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MCP servers tagged metrics
41 live MCP servers tagged "metrics", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with metrics.
pab1it0/prometheus-mcp-server
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Greptimedb
The open-source Observability 2.0 database. One engine for metrics, logs, and traces — replacing Prometheus, Loki & ES.
Nightingale
Nightingale is to monitoring and alerting what Grafana is to visualization.
Otel Go
OpenTelemetry middleware for Go MCP servers (go-sdk)
Trifle CLI
CLI for querying and pushing time-series metrics. Works with Trifle App API or local databases. MCP server mode for AI agents.
TANTIOPE/datadog-mcp-server
LLM-optimized MCP server for Datadog APM, logs, and metrics. Delivers structured, token-efficient trace and log insights designed specifically for AI-driven debugging—not just raw…
Monoscope
Monoscope lets you ingest and explore your logs, traces and metrics. We store these in S3 compatible buckets. Query in natural language via LLMs.
Loongsuite Go
OpenTelemetry Compile-Time Instrumentation for Golang
Coroot
MCP server for Coroot observability platform - integrate monitoring, troubleshooting, and configuration tools with AI agents
Prometheus (TypeScript)
Enable AI assistants to query Prometheus using natural language. Discover metrics, analyze performance, and get insights — no PromQL required. Powered by Model Context Protocol (M…
yincongcyincong/VictoriaMetrics-mcp-server
MCP Server for the VictoriaMetrics.
PhpCodeArcheology/PhpCodeArcheology
PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git…
Tma1
Local-first observability your agent reads back. TMA1 records every LLM call, then routes what it sees into the agent's next turn via hooks and MCP.
AgentMeasure
Open measurement infrastructure for agent-facing software. Separate operations from attempts, evidence from inference, and usage from value. Reach → Choice → Use → Utility → Value.
vunet-server
Model Context Protocol (MCP) Server for Vunet vuSmartMaps - Multi-tenant observability platform integration
Spring Boot Actuator
MCP server for Spring Boot Actuator analysis — health, metrics, environment, and bean diagnostics
Query Surface
Agent-aware semantic query + aggregation surface (describe/select/fetch/measure/compare) over a host schema — hexagonal, backend-pluggable.
Otel MCP Server
OpenTelemetry MCP Server — expose traces, metrics, logs, and ZK proofs to AI agents via the Model Context Protocol
Send To Influx
Smart-home automation system to visualise data in Grafana, control your devices and perform deep analysis via the built-in MCP server.
Metrik
Monitoring for Ktor services in Kotlin/Native: one binary and one SQLite file, 106 nanoseconds per request in the service and one UDP packet a minute
Toad Eye
OpenTelemetry observability for LLM systems — auto-instrumentation (OpenAI, Anthropic, Gemini, Vercel AI SDK), cost tracking, budget guards, agent tracing, OTel GenAI semconv, 8 G…
GeiserX/duplicacy-mcp
based MCP server for Duplicacy backup monitoring. Query backup job status and Prometheus metrics from a Duplicacy exporter. Docker image available.
Superlog
Superlog — independent third-party profile of a public API surface, by API Evangelist. Superlog is an AI-native, open-core observability platform (Y Combinator, Spring 2026) that…
Arch Metrics MCP
📊 MCP server that analyzes Java bytecode for package stability, coupling, cycles, and Hexagonal Architecture violations.
Cocoindex Hnsw Lancedb
Cocoindex-based code indexing service with HNSW, automatic disk compaction, MCP Server, periodic git pull, metrics push to MySQL, and space-efficient branch searching
Bonnard SDK
Archived. Earlier Bonnard product. Current: bonnard.dev / @bonnard/mcp-charts
Advance Fraud Analyst
Multi-model fraud detector using Hugging Face + LangChain + MCP
K8s Observability MCP
A comprehensive Kubernetes observability toolkit built on the Model Context Protocol (MCP) for Site Reliability Engineering.
Apitoolkit
APIToolkit (Monoscope) — independent third-party profile of a public API surface, by API Evangelist. APIToolkit (now Monoscope) is an open-source-friendly API observability and mo…
Prometheus MCP Server Free
Prometheus MCP server — free PromQL metrics store so Claude and ChatGPT can query your observability data
Free Influxdb MCP Server
Free InfluxDB MCP server — free cloud InfluxDB 2 time-series database for Claude, ChatGPT and agents
Openobserve MCP
MCP server for OpenObserve — multi-instance log/trace/metrics querying with adaptive routing, batching, and LRU caching
Mcpg Plugin Metrics Statsd
StatsD metrics_sink plugin for MCPG (dev.mcpg.metrics.statsd) — statsd / DogStatsD line protocol over UDP / stdout / stderr.
Dbt Conversation AI Local
Conversational AI for dbt: A Streamlit-based local agent powered by Ollama and MCP to query, document, and analyze dbt semantic models and metrics in a private environment.
Skill Analytics Reporting
Revenue intelligence skill for AI agents — metrics, funnels, anomaly detection, forecasting, and dashboards via mcp-analytics (28 tools)
Inferwatch
Real-time and historical metrics for locally served LLMs (Ollama and vLLM) — dashboard, HTTP API and MCP server. One process, one SQLite file, never in the request path.
Talyx MCP
Zero-code Prometheus exporter and alerting proxy for MCP servers. Stateless, no database. Catches silent Multi Round-Trip failures.
Software
Software — independent third-party profile of a public API surface, by API Evangelist. Software (software.com) is the developer-productivity company behind the Code Time and Music…
Literature And Publications
Literature and Publications
Kubectl Metrics
Query Prometheus / Thanos metrics on OpenShift clusters — as a CLI and an MCP server for AI assistants.
Fastmcp Polyrepo Template
Production-grade FastMCP template built around dependency injection and zero global state. A composition root wires clients, services, and loggers so tests inject dependencies ins…