Ranking · Coding
Best AI agents & tools for Coding
2,446 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 |
|---|---|---|---|---|---|---|---|
| 1801 | mcp-serverMCP Deploy static sites on Hostsmith - give it a file, get a live HTTPS URL. EU/US residency. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1802 | evalview-mcpMCP Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1803 | Resend Email MCPMCP Complete Resend email MCP: full API coverage + debug layer (deliverability, DNS, bounces). | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1804 | PastMLMCP Deploy HTML and Markdown as live URLs. Create, search, update, and manage pastes from any AI agent. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1805 | BotSpot — AI Trading Bots & BacktestingMCP AI trading bots: generate strategies, backtest, deploy live to 10+ brokers. No coding required. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1806 | knownissueMCP Shared debugging memory for AI coding agents | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1807 | glamourMCP Browser-measured visual debugging and verification tools for coding agents. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1808 | sentry-mcpMCP MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1809 | nableMCP Local-first FinOps copilot: ask AWS, Azure, GCP, Kubernetes and SaaS cost questions in your editor. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1810 | ssh-mcpMCP MCP gateway for controlled SSH access with per-client auth, command policies, and audit logging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1811 | mcp-observability-serverMCP MCP server for querying logs from observability platforms with unified search and tracing | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1812 | sentry-mcp-serverMCP MCP server for Sentry — error tracking, issues, releases, events, and projects for AI assistants. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1813 | mcpMCP AI agent tools for FreeAppStore: deploy status, SDK docs, app info, platform guide. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1814 | Docker MCP ServerMCP MCP server for Docker — containers, health checks, Compose, logs, monitoring for AI agents | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1815 | MCP Virtual ComputerMCP A persistent Docker or Fly computer with a Three.js interface and optional live Xfce desktop. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1816 | FoggyKitchen MCPMCP FoggyKitchen Terraform/OpenTofu blueprints, landing zones, modules, and labs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1817 | FlutterSDK TelescopeMCP Inspect a running Flutter app: HTTP traffic, logs, exceptions and queries. Debug only. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1818 | Flyto CoreMCP Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1819 | MCP Sandbox Computer VM for AIMCP Named Docker and Fly Machine sandbox computers with an interactive MCP App dashboard. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1820 | pushciMCP AI-native zero-config CI/CD. 19 languages, 40+ frameworks. Free forever. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1821 | K8s LensMCP MCP server for natural-language Kubernetes operations across single or multi-cluster environments. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1822 | AIUseCaseHubMCP Source-linked enterprise AI deployment search. Free preview; API keys unlock full results. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1823 | feedthroughMCP Debug bridge inside your web app: an agent reads the DOM, console and network. Any browser. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1824 | dbgprobe-mcp-serverMCP Let AI agents interact with debug probes — connect, flash, read/write memory, and reset. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1825 | vibesharingMCP Deploy prototypes and collect team feedback from Claude Code, Cursor, or any MCP client. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1826 | LDAP Assistant MCPMCP MCP server for 389 Directory Server health diagnostics, log analysis, and SOS-report investigation | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1827 | PageDrop MCPMCP Deploy and manage instant HTML sites with paste, upload, and ZIP deploy | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1828 | mcp-kubernetesMCP Kubernetes monitoring & ops for AI agents — safe-by-default access modes and guards. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1829 | mcp-ociMCP Oracle Cloud discovery + Terraform generation for AI agents — read-only, secret-safe. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1830 | mcp-openshiftMCP Safe-by-default MCP for OpenShift / Kubernetes: projects, pods, logs, deployments, routes. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1831 | VULKMCP Generate, edit, and deploy immersive 3D/WebGL web projects from any MCP assistant. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1832 | clawopsMCP Deploy self-hosted OpenClaw to AWS, GCP, Azure or a local VM — a CLI and an MCP server in one. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1833 | unbluMCP Operate Unblu deployments: health checks, conversation ops, and 300+ API endpoints | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1834 | ui-debugger-mcpMCP Autonomous UI debugging MCP server: an agent drives the browser/desktop, reports bugs + UX issues. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1835 | argocd-mcpMCP Manage ArgoCD GitOps applications - query status, sync, and troubleshoot deployments. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1836 | Deployment.ioMCP Deploy apps on your cloud. Create environments, configure infrastructure, and monitor jobs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1837 | GCP Platform EngineerMCP Read-only GCP tools for debugging incidents and finding cost savings | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1838 | mcp-agent-trace-inspectorMCP Step-by-step observability for MCP agent workflows | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1839 | firebase-mcp-serverMCP MCP server for Firebase — Firestore, Storage, Auth, and Cloud Logging, with schema validation. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1840 | mcp-gdbserverMCP MCP server for remote debugging with gdbserver | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1841 | mcp-ts-templateMCP TypeScript template for building MCP servers with declarative tooling, observability, and auth. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1842 | McuBuddyMCP AI-native MCU debugging and observability through probes, symbols, RTOS, logs, and build tools. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1843 | devops-status-mcp-serverMCP Vendor status pages, TLS cert inspection, DNS propagation checks, and incident-response playbooks. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1844 | Agentry — The Trust Layer for the Agent EconomyMCP Agent registry with Nostr identity, reputation, escrow, observability, and Lightning payments. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1845 | snowfakery-mcpMCP MCP server for authoring, analyzing, debugging, and running Snowfakery recipes | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1846 | PySide6 MCPMCP Playwright-style MCP to inspect, control, and debug PySide6 desktop GUIs. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1847 | kubernetes-mcp-serverMCP A Model Context Protocol (MCP) server for Kubernetes and OpenShift | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1848 | logbook-mcpMCP Developer logbook MCP server. Notes, TODOs, standups, decisions, debug sessions, reminders. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1849 | agent-browserMCP MCP server for browser automation via Vercel's agent-browser CLI | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1850 | cloudforgeMCP Visualise diagrams, generate Terraform HCL, and manage Azure/AWS/GCP infrastructure with AI. | 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.