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 |
|---|---|---|---|---|---|---|---|
| 1651 | Rackspace SpotMCP Manage Rackspace Spot Kubernetes Cloudspaces, node pools, and VMs from your AI assistant. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1652 | crashdxMCP Diagnoses Apple .ips crash reports: ranks likely causes with cited evidence, not just a stack trace. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1653 | breezedeployMCP Deploy a local folder, git repo, or Docker image to a live HTTPS URL from your AI chat. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1654 | DockerhubMCP Docker Hub MCP — wraps the Docker Hub v2 API (free, no auth required for public data) | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1655 | CrtshMCP crt.sh — Certificate Transparency log search | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1656 | Perceptdot VercelMCP AI agent vision for Vercel deployments — with ROI measurement. perceptdot.com | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1657 | Perceptdot SentryMCP AI agent vision for Sentry error tracking — with ROI measurement. perceptdot.com | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1658 | maildev-mcpMCP MailDev MCP server. Manage Docker containers and inspect emails from your AI editor or MCP client. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1659 | nexus-browser-mcpMCP Event-driven deterministic browser MCP: HITL gates, audit, console/network/perf observability. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1660 | openpouchMCP Agent-native hosting: deploy any folder to a live URL in one command. No approve tool. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1661 | Onde Inference CLIMCP Manage your Onde Inference account and models: apps, model catalog, fine-tuned GGUF deploys. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1662 | ChirpStackMCP Manage and live-debug LoRaWAN devices on a ChirpStack v4 network server over its gRPC API | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1663 | IntakeQ MCPMCP IntakeQ/PracticeQ MCP connector with HIPAA §164.312(b) audit logging on every PHI read/write | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1664 | dockerMCP MCP server for Docker — manage containers, images, volumes, and compose services from your IDE | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1665 | k8s-port-forward-mcpMCP Kubernetes Port Forward — MCP Server: port-forward Kubernetes services with terminal integration | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1666 | Anytype (self-hosted HTTP)MCP Self-hosted Anytype MCP server: the full Anytype API as an always-on Docker + HTTP endpoint. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1667 | cloudflareMCP MCP server to manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1668 | MCP Debug RecorderMCP Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1669 | MCP Health MonitorMCP Monitor MCP server health, uptime, response times, and Azure DevOps pipeline status | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1670 | MCP Debug RecorderMCP Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1671 | deployMCP Deploy any app to any cloud. 20 tools for deployments, previews, and management. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1672 | WarpwebMCP Research, build, and deploy AI-generated websites via the Warpweb API. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1673 | kakuninMCP X.509 identity, risk scoring, and audit logging for AI agents. MiCA + EU AI Act compliant. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1674 | no-crdMCP Dynamic pod spawner & proxy for ephemeral AI agent workspaces on Kubernetes without CRDs | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1675 | Metaplex Agent RegistryMCP Deploy AI agents on-chain on Solana with an EIP-8004 identity. Deploy fee funds $THREE buybacks. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1676 | Solidity Compiler IDEMCP Browser Solidity compiler IDE - smart contract development testing deploy | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1677 | Power Automate MCP Server by Flow StudioMCP Debug, build, and manage Power Automate cloud flows with AI agents | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1678 | DreamAgentMCP Build and deploy websites, Telegram and Discord bots from chat via the DreamAgent platform. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1679 | NEXUS AIMCP Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1680 | mcp-gatehouseMCP Permission tiers, approval gates, and audit logging for MCP servers - the server is the gatekeeper | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1681 | AgentWatchMCP Multi-agent observability: cascade failure detection, heartbeats, and forensic replay | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1682 | preflightMCP New Relic MCP server for observing AI coding assistants (Claude Code, Cursor, Copilot, etc.) | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1683 | mysql-mcpMCP Enterprise-grade MySQL MCP Server with OAuth 2.0, 106 tools, and Docker deployment | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1684 | New Relic MCP ServerMCP Monitor, troubleshoot, and optimize your technology stack with Intelligent Observability. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1685 | .NET Debugger for MCPMCP Give an AI agent a real .NET debugger: breakpoints, stepping, locals, expression evaluation. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1686 | kibana-mcpMCP Kibana/Elasticsearch MCP — log search, aggregations, index discovery, dashboards. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1687 | terraform-registry-mcpMCP Terraform providers and modules from the registry. No key required. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1688 | docker-hub-mcpMCP Look up Docker images, tags, and pull counts from Docker Hub. No key required. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1689 | ansible-galaxy-mcpMCP Search Ansible collections and roles on Ansible Galaxy. No key required. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1690 | artifact-hub-mcpMCP Helm charts and cloud native packages from Artifact Hub. No key required. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1691 | Firefox DevTools MCPMCP Control and debug Firefox: navigate, fill forms, inspect network and console, profile. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1692 | Monte CarloMCP Data + AI observability — monitor and troubleshoot production-grade agents and the context they use. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1693 | Ink MCPMCP Deploy and manage applications, databases, domains, and git repos | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1694 | HarnessScopeMCP Turn-level governance observability for Claude Code transcripts. Local-first, no LLM inside. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1695 | agenticorgMCP AgenticOrg MCP server for AI agents, A2A discovery, SOP deploy, and MCP tool listing. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1696 | gmail-mcpMCP Multi-account Gmail on a Cloudflare Worker you deploy yourself: read, send, reply, labels, threads | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1697 | Agent ReadyMCP Scan any URL for AI agent readability — Vercel Spec, llmstxt.org, and agent-protocol manifests. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1698 | OpenOCD DebuggerMCP Debug microcontrollers via OpenOCD: flash, breakpoints, memory, registers and variables. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1699 | mpopMCP Server fleet management MCP — monitor, deploy, and manage distributed Linux servers | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1700 | 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 |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.