Ranking · Coding
Best AI agents & tools for Coding
2,443 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 |
|---|---|---|---|---|---|---|---|
| 1551 | 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 |
| 1552 | 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 |
| 1553 | 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 |
| 1554 | groundworkMCP Deployment-readiness checks for document-QA and extraction AI: grounding, extraction, CI gate. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1555 | LabelixaMCP Thermal label MCP server: render, validate, debug and convert ZPL, EPL, TSPL and CPCL labels. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1556 | mcp-serverMCP Query Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1557 | kubeviewMCP Read-only Model Context Protocol MCP server enabling code-driven AI analysis of Kubernetes clusters. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1558 | Swigs CloudMCP Deploy and manage websites and apps on Swiss hosting, with HTTPS, from your AI agent. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1559 | monacloud-mcpMCP Buy .vn/intl domains in VND, deploy apps, Postgres, email, VietQR pay — Vietnam MCP for AI agents | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1560 | agent-planetsMCP A galaxy where every AI agent owns a planet: claim free, terraform, build, visit, trade. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1561 | Cortex RMCPMCP Rust MCP server for homelab logs, syslog, Docker logs, FTS search, and AI transcript correlation. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1562 | Val TownMCP Deploy serverless TypeScript on Val Town: HTTP vals, cron, SQLite, email, OAuth. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1563 | BimMCP Design-review threads, comments, reactions and deployments from Bim. Sign in with Google. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1564 | platformMCP Backend for AI-built apps: database, auth, files, email, AI, payments, deploy, realtime. 170+ tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1565 | microservices.shMCP MCP server for AI agents to plan, verify, and deploy Cloudflare-native apps. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1566 | TuqoMCP Static hosting in Russia: sites, deploys, domains with SSL, forms, gated access, analytics via MCP. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1567 | LayeroMCP Deploy and operate sites on Layero — hosting with build servers in Russia: domains, env, Data API. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1568 | ship.pageMCP Deploy HTML from any agent: POST markup, get a live URL. Static hosting API with MCP tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1569 | Website StarterMCP Create Markdown instructions for AI agents to build, deploy, and maintain an Astro website. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1570 | aft.pageMCP Deploy HTML or dist/ to a live HTTPS URL. No account. Drop, MCP, or CLI. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1571 | mcpMCP Deploy forms and sites to live URLs from AI conversations with automatic form capture. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1572 | Selfmade Ninja LabsMCP Real Linux labs your AI agent deploys, routes and runs, with domains, TLS, DBs and an audit log. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1573 | CroftMCP Deploy and host the apps your AI assistant builds — a real server, database, and shareable URL. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1574 | Shodai AgreementsMCP Author, validate, deploy, and operate Shodai on-chain agreements. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1575 | Edge NetworkMCP Deploy and manage Edge Network cloud: sites, VMs, storage, DNS, Shield, Assist. Agent self-signup. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1576 | walkerOS FlowMCP Build, validate, simulate, and deploy walkerOS event pipelines | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1577 | wawesomeMCP Deploy JavaScript Functions and static sites, read logs, and roll back on wawesome. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1578 | scalingoMCP Manage Scalingo PaaS apps, deployments, containers, logs and env vars from your AI assistant. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1579 | laravel-forgeMCP Manage Laravel Forge servers, sites, and deployments from your AI assistant. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1580 | increaseMCP Read-only Increase banking observability plus one safe non-money-moving write, for AI agents. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1581 | fireworksMCP Inspect Fireworks AI models, deployments, datasets and fine-tuning jobs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1582 | agentguardMCP AgentGuard — 20-tool AI safety MCP: policy preflight, risk scoring, audit logging, rate limits. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1583 | sotaMCP Deploy web apps via AI agents with sota.io. 9 tools for deploy, logs, env, and more. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1584 | cliMCP Deploy and monetize agent-built apps: login, database, usage billing, and end-user-pays. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1585 | ShipbookMCP Debug production issues using Shipbook logs and Loglytics error insights. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1586 | opseraMCP Opsera AI Agent MCP server providing authenticated DevOps automation over SSE | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1587 | prefabMCP List, create and deploy your Prefab project templates from any MCP agent. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1588 | mtdt — Salesforce DevOpsMCP mtdt.io MCP: Salesforce DevOps platform connector (metadata deployments, backups and more) | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1589 | HoneycombMCP Query Honeycomb observability data: traces, events, metrics, SLOs, triggers, and boards. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1590 | mcpMCP Debug a bad AI-agent run from your editor: which intent fails, at which step, and why. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1591 | Index OneMCP Query financial index data, run backtests, and deploy systematic investment strategies on Index One. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1592 | Terraform Ingest MCPMCP Ingest and analyze Terraform modules from multiple repositories for AI RAG systems | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1593 | VMware AIopsMCP AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 60 MCP tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1594 | VMware DebugMCP VMware incident timeline, root-cause routing, local case ledger; no vSphere access. 14 MCP tools. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1595 | VMware AVIMCP VMware AVI (NSX ALB) load balancer plus AKO Kubernetes ops — 28 MCP tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1596 | Drone CI/CD MCP ServerMCP MCP server for Drone CI/CD: 45 tools for builds, repos, secrets, users and templates | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1597 | OpenClaw MCP EcosystemMCP 9 remote MCP servers on Cloudflare Workers for AI agents. Free tier + Pro API keys. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1598 | mcp-k8s-roMCP Read-only Kubernetes MCP server: inspect resources, logs, events, and metrics. Secrets are masked. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1599 | ShipDappMCP Deploy Dockerized apps to Akash devnet with ShipDapp MCP build, deploy, update, and logs tools. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1600 | 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 |
Capabilities are matched automatically from each publisher's own description (keyword method, low confidence) and will be refined.