Ranking · Coding
Best AI agents & tools for Coding
2,451 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 |
|---|---|---|---|---|---|---|---|
| 1901 | Cisco UmbrellaMCP MCP server for Cisco Umbrella's deployment, admin, policy, reporting, and investigate APIs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1902 | VibeKitMCP Build, deploy, and operate hosted web apps on VibeKit (vibekit.bot) from any MCP client. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1903 | Nanostores MCPMCP Debug and analyze Nanostores apps with AI: scan stores, monitor runtime events, and search docs. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1904 | ThoughtProofMCP Pre-action gate: verify before pay/trade/write/deploy. execute=true only on ALLOW. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1905 | nr-mcpMCP MCP server for Node-RED — safe deploy, optimistic locking, smart search, 13 tools | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1906 | strimzi-kafka-cliMCP Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MM2. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1907 | datadog-mcpMCP Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1908 | The Context CompanyMCP AI agent observability for production traces, natural-language insights, and improvement loops. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1909 | Synlake — Cloud Infrastructure for AI AgentsMCP Compare, estimate, and deploy cloud infrastructure across AWS, GCP, and Azure for AI agents. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1910 | AppHandoffMCP Milestones, handoff tickets, project context, and deploy signals for AI-built apps over MCP. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1911 | awx-mcp-serverMCP Control AWX/Ansible Tower through natural language - 49 tools for automation | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1912 | Predictive DebuggerMCP Predicts where JavaScript and TypeScript code will fail at runtime, for coding agents. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1913 | HomeLab MonitorMCP Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services). | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1914 | Honey MCP ServerMCP Search instances across GCP, AWS, K8s, Consul & Proxmox | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1915 | tor-mcpMCP Route HTTP requests through the Tor network. Rotating exit IPs, .onion support, no body logging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1916 | latex-mcpMCP Enable AI agents to compile TeX files with LaTeX inside a Docker container. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1917 | Qwen DAP MCPMCP Native runtime debugging via DAP-to-MCP for crashes, hangs, dumps, symbols, and forensics. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1918 | UsageMax public observabilityMCP Read-only MCP for AI usage profiles, leaderboards, stats, and docs; no writes or private data. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1919 | slush-meme-mcpMCP AI-native meme coin launchpad on Avalanche. Deploy tokens, simulate trades, query risk. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1920 | runewardMCP Governed execution cells for AI agents: Docker/K8s sandboxes with policy, audit, and approvals. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1921 | helm-mcpMCP The full Helm CLI surface as 46 MCP tools, backed by the Helm v3 and v4 Go SDKs. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1922 | agent-observabilityMCP AI agent observability with deterministic record/replay for debugging agent failures. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1923 | mcp-server-terraformMCP Safety-first Terraform: confirmation-gated apply/destroy, risk & cost analysis, drift detection | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1924 | quellgeist-commitsMCP Read-only MCP server: get_recent_commits over a local deploy log (Quellgeist triage). | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1925 | Diagrams.soMCP Generate and edit AWS, Azure, GCP and Kubernetes architecture diagrams as editable draw.io files. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1926 | Qovery MCP ServerMCP Deploy and manage your apps on Qovery | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1927 | mcp-server-graylogMCP Search Graylog logs by timestamps, filter by streams, and debug production issues. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1928 | Azure DevOps (ADO)MCP The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1929 | PayRam Helper MCP ServerMCP Remote MCP server to integrate and validate self-hosted PayRam deployments. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1930 | MCP GatewayMCP Multi-tenant MCP platform with OAuth 2.1, Entra SSO, RBAC and audit logging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1931 | orielMCP Safety-gated AI control of Docker and Colima: containers, images, volumes, networks, Compose. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1932 | Chainweb APIMCP Chainweb HTTP API: local sim, pre-signed send, poll, table reads, SPV proofs, module deploys. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1933 | envspeakMCP MCP server and CLI that resolves config/env-var cascade across .env, docker-compose, and Kubernetes | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1934 | OPA MCPMCP Author, validate, debug, and explain OPA Rego policies through any MCP-compatible client. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1935 | MCP Commerce Server StarterMCP FastMCP commerce server starter: product catalog, search, and checkout. Deploy to Vercel in 5 min. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1936 | devops-mcpMCP Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1937 | devops-mcpMCP An MCP server that provides DevOps and DevSecOps context for the project | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1938 | Kubernetes TroubleshootMCP Read-only Kubernetes diagnostics: pods, logs, events, workloads, services, PVCs and nodes. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1939 | RaygunMCP Investigate errors, track deployments, analyze performance, and manage application monitoring | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1940 | WhiteCapData-DevMCP Operate a k3s / Kubernetes cluster from your AI agent — safe-by-default MCP server. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1941 | New Relic MCP ServerMCP Secure, self-hosted New Relic observability and administration tools for MCP clients | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1942 | source-map-parser-mcpMCP Parse JavaScript error stack traces back to original source code using source maps | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1943 | package-version-check-mcpMCP Returns the latest package / dependency / tool versions for Python, NPM, Go, Docker, Helm, etc. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1944 | Komodo MCP ServerMCP MCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1945 | agent-observabilityMCP Trace AI agent execution: every tool call, every error, every dollar. Open source, local-first. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1946 | Helm MCPMCP Give your AI assistant access to real Helm chart data. No more hallucinated values.yaml files. | 0.8 | 2 / 12 | Automate CI/CD pipelines · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1947 | FailTraceMCP Debugging experiments for coding agents: reproduce failures and verify fixes with test evidence. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1948 | J-Link MCPMCP Debug embedded firmware on real hardware: J-Link probes, Cortex-M faults, RTT logs, GDB. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1949 | clavisMCP Encrypted credential vault for AI agents — auto OAuth refresh, rate limiting, audit logging. | 0.8 | 2 / 12 | Fix bugs in a codebase · Monitor production incidents | REMOTELOCAL | DECLARED | 6d ago |
| 1950 | Workflow MCPMCP Session-bound Docker workflow server through Codex. State is discarded with the container. | 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.