract errors across 9+ formats | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1964 | Polyglot-DebuggerMCP Multi-language debug skills and code execution helper. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1965 | Data ObservabilityMCP SQL data health analyzer and pipeline observability evaluator. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1966 | Execute data-observability-mcpMCP Premium agentic endpoint for data-observability-mcp. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1967 | MC-Data MonitorMCP SQL pipeline observability and DBT integration monitor. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1968 | AWS BuilderMCP AWS CloudFormation and Terraform infrastructure blueprint builder. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1969 | mcp-debuggerMCP Node.js and TypeScript debugging with 25+ tools for AI agents | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1970 | DynatraceMCP Connect AI assistants to Dynatrace to query observability data and analyze problems. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1971 | fulcrumMCP AI governance MCP server for policy enforcement, cost control, and observability. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1972 | Dr.DeployMCP MCP tools for drdeploy: scan deployed sites, list, get findings, check status. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1973 | infracostMCP MCP server for Infracost CLI integration - cloud cost estimates for Infrastructure as Code | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1974 | agentbuildersMCP Deploy full-stack AI agent apps with database, auth, storage, and Edge AI on one platform. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1975 | Airbrake MCP ServerMCP Query Airbrake errors, notices, deploys, and project stats from MCP clients | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1976 | weapp-agent-mcpMCP Agent-first MCP server for WeChat Mini Program debugging & automation via WeChat DevTools. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1977 | dMoERA CreatorMCP Build, backtest, and deploy crypto trading strategies via MCP with 7-stage validation. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1978 | meek_defoneos_cdn_edge_mcpMCP MEEK DEFONEOS CDN Edge MCP — Cloudflare + Vercel Edge + multi-region CDN. MIT-licensed. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1979 | meek_defoneos_audit_logging_mcpMCP MEEK DEFONEOS Audit Logging MCP — SIEM + audit chain + compliance logs. MIT-licensed. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1980 | docker-helper-ai-mcpMCP Docker Helper Ai MCP Server by MEOK AI Labs | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1981 | devops-ai-mcpMCP Devops Ai MCP Server by MEOK AI Labs | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1982 | CE-RISE Digital Passport Engineering AssistantMCP Helps plan and reuse CE-RISE Digital Passport components, models, and deployment assets. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1983 | NIM Key ManagerMCP Self-hosted NVIDIA NIM API-key manager with a Claude MCP connector; deploy your own instance. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1984 | Chrome Debugger MCPMCP Chrome breakpoint debugging MCP server for inspecting runtime values and stepping through code | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1985 | monitorMCP BetterDB MCP server - Valkey observability for Claude Code and other MCP clients | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1986 | cloud-pathfinderMCP IaC attack-path auditor: finds internet-to-crown-jewel chains in Terraform/CFN/K8s. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1987 | enterprise-mcp-gatewayMCP Production-grade MCP Gateway in Go with RBAC, in-flight PII redaction, and audit logging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1988 | Containerization AssistMCP TypeScript MCP server for AI-powered containerization workflows with Docker and Kubernetes support | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1989 | PPSSPP Debug MCP ServerMCP Engineering-grade MCP debugging SDK turning the PPSSPP PSP emulator into an AI-debuggable target. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1990 | safe-ssh-mcpMCP A secured scoped SSH MCP server for executing safe read-only diagnostic DevOps / SysOps commands | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1991 | debugiumMCP AI-driven live debugger with MCP bridge for Python, JS, TS, Rust, Java, C/C++ | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1992 | basicdeploy-mcpMCP The runtime your agent deploys to — DB, storage, and a public URL in one MCP call. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1993 | Wikivibe MCPMCP Search and read public Wikivibe articles about AI coding, agents, MCP, GEO, bots and deployment. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1994 | suitecrm-mcpMCP Open-source MCP gateway for SuiteCRM - 24 CRM tools, OAuth2/OIDC auth, multi-entity, observability. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1995 | CodemagicMcpMCP Codemagic CI/CD MCP Server — manage builds, apps, artifacts, and caches from your AI | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1996 | targetly-mcpMCP Deployment truth verification for AI agents. Verifies the live site matches the build. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1997 | GodPrompt MCP ServerMCP GodPrompt MCP + Agent Skill for coding agents with TDD, debugging, verification, and task routing. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1998 | x402-cloudflare-starterMCP USDC micropayments on Base + Solana via x402. BYO wallets. Cloudflare Workers. No Coinbase. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1999 | Aegis — AI Agent GovernanceMCP Policy-based governance for AI agent tool calls. YAML policy, approval gates, audit logging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 2000 | server-osMCP Fail-closed agentic OS MCP: agents as processes with cost, governance, observability, skills. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.