Ranking · Coding
Best AI agents & tools for Coding
2,444 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 |
|---|---|---|---|---|---|---|---|
| 1701 | agent-replayMCP Record and replay AI agent execution for debugging | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1702 | Agentic Observability MCPMCP Agent tracing, cost tracking, anomaly detection for LLM agents | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1703 | tracehub-mcpMCP Query OTel traces across Jaeger, Tempo, Traceloop, Datadog, Sentry, X-Ray, New Relic, Honeycomb. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1704 | trace-forgeMCP Structured execution trace and span logging for AI agents | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1705 | mcpMCP Developer-workflow MCP server for catalyst-core: migration guidance, debugging, and task planning. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1706 | MT5-QuantMCP MT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on macOS/Linux. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1707 | IBM Code Engine MCP ServerMCP Deploy to IBM Code Engine from Cursor, Copilot, Claude & Cline. Build, push, deploy via MCP. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1708 | podman-mcp-serverMCP A Model Context Protocol (MCP) server for container runtimes (Podman and Docker) | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1709 | Sessy — Amazon SES observabilityMCP Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1710 | ASP.NET Core Debugger — MCP Server for AI AgentsMCP MCP server giving AI agents interactive .NET / ASP.NET Core debugging via netcoredbg + DAP. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1711 | infrabrokerMCP SSH & Kubernetes access broker for AI agents; the model never touches a credential. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1712 | obsd-launchpadMCP MCP server for AI agents to deploy tokens on Base. One command launch, earn OBSD forever. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1713 | base-gasless-deploy-mcpMCP MCP server for AI agents to deploy ERC-20 tokens on Base with zero gas fees via CDP Paymaster. Gasle | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1714 | Vox MCPMCP Multi-model AI gateway — 10 providers including Cloudflare and Vercel, with conversation memory. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1715 | stb-mcp-serverMCP MCP server untuk kelola server STB Armbian: system info, Docker, AdGuard, file ops via SSH. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1716 | form-backendMCP Cloudflare Workers MCP server: form-backend | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1717 | api-payload-auditorMCP Cloudflare Workers MCP server: api-payload-auditor | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1718 | api-composition-gatewayMCP Cloudflare Workers MCP server: api-composition-gateway | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1719 | api-schema-drift-detectorMCP Cloudflare Workers MCP server: api-schema-drift-detector | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1720 | api-diff-monitorMCP Cloudflare Workers MCP server: api-diff-monitor | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1721 | ai-token-counterMCP Cloudflare Workers MCP server: ai-token-counter | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1722 | cron-monitorMCP Cloudflare Workers MCP server: cron-monitor | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1723 | api-perf-analyzerMCP Cloudflare Workers MCP server: api-perf-analyzer | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1724 | smart-data-extractorMCP smart-data-extractor MCP server on Cloudflare Workers · REST + MCP JSON-RPC · free tier | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1725 | crypto-signalMCP Cloudflare Workers MCP server: crypto-signal | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1726 | data-transformMCP Cloudflare Workers MCP server: data-transform | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1727 | code-pattern-risk-scannerMCP Cloudflare Workers MCP server: code-pattern-risk-scanner | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1728 | ai-provider-statusMCP Cloudflare Workers MCP server: ai-provider-status | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1729 | env-blueprint-validatorMCP Cloudflare Workers MCP server: env-blueprint-validator | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1730 | lema-mcpMCP Cited 'why was this decided?' answers for your repo and for React, Kubernetes, and Rust. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1731 | blogMCP Cloudflare Workers MCP server: blog | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1732 | email-validatorMCP Cloudflare Workers MCP server: email-validator | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1733 | diff-patch-toolsMCP Cloudflare Workers MCP server: diff-patch-tools | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1734 | cron-collision-detectorMCP Cloudflare Workers MCP server: cron-collision-detector | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1735 | api-mock-serverMCP Cloudflare Workers MCP server: api-mock-server | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1736 | interactive-api-playgroundMCP Cloudflare Workers MCP server: interactive-api-playground | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1737 | citation-verifierMCP Cloudflare Workers MCP server: citation-verifier | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1738 | api-changelog-trackerMCP Cloudflare Workers MCP server: api-changelog-tracker | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1739 | embedding-searchMCP Cloudflare Workers MCP server: embedding-search | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1740 | claude-skill-validatorMCP Cloudflare Workers MCP server: claude-skill-validator | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1741 | code-explainerMCP Cloudflare Workers MCP server: code-explainer | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1742 | api-landingMCP Cloudflare Workers MCP server: api-landing | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1743 | domain-intelMCP Cloudflare Workers MCP server: domain-intel | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1744 | api-contract-validatorMCP Cloudflare Workers MCP server: api-contract-validator | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1745 | api-request-deduplicatorMCP Cloudflare Workers MCP server: api-request-deduplicator | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1746 | api-response-cost-analyzerMCP Cloudflare Workers MCP server: api-response-cost-analyzer | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1747 | cron-parserMCP Cloudflare Workers MCP server: cron-parser | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1748 | ai-rate-limit-trackerMCP Cloudflare Workers MCP server: ai-rate-limit-tracker | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1749 | font-metadataMCP Cloudflare Workers MCP server: font-metadata | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1750 | govdata-koreaMCP Cloudflare Workers MCP server: govdata-korea | 0.8 | 2 / 12 | Automate CI/CD pipelines · 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.