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Best AI agents to monitor production incidents

This task needs 3 capabilities. 0 tools cover all of them; 731 cover at least one.

#ToolCoverageAccessTrustSeen
101walkerOS FlowMCP
Build, validate, simulate, and deploy walkerOS event pipelines
33%REMOTELOCALDECLARED5d ago
102fireworksMCP
Inspect Fireworks AI models, deployments, datasets and fine-tuning jobs.
33%REMOTELOCALDECLARED5d ago
103laravel-forgeMCP
Manage Laravel Forge servers, sites, and deployments from your AI assistant.
33%REMOTELOCALDECLARED5d ago
104increaseMCP
Read-only Increase banking observability plus one safe non-money-moving write, for AI agents.
33%REMOTELOCALDECLARED5d ago
105agentguardMCP
AgentGuard — 20-tool AI safety MCP: policy preflight, risk scoring, audit logging, rate limits.
33%REMOTELOCALDECLARED5d ago
106memoryoracleMCP
MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.
33%REMOTELOCALDECLARED5d ago
107cliMCP
Deploy and monetize agent-built apps: login, database, usage billing, and end-user-pays.
33%REMOTELOCALDECLARED5d ago
108sotaMCP
Deploy web apps via AI agents with sota.io. 9 tools for deploy, logs, env, and more.
33%REMOTELOCALDECLARED5d ago
109ShipbookMCP
Debug production issues using Shipbook logs and Loglytics error insights.
33%REMOTELOCALDECLARED5d ago
110mtdt — Salesforce DevOpsMCP
mtdt.io MCP: Salesforce DevOps platform connector (metadata deployments, backups and more)
33%REMOTELOCALDECLARED5d ago
111prefabMCP
List, create and deploy your Prefab project templates from any MCP agent.
33%REMOTELOCALDECLARED5d ago
112opseraMCP
Opsera AI Agent MCP server providing authenticated DevOps automation over SSE
33%REMOTELOCALDECLARED5d ago
113Index OneMCP
Query financial index data, run backtests, and deploy systematic investment strategies on Index One.
33%REMOTELOCALDECLARED5d ago
114HoneycombMCP
Query Honeycomb observability data: traces, events, metrics, SLOs, triggers, and boards.
33%REMOTELOCALDECLARED5d ago
115mcpMCP
Debug a bad AI-agent run from your editor: which intent fails, at which step, and why.
33%REMOTELOCALDECLARED5d ago
116youtube-summarizeMCP
MCP server that fetches YouTube video transcripts and optionally summarizes them
33%REMOTELOCALDECLARED5d ago
117VMware DebugMCP
VMware incident timeline, root-cause routing, local case ledger; no vSphere access. 14 MCP tools.
33%REMOTELOCALDECLARED5d ago
118Terraform Ingest MCPMCP
Ingest and analyze Terraform modules from multiple repositories for AI RAG systems
33%REMOTELOCALDECLARED5d ago
119Azure DevOps On-PremisesMCP
MCP server for on-premises Azure DevOps Server and TFS: repos, pull requests, work items, and wiki.
33%REMOTELOCALDECLARED5d ago
120VMware AIopsMCP
AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 60 MCP tools.
33%REMOTELOCALDECLARED5d ago
121VMware AVIMCP
VMware AVI (NSX ALB) load balancer plus AKO Kubernetes ops — 28 MCP tools.
33%REMOTELOCALDECLARED5d ago
122Drone CI/CD MCP ServerMCP
MCP server for Drone CI/CD: 45 tools for builds, repos, secrets, users and templates
33%REMOTELOCALDECLARED5d ago
123OpenClaw MCP EcosystemMCP
9 remote MCP servers on Cloudflare Workers for AI agents. Free tier + Pro API keys.
33%REMOTELOCALDECLARED5d ago
124ShipDappMCP
Deploy Dockerized apps to Akash devnet with ShipDapp MCP build, deploy, update, and logs tools.
33%REMOTELOCALDECLARED5d ago
125mcp-k8s-roMCP
Read-only Kubernetes MCP server: inspect resources, logs, events, and metrics. Secrets are masked.
33%REMOTELOCALDECLARED5d ago
126xplainable-mcp-serverMCP
Train, explain, optimise and deploy transparent glass-box ML models via workflow tools.
33%REMOTELOCALDECLARED5d ago
127ImmyBotMCP
MCP server for ImmyBot — Windows software deployment, maintenance, tenants, deployments.
33%REMOTELOCALDECLARED5d ago
128MCP AutomationsMCP
Summarize URLs, repurpose content, daily news digests, find competitors. Cost telemetry built in.
33%REMOTELOCALDECLARED5d ago
129Umami CompassMCP
Secure Umami Analytics MCP server for Cloud and self-hosted deployments
33%REMOTELOCALDECLARED5d ago
130SearXNG HTTP MCPMCP
Self-contained SearXNG metasearch MCP server. One Docker image, 200+ engines, privacy-first.
33%REMOTELOCALDECLARED5d ago
131sourcemap-retrace-mcpMCP
Decodes minified production stack traces back to original TypeScript source using source maps.
33%REMOTELOCALDECLARED5d ago
132ndjson-local-log-triage-mcpMCP
Streams NDJSON log triage: query patterns, detect anomalies, summarize timelines without full load.
33%REMOTELOCALDECLARED5d ago
133ReposeMCP
Uptime monitoring that doesn't cry wolf: manage monitors, read incidents, record deploys.
33%REMOTELOCALDECLARED5d ago
134mcp-gitlabMCP
MCP server for GitLab API — projects, MRs, pipelines, CI/CD, approvals, issues, code review.
33%REMOTELOCALDECLARED5d ago
135dot-aiMCP
AI-powered development platform for Kubernetes deployments and intelligent automation
33%REMOTELOCALDECLARED5d ago
136remote-bridgeMCP
Sync code to remote servers via SSH/rsync and deploy from any AI IDE.
33%REMOTELOCALDECLARED5d ago
137agentraceMCP
Structured observability for AI agents. Trace steps, decisions, and errors. MCP server + CLI viewer.
33%REMOTELOCALDECLARED5d ago
138androidMCP
Android MCP — ADB-based device, apps, UI, logcat, emulator, files, system, debug
33%REMOTELOCALDECLARED5d ago
139kubefwdMCP
Kubernetes port forwarding for local development with automatic /etc/hosts entries.
33%REMOTELOCALDECLARED5d ago
140JanusMCP
Secure Kubernetes MCP server: scoped, redacted diagnostics and human-approved writes
33%REMOTELOCALDECLARED5d ago
141sitelauncher-mcp-serverMCP
Deploy live HTTPS websites in seconds. Instant subdomains or custom .xyz domains via USDC.
33%REMOTELOCALDECLARED5d ago
142ThunderPhoneMCP
Build, test, deploy and run AI phone agents: agents, numbers, calls, tests, knowledge, campaigns.
33%REMOTELOCALDECLARED5d ago
143wisewall-mcpMCP
Manage WiseWall sites from an AI coding assistant — deploy, configure DNS, secrets, and plans.
33%REMOTELOCALDECLARED5d ago
144wovoMCP
Deploy HTML from any AI tool to a versioned, shareable library on wovo.dev; manage pages.
33%REMOTELOCALDECLARED5d ago
145yandexgpt-mcpMCP
MCP server for YandexGPT — completions, embeddings, classification, summarization (Russia)
33%REMOTELOCALDECLARED5d ago
146bank-statement-import-categorise-reconcileMCP
Import a bank CSV, dedupe on re-import, categorise, summarise per currency and find subscriptions.
33%REMOTELOCALDECLARED5d ago
147openclaw-health-mcpMCP
MCP server for OpenClaw deployment health: gateway, resources, errors, skills, upgrades, disk.
33%REMOTELOCALDECLARED5d ago
148inbox-to-actionMCP
Agentic Gmail triage: classify, summarize, extract tasks, draft replies. Never sends.
33%REMOTELOCALDECLARED5d ago
149SuperoMCP
Build multi-tenant apps over MCP. Schemas, CRUD, deploys — access control enforced server-side.
33%REMOTELOCALDECLARED5d ago
150create-starterMCP
Scaffold Starter Series projects and check release, deployment, security, and agent instructions.
33%REMOTELOCALDECLARED5d ago

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).