Task · Coding
Best AI agents to monitor production incidents
This task needs 3 capabilities. 0 tools cover all of them; 730 cover at least one.
| # | Tool | Coverage | Access | Trust | Seen |
|---|---|---|---|---|---|
| 1 | trigger-devMCP Debug background jobs — runs, traces, spans, schedules, queues and deployments. | 67% | REMOTELOCAL | DECLARED | 3d ago |
| 2 | datadogMCP Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet | 67% | REMOTELOCAL | DECLARED | 4d ago |
| 3 | ActionsPulseMCP Real-time GitHub Actions observability: DORA Metrics, Cost Analysis, CI/CD Health dashboards. | 67% | REMOTELOCAL | DECLARED | 4d ago |
| 4 | Sable Platform + HyperDX ObservabilityMCP Manage Sable AI voice agents, query HyperDX logs and metrics, and deploy — all from your IDE | 67% | REMOTELOCAL | DECLARED | 4d ago |
| 5 | cloudpulseMCP Cross-cloud observability for AI agents. Covers AWS, GCP, Vercel, and Cloudflare. | 67% | REMOTELOCAL | DECLARED | 4d ago |
| 6 | RokuMCPMCP MCP server for Roku device automation — deploy, ECP control, screenshots, and debug console | 67% | REMOTELOCAL | DECLARED | 4d ago |
| 7 | Lumino MCP ServerMCP AI-powered SRE observability for Kubernetes/OpenShift with 40+ Tekton debugging tools | 67% | REMOTELOCAL | DECLARED | 4d ago |
| 8 | Agentry.sh ObservabilityMCP Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 9 | ellmos ServerCommanderMCP Server operations MCP: HTTP health checks, log analysis, deploy dry-runs, mail diagnostics. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 10 | androidbuild-mcpMCP Build, deploy, drive and debug Android apps: Gradle, emulators, adb, logcat, UI automation | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 11 | k8scortex-mcpMCP Kubernetes MCP server: 75 tools for GKE, AKS, EKS, RBAC, audit logging, GitOps, multi-cluster. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 12 | Prefect MCP ServerMCP MCP server for Prefect. Monitor and debug workflows, deployments, and automations. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 13 | Railway MCPMCP Develop, manage, and debug Railway projects, services, and deployments from within agents. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 14 | Mengi CloudMCP Manage Kubernetes clusters, deployments, databases, secrets and observability on Mengi Cloud. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 15 | AlpicMCP Manage your projects, debug deployments, and check analytics for any MCP server you host with Alpic. | 67% | REMOTELOCAL | DECLARED | 5d ago |
| 16 | homebutlerMCP Tells an agent what changed on a server since it last looked - status, Docker, backups, Proxmox. | 33% | REMOTELOCAL | DECLARED | 6m ago |
| 17 | nats-trailMCP Read-only NATS and JetStream observability: trace a request across streams, rank what is broken. | 33% | REMOTELOCAL | DECLARED | 36m ago |
| 18 | firefox-css-themeMCP MCP for building, inspecting, and live-debugging Firefox CSS themes. | 33% | REMOTELOCAL | DECLARED | 1h ago |
| 19 | YaverMCP Phone-first local dev MCP for Claude Code and Codex: install Yaver, pair mobile, run, build, deploy. | 33% | REMOTELOCAL | DECLARED | 2h ago |
| 20 | AppCraneMCP Deploy and manage apps on your own AppCrane instance, the self-hosted PaaS for AI-built apps. | 33% | REMOTELOCAL | DECLARED | 2h ago |
| 21 | Flutter MCP ToolkitMCP Inspect and drive Flutter debug apps/games: semantic snapshots, search, and custom client tools | 33% | REMOTELOCAL | DECLARED | 3h ago |
| 22 | TerraVisionMCP Cloud architecture diagrams with official AWS, Azure and GCP icons, from Terraform or a JSON graph. | 33% | REMOTELOCAL | DECLARED | 5h ago |
| 23 | Falcon BuilderMCP Build, debug, and publish production AI agent workflows in Falcon Builder from any MCP client. | 33% | REMOTELOCAL | DECLARED | 6h ago |
| 24 | Speak AIMCP Search recordings, summarize meetings, create clips, and automate workflows from your AI assistant. | 33% | REMOTELOCAL | DECLARED | 7h ago |
| 25 | HostimMCP Deploy and manage apps, databases, volumes and domains on Hostim, an EU cloud hosting platform. | 33% | REMOTELOCAL | DECLARED | 10h ago |
| 26 | The Deploy LogMCP AI deployments that shipped and are available now, each sourced to the publisher's own page. | 33% | REMOTELOCAL | DECLARED | 10h ago |
| 27 | Cloud DevOps MCP ServerMCP Read-only Cloud DevOps risk review, incident response, CI/CD readiness and SLO analysis. | 33% | REMOTELOCAL | DECLARED | 12h ago |
| 28 | KubeStellar MCPMCP AI-powered Kubernetes diagnostics, RBAC analysis, security checks, and app deployment via MCP | 33% | REMOTELOCAL | DECLARED | 20h ago |
| 29 | KSailMCP SDK for creating, managing, and operating Kubernetes clusters and workloads with ease. | 33% | REMOTELOCAL | DECLARED | 20h ago |
| 30 | ClizeMCP Real-world actions for AI coding agents: domains, email, deploys, payments, media, and SEO/GEO. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 31 | Agent VerifierMCP Test and debug your AI agent's Web Bot Auth (RFC 9421) signature: is it valid, and what to fix? | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 32 | LastPingMCP Monitoring that agents set up for themselves — cron jobs, CI/CD pipelines and AI agent runs. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 33 | roxyonMCP Build LumenJS apps, use the Roxyon BaaS, and deploy apps and web projects to Roxyon infrastructure. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 34 | Stunt DoubleMCP Deploy AI user personas to validate user journeys at scale. Find UX friction before real users do. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 35 | EdgegapMCP Deploy and operate multiplayer game servers on Edgegap's global edge network. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 36 | BPMN KitMCP Create, validate, simulate and deploy Camunda 8 BPMN processes, forms and DMN from an agent. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 37 | ChimeraForgeMCP Local-first LLM deployment planner: GPU/VRAM sizing, cost and latency, with provenance | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 38 | FutureInfraMCP Korean cloud for AI agents — create servers, deploy Docker apps, manage domains, call 300+ AI models | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 39 | ParallelSandboxMCP Remote Linux boxes for coding agents: Docker, a browser, screenshots, logs, human takeover. | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 40 | ADCIRC Model Setup MCP ServerMCP ADCIRC model configuration debugging, parameter lookup, and validation | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 41 | tiny-context — efficient file tools by AVRG3MCP Save agent steps: query spreadsheets, search PDF/Office files, summarize logs with bounded output | 33% | REMOTELOCAL | DECLARED | 1d ago |
| 42 | TileboxMCP Query geospatial datasets, manage workflow jobs, deploy published releases, and search Tilebox docs. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 43 | SkifflyMCP Deploy apps and databases on Skiffly: projects, services, deployments, logs, variables, domains. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 44 | mcp-debuggerMCP Step-through debugging for AI agents: breakpoints, stepping and live variables in nine languages | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 45 | Agentic HILMCP Develop firmware on the real board behind a debug probe: flash, reset, UART and CAN, policy-gated. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 46 | ohmyho.stMCP Operate ohmyho.st hosting from your coding agent: deploy GitHub apps, Postgres, mail, domains. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 47 | ProofRailMCP Verify MCP servers before deploy with protocol, schema, transport, auth, and evidence checks. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 48 | ContractGateMCP Infer, dry-run, deploy, and inspect ContractGate semantic data contracts. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 49 | orm-preflightMCP Checks TypeORM migrations for data loss, table locks, and deploy problems before they run. | 33% | REMOTELOCAL | DECLARED | 2d ago |
| 50 | agent-deviceMCP MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps | 33% | REMOTELOCAL | DECLARED | 2d ago |
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Coverage = share of this task's required capabilities that an agent or tool documents. For AI agents, capabilities are those stated on the vendor's website; for tools, they are matched automatically from the publisher's description (keyword method, low confidence).