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 |
|---|---|---|---|---|---|---|---|
| 1601 | xplainable-mcp-serverMCP Train, explain, optimise and deploy transparent glass-box ML models via workflow tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1602 | ImmyBotMCP MCP server for ImmyBot — Windows software deployment, maintenance, tenants, deployments. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1603 | Web ResurrectMCP Resurrect expired domains: scrape Wayback, AI-rewrite, generate images, publish to WordPress. | 0.8 | 2 / 12 | Build a website · Write technical documentation | REMOTELOCAL | DECLARED | 6d ago |
| 1604 | Umami CompassMCP Secure Umami Analytics MCP server for Cloud and self-hosted deployments | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1605 | SearXNG HTTP MCPMCP Self-contained SearXNG metasearch MCP server. One Docker image, 200+ engines, privacy-first. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1606 | sourcemap-retrace-mcpMCP Decodes minified production stack traces back to original TypeScript source using source maps. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1607 | ReposeMCP Uptime monitoring that doesn't cry wolf: manage monitors, read incidents, record deploys. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1608 | dot-aiMCP AI-powered development platform for Kubernetes deployments and intelligent automation | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1609 | remote-bridgeMCP Sync code to remote servers via SSH/rsync and deploy from any AI IDE. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1610 | agentraceMCP Structured observability for AI agents. Trace steps, decisions, and errors. MCP server + CLI viewer. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1611 | androidMCP Android MCP — ADB-based device, apps, UI, logcat, emulator, files, system, debug | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1612 | kubefwdMCP Kubernetes port forwarding for local development with automatic /etc/hosts entries. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1613 | sitelauncher-mcp-serverMCP Deploy live HTTPS websites in seconds. Instant subdomains or custom .xyz domains via USDC. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1614 | JanusMCP Secure Kubernetes MCP server: scoped, redacted diagnostics and human-approved writes | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1615 | ThunderPhoneMCP Build, test, deploy and run AI phone agents: agents, numbers, calls, tests, knowledge, campaigns. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1616 | wovoMCP Deploy HTML from any AI tool to a versioned, shareable library on wovo.dev; manage pages. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1617 | openclaw-health-mcpMCP MCP server for OpenClaw deployment health: gateway, resources, errors, skills, upgrades, disk. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1618 | SuperoMCP Build multi-tenant apps over MCP. Schemas, CRUD, deploys — access control enforced server-side. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1619 | Metro MCPMCP MCP server for React Native/Expo runtime debugging, inspection, and automation via Metro/CDP | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1620 | confucius-debugMCP AI debugging with 980+ verified fixes. Search the YanHui KB — never repeat a mistake. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1621 | mcp-debugMCP Debug and develop MCP servers with hot-swapping, session recording, and playback testing | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1622 | HiveEchoMCP Immutable event logging and audit trail for agent transactions | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1623 | 顏回 YanHui Debug AIMCP Debug AI with shared KB. One bug fixed = everyone benefits. KB hit 4ms free, new analysis $0.05. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1624 | SnapDeployMCP Deploy and manage SnapDeploy apps from your AI assistant: builds, logs, env vars, add-ons, domains. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1625 | kube-lint-mcpMCP Validate Kubernetes manifests, Helm charts, Kustomize overlays, and FluxCD resources | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1626 | SpringRollMCP Register, deploy, review, and govern internal applications built with coding agents. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1627 | smbCloud Mail & AuthMCP Email infrastructure and authentication for developers: domains, inbox routes, auth apps, deploys. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1628 | NoraMCP Operate self-hosted OpenClaw and Hermes agent fleets on Docker or Kubernetes from MCP clients. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1629 | Radar Kubernetes MCP ServerMCP Kubernetes MCP server for diagnosis, resource management, GitOps, and RBAC-enforced operations. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1630 | AgentBuildersMCP Deploy full-stack web apps with database, file storage, auth, and RBAC via a single API call. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1631 | pocketnookMCP Deploy repositories or local folders to private Pocketnook URLs from any MCP client. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1632 | DevOps AgentMCP Manage AWS, Azure, GCP, Kubernetes, CI/CD, Docker, Terraform and more. 727 tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1633 | BugProofMCP Capture, replay, and debug failures with portable, executable bug artifacts | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1634 | awesome-agent-skillsMCP MCP server with 100+ AI agent skills from Anthropic, Vercel, Trail of Bits, Hugging Face & more. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1635 | vibie-mcpMCP Deploy HTML folders to vibie.page from Claude / Cursor — one-line install, OAuth, auto-update. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1636 | contest-mcpMCP Log amateur-radio QSOs to N3FJP logging software over its TCP API. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1637 | n3fjp-mcpMCP Log amateur-radio QSOs to N3FJP logging software over its TCP API. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1638 | sncroMCP Live browser debugging for AI assistants — DOM, console, network via MCP. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1639 | OpenShift MCP ServerMCP OpenShift/Kubernetes cluster management via the oc CLI for MCP clients | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1640 | Kafka SentinelMCP Read-only Kafka observability MCP server: cluster health, consumer lag, and replay-readiness. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1641 | ocm-mcp-serverMCP Guardrailed fleet ops for AI agents: multi-cluster Kubernetes via OCM with policy, approval, audit. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1642 | Exoscale MCP ServerMCP MCP server for managing Exoscale cloud infrastructure — compute, Kubernetes, DNS, databases, storage | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1643 | rustok-walletMCP Self-custody Ethereum agent wallet (MCP/stdio). Keys stay in a local Docker volume. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1644 | runcomfy-mcpMCP Remote MCP for RunComfy: ComfyUI deployments, hosted models, LoRA training. 31 tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1645 | dockerMCP Docker container management and Dockerfile analysis | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1646 | x64dbg MCPMCP Windows x64dbg/x32dbg debugging with guarded sessions, breakpoints, memory and runtime evidence. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1647 | IFORM Web3 Forms MCP ServerMCP Create, deploy, and manage decentralized Web3 forms on EVM chains via MCP. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1648 | alertlogic-mcpMCP MCP server for Alert Logic MDR — incident response, log search, SOAR, and SOC workflows | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1649 | rancher-mcpMCP Capability-aware MCP server for Rancher-managed Kubernetes: discovery, resources, workflows. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1650 | RationalBloksMCP Deploy production REST and Neo4j Graph APIs from JSON schemas in seconds. 49 tools. | 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.