capabilities / monitor-observability
Capability
Monitoring & logs
Query errors, logs, traces, and incidents.
01Best MCP servers for this capability
| Server | Status | Trust | Match |
|---|---|---|---|
| TensorFeed AI news, model pricing, service status, and machine-payable premium tools. AFTA-certified. | community | 76 | 90% |
| ContrastAPI 55 tools, 7 Resources, Sigma rules, email SPF/DMARC, MITRE, CVE/KEV, risk_score. No key. | community | 74 | 80% |
| Commonlands Optics: M12 Lens and C-Mount Lens Finder + Field-of-View Calculator M12 lens and C-mount lens finder with image-sensor matching and field-of-view calculator. | community | 73 | 87% |
| bot.yeehaw/events Agent-first Austin events concierge — fresh, sourced answers to what's happening in Austin. | community | 70 | 80% |
| AINumbers Fintech Intelligence Suite 420+ client-side fintech tools (ISO 20022, AML, DORA, agentic payments) as MCP widgets. Zero PII. | community | 69 | 90% |
| DebugBundle DebugBundle MCP server for incidents, bundles, reproductions, health checks, probes, and ops. | community | 68 | 90% |
| app.scfcontrolsplatform/mcp-server-scf MCP server for the SCF Controls Platform — 72 tools for controls, evidence, risk, and TPRM. | community | 68 | 87% |
| mrmarket.ai Analytical engine for US-listed equities: screens, rankings, and event studies in plain English. | community | 66 | 87% |
| langfuse-mcp A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability | community | 65 | 80% |
| Chronary Calendar API for AI agents: events, availability, scheduling, webhooks, and iCal feeds. | community | 62 | 80% |
| browser-mcp Drive your real, logged-in Chrome from any AI agent (Claude Code, Cursor, VS Code) — works where headless dies. Reads emailed login codes from your Gmail, solves CAPTCHAs, 34 tools. MIT, local-only. | community | 62 | 80% |
| Grafana Search dashboards, investigate incidents and query datasources in your Grafana instance | partner | 61 | 90% |
| robloxstudio-mcp Create agentic AI workflows in ROBLOX Studio | community | 59 | 80% |
| Lithtrix — Identity, Memory & Trust for AI Agents Identity, memory, trust, and swarm primitives for AI agents. MIRC base always free. | community | 56 | 80% |
| Curie Commerce Search, compare in 3D, and buy products from 5.6M+ Shopify stores. Free tier; Pro adds checkout. | community | 52 | 80% |
| AdButler Manage AdButler campaigns, zones, ad items, VAST, and reports from Claude, ChatGPT, and Cursor. | community | 52 | 90% |
| AxioRank — Agent Firewall Security gateway for AI agents: score tool calls, verify agent cards, enforce policy, audit. | community | 48 | 80% |
| Saber Sales intelligence — research companies, qualify prospects, and find contacts. | community | 48 | 80% |
| com.files/python-mcp Securely give LLMs controlled access to real-world operations inside your Files.com environment | community | 46 | 90% |
| Mailtrap Integrates with Mailtrap Email API. | community | 40 | 80% |
| agentbridge-mcp-server MCP Server for connecting to the AgentBridge Nexus | community | 22 | 80% |
| Incisory Audit whether ChatGPT/Gemini recommend a business, with verbatim receipts — then fix and prove it. | community | 11 | 80% |
Next step
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