{"id":"raihan0824-prometheus-mcp-server","name":"raihan0824-prometheus-mcp-server","homepage":"https://pypi.org/project/raihan0824-prometheus-mcp-server/","repo_url":"https://github.com/raihan0824/prometheus-mcp-server","category":"monitoring","subcategories":[],"tags":["ai-ml","monitoring","prometheus","mcp","observability","metrics","devtools"],"what_it_does":"Provides a Model Context Protocol (MCP) server that lets AI assistants connect to a Prometheus server, discover metrics/targets, and run PromQL instant and range queries via MCP tools. Configuration is primarily done through environment variables (PROMETHEUS_URL and optional credentials/tokens).","use_cases":["Chat/agent-based querying and analysis of Prometheus metrics using standardized MCP tooling","Automating investigative workflows (e.g., identify relevant metrics, inspect metadata, run instant/range queries)","Building internal AI assistants for monitoring and troubleshooting","Exploring metrics and targets for dashboards/alerting setup"],"not_for":["Exposing Prometheus data publicly to untrusted users without strong network/auth controls","High-throughput or cost-sensitive workloads without verifying rate limiting and query limits on the Prometheus side","Use as a general-purpose Prometheus API; it focuses on MCP tool endpoints for metrics operations"],"best_when":"You want an MCP-enabled AI assistant to query Prometheus (including metric discovery) from a controlled environment where Prometheus access is already secured.","avoid_when":"You need fine-grained authorization for different metrics/users or you require clearly documented rate-limit and retry/idempotency semantics from this MCP server.","alternatives":["Native Prometheus HTTP API with your own agent integration","Community MCP servers for Prometheus (if available)","Grafana/Alerting integration tools (for dashboards rather than raw PromQL)"],"af_score":60.0,"security_score":54.2,"reliability_score":32.5,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:46:17.796765+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Basic auth via PROMETHEUS_USERNAME and PROMETHEUS_PASSWORD","Bearer token auth via PROMETHEUS_TOKEN"],"oauth":false,"scopes":false,"notes":"Authentication described is for the upstream Prometheus connection (not for authenticating callers of the MCP server)."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source (MIT) as indicated by manifest/README; pricing not applicable."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":60.0,"security_score":54.2,"reliability_score":32.5,"mcp_server_quality":75.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":80.0,"rate_limit_clarity":10.0,"tls_enforcement":80.0,"auth_strength":60.0,"scope_granularity":20.0,"dependency_hygiene":55.0,"secret_handling":55.0,"security_notes":"TLS enforcement is not explicitly documented for the MCP server or upstream connections; assume HTTPS is supported but not guaranteed. Authentication covers upstream Prometheus using basic credentials or bearer token from env vars, but there is no described fine-grained scoping or per-user authorization for MCP clients. Secrets are configured via environment variables (better than hardcoding), but README does not state whether secrets are redacted from logs/telemetry. Dependency hygiene is unknown from provided data; a moderate score reflects the presence of common libraries but no CVE/audit information.","uptime_documented":0.0,"version_stability":55.0,"breaking_changes_history":30.0,"error_recovery":45.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Agent-driven PromQL queries can be expensive; this README does not document query cost controls or recommended guardrails—coordinate with your Prometheus limits.","Rate limits are not described for the MCP server interface; if rate-limited by Prometheus/network, agents may need conservative query pacing.","No evidence in README of MCP-server-side auth for MCP clients; treat MCP server as trusted/internal only."]}}