AgentOps
The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.
Arize Phoenix
Inspect traces, manage prompts, curate datasets, and run experiments using Arize Phoenix, an open-source AI and LLM observability tool.
io.github.TANTIOPE/datadog-mcp
Full Datadog API access: monitors, logs, metrics, traces, dashboards, and observability tools
io.github.blueskylineassets/agent-observability
Agent observability: structured logging, cost tracking, and compliance audit trails
io.github.cyanheads/mcp-ts-template
Agent-native TypeScript framework for building MCP servers. Declarative definitions with auth, multi-backend storage, OpenTelemetry, and first-class support for Bun/Node/Cloudflare Workers.
Rollbar Mcp Server
Model Context Protocol server for Rollbar
Otel Mcp Server
AI-Powered OpenTelemetry Analysis is an MCP server on MCP.so — view details, tools, and install instructions.
Digma Mcp Server
Digma Code Observability MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Claude Mcp Server Observability
Claude MCP Server for Observability Demo is an MCP server on MCP.so — view details, tools, and install instructions.
Monitor
MCP server for Valkey and Redis observability. Query real-time health, slow commands, hot keys, anomaly detection, and cluster analytics directly from your AI assistant.
Mcp Server Devhelmhq
MCP server for uptime monitoring, incident management, alerting, and dependency status tracking. Gives AI agents tools to create and manage HTTP/DNS/TCP/ICMP monitors, handle incidents, configure alert channels, and query third-party service health.
Debugbundle
DebugBundle turns runtime failures, critical-path issues, and availability checks into incidents with full context, alerts, remote probes, and deterministic debug bundles for humans and AI agents.
Newrelic Mcp
Run NRQL, NerdGraph, and REST v2 operations to query data, manage incidents, create synthetics, and annotate deployments — all from your MCP client.
Yokai Mcp Template Suraj1245
MCP server template based on the Yokai Go framework.
Lightrun Ai
Lightrun MCP connects AI coding assistants to live runtime context from production and staging applications for safe code-level debugging without redeploying. It lets MCP-compatible clients discover runtime sources, inspect live expression values, capture call stacks, measure exe
Weave Mcp Server Client Trace
Weave MCP Server + Client Linked Traces: is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Server Tessera Llm
MCP server for Tessera's LLM cost-optimization layer. Anchored spend, drift detection, recommendations as typed tools.
Auralogs Mcp
Hosted, read-only MCP server for Auralogs production logs. Agents search logs, inspect errors with full stack and metadata, and review AI analyses (diagnosis, suggested fix, PR link) over Streamable HTTP with a project-scoped read key. Free tier: 10,000 logs/month.
Llm Usage Mcp
A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent query spend, compare providers, and get recommendations — no cloud, no account. First-class support for Chinese providers (Qwen,
Metoro Io Metoro Mcp Server
Metoro Io Metoro Mcp Server is a Model Context Protocol server designed to extend AI agent capabilities. It exposes tools, resources, and prompts that allow AI assistants like Claude and Cursor to perform specialized tasks.
Guardrly Mcp
Non-invasive AI Agent operation monitoring — audit every API call your agent makes to Shopify, Meta Ads, and more. Real-time alerts, audit logs, and operation history. Works with Claude Desktop, Cursor, and any MCP-compatible AI tool.
Cirdan
Cirdan maps and watches the live infrastructure your agent session can reach — Docker, Kubernetes, cloud, IaC, and telemetry — then exposes it over MCP. It fingerprints the environment, builds a dependency graph, detects incidents, and can run evidence-backed actions. It inherits
Mcp Telemetry
Observability helps. This MCP server adds tracing to all your conversations on Claude (or suitable MCP client) so that you can trace, understand, debug and report on your all your interactions.
Mcp Aws Cost Anomaly
Curated by Archimedes Market. AWS Cost Explorer + Anomaly Detection exposed as MCP tools. Surface unusual spend by service, account, or tag. Pull cost breakdowns, forecasts, savings recommendations. Read-only IAM — refuses to start if the role can modify resources. → archimedes.m
Elliot
Turn any API or database into agent-ready MCP tools — minimal tokens, structured errors, full observability.
Signoz Mcp Server
The Signoz MCP Server lets you connect developer tools like Cursor or Claude Desktop to your Signoz instance. It's an open-source project maintained by DrDroid (not affiliated with Signoz), and allows you to query logs, dashboards, metrics, and more — making observability data di
Mcp Postgres Analytics
Curated by Archimedes Market with a verified Trust Report (security, quality, license, complexity).
Sysctl Mcp Server
sysctl-mcp is an MCP server on MCP.so — view details, tools, and install instructions.
Cloudpulse Mcp
Cross-cloud observability for AI agents. Discover resources, correlate logs, and diagnose infrastructure issues across AWS, GCP, Vercel, and Cloudflare — without leaving your editor.
Sipcode
Open-source MCP server and PreToolUse hook for Claude Code. Exposes 15 MCP tools that let Claude inspect its own context-hygiene stats mid-session (token waste, duplicate reads, drift, cost forecasts), and caps verbose tool output plus dedups same-session file re-reads to keep co
Zabbix Mcp Server
🔌 Complete MCP server for Zabbix integration - Connect AI assistants to Zabbix monitoring with 40+ tools for hosts, items, triggers, templates, problems, and more. Features read-only mode and comprehensive API coverage.
Langfuse Mcp Therealsachin
Production-ready Langfuse MCP Server with 28 tools for LLM analytics, cost monitoring, and dataset management. Features secure dual-mode operation (readonly & readwrite), real-time cost analysis, trace debugging, and comprehensive usage insights. Deploy instantly with npx for sea
Lumino Mcp Server
AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.
last9/last9-mcp-server
Last9 Mcp Server MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Last9 Mcp Server capabilities through the Model Context Protocol standard.
io.github.VictoriaMetrics-Community/mcp-victorialogs
MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation
io.github.s-b-e-n-s-o-n/portkey-admin-mcp
Full MCP server for the Portkey AI Gateway Admin API. 151 tools for managing prompts, configs, virtual keys, analytics, guardrails, integrations, and more from any MCP client.
Yokai Mcp Template
MCP server template based on the Yokai Go framework.
Mcp Server Iris Eval
The first MCP-native eval and observability tool for AI agents. Any MCP-compatible agent discovers and uses Iris automatically — no SDK, no code changes. Log traces with hierarchical span trees, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost
Talko11ytome
Learning what it means to use MCP by trying to interact with Dynatrace MCP server.
Ingero
eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency
Nahook Mcp
The official Model Context Protocol server for Nahook — trigger webhooks, inspect