Ranking · Coding
Best AI agents & tools for Coding
2,441 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 |
|---|---|---|---|---|---|---|---|
| 1501 | ParallelSandboxMCP Remote Linux boxes for coding agents: Docker, a browser, screenshots, logs, human takeover. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 23h ago |
| 1502 | Flutter MCP ToolkitMCP Inspect and drive Flutter debug apps/games: semantic snapshots, search, and custom client tools | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1503 | XenitionMCP Docs, decks, forms, apps you build and deploy, automations, and AI images, video and voice. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1504 | homebutlerMCP Tells an agent what changed on a server since it last looked - status, Docker, backups, Proxmox. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1505 | nats-trailMCP Read-only NATS and JetStream observability: trace a request across streams, rank what is broken. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1506 | firefox-css-themeMCP MCP for building, inspecting, and live-debugging Firefox CSS themes. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1507 | YaverMCP Phone-first local dev MCP for Claude Code and Codex: install Yaver, pair mobile, run, build, deploy. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1508 | AppCraneMCP Deploy and manage apps on your own AppCrane instance, the self-hosted PaaS for AI-built apps. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1509 | TerraVisionMCP Cloud architecture diagrams with official AWS, Azure and GCP icons, from Terraform or a JSON graph. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1510 | Falcon BuilderMCP Build, debug, and publish production AI agent workflows in Falcon Builder from any MCP client. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1511 | HostimMCP Deploy and manage apps, databases, volumes and domains on Hostim, an EU cloud hosting platform. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1512 | The Deploy LogMCP AI deployments that shipped and are available now, each sourced to the publisher's own page. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1513 | Cloud DevOps MCP ServerMCP Read-only Cloud DevOps risk review, incident response, CI/CD readiness and SLO analysis. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 1d ago |
| 1514 | ClizeMCP Real-world actions for AI coding agents: domains, email, deploys, payments, media, and SEO/GEO. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1515 | Agent VerifierMCP Test and debug your AI agent's Web Bot Auth (RFC 9421) signature: is it valid, and what to fix? | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1516 | LastPingMCP Monitoring that agents set up for themselves — cron jobs, CI/CD pipelines and AI agent runs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1517 | roxyonMCP Build LumenJS apps, use the Roxyon BaaS, and deploy apps and web projects to Roxyon infrastructure. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1518 | Stunt DoubleMCP Deploy AI user personas to validate user journeys at scale. Find UX friction before real users do. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1519 | EdgegapMCP Deploy and operate multiplayer game servers on Edgegap's global edge network. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1520 | BPMN KitMCP Create, validate, simulate and deploy Camunda 8 BPMN processes, forms and DMN from an agent. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1521 | ChimeraForgeMCP Local-first LLM deployment planner: GPU/VRAM sizing, cost and latency, with provenance | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1522 | FutureInfraMCP Korean cloud for AI agents — create servers, deploy Docker apps, manage domains, call 300+ AI models | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 2d ago |
| 1523 | ADCIRC Model Setup MCP ServerMCP ADCIRC model configuration debugging, parameter lookup, and validation | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1524 | SkifflyMCP Deploy apps and databases on Skiffly: projects, services, deployments, logs, variables, domains. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1525 | TileboxMCP Query geospatial datasets, manage workflow jobs, deploy published releases, and search Tilebox docs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1526 | mcp-debuggerMCP Step-through debugging for AI agents: breakpoints, stepping and live variables in nine languages | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1527 | Agentic HILMCP Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1528 | ProofRailMCP Verify MCP servers before deploy with protocol, schema, transport, auth, and evidence checks. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1529 | ContractGateMCP Infer, dry-run, deploy, and inspect ContractGate semantic data contracts. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1530 | orm-preflightMCP Checks TypeORM migrations for data loss, table locks, and deploy problems before they run. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1531 | agent-deviceMCP MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1532 | MimiOps mcp server for KubernetesMCP MimiOps is an opinionated MCP server for Kubernetes | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1533 | salesforce-metadata-mcpMCP The only Salesforce MCP with Agentforce, OmniStudio & DevOps Center tools — 228 total. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 3d ago |
| 1534 | DomandataMCP Build, preview, deploy and export academic surveys: blocks, flow logic, experiments, quotas, data. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1535 | RepoGatesMCP Trust verdicts on repos, models, VS Code and Docker Desktop extensions and agent skills. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1536 | API Key CaseMCP Local MCP tools for secret status and guarded deployment. Values never reach the agent. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1537 | abap-adt-mcpMCP ABAP development from Claude and other MCP hosts: source, transports, tests, ATC, debugger | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1538 | deploy.socialMCP Post a video once to YouTube Shorts, Instagram/Facebook Reels, TikTok, Threads, X and Bluesky | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1539 | ProfusiaMCP Give your AI a place to publish: living pages with live data, shareable links, no deploy pipeline. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1540 | ShipStaticMCP Deploy static websites from AI agents. Free at mcp.shipstatic.com — no install, no signup. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1541 | civoMCP List Civo instances, Kubernetes clusters, networks and DNS; reboot instances, add rules. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1542 | Impreza HostMCP No-KYC offshore hosting an AI agent runs end-to-end: no-email signup, crypto, VPS, deploy, Tor. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1543 | January AI NutritionMCP Food photo recognition, nutrition search, meal logging and glucose prediction for health apps | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1544 | antics-mcpMCP Deploy a web game to a playable multiplayer URL with rooms, state sync, and leaderboards. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1545 | elmah.ioMCP Search logs, investigate errors, check deployments, and monitor uptime for your elmah.io org. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1546 | mcp-azure-devopsMCP Azure DevOps boards, repos, pipelines & projects for AI agents — governed. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1547 | mcp-percona-pgMCP Manage Percona PostgreSQL + PgBouncer on Kubernetes — safe-by-default access modes and guards. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 4d ago |
| 1548 | TatNetMCP Deploy and manage web apps on TatNet, a Russian cloud: builds, logs, env, domains, balance | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 5d ago |
| 1549 | joLinkMCP A lightweight Java IDE for AI agents: incremental builds, fast tests, HotSwap and live debugging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 5d ago |
| 1550 | Linux MCPMCP Linux MCP server for real-time system monitoring - CPU, memory, disk, network, processes, Docker. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 5d ago |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.