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DimensionVictoriaMetrics MCP ServerOfficial VictoriaMetrics MCP server for seamless integration with VictoriaMetrics API and documentation.Context7Upstash's official server providing up-to-date third-party library docs for AI coding assistants
FMRS69 / 100 · C80 / 100 · B
Reliability10 / 2014 / 20
Security and permissions15 / 2016 / 20
Maintenance16 / 2017 / 20
Documentation15 / 2015 / 20
Setup experience13 / 2018 / 20
Best for
  • Developers and SREs using VictoriaMetrics for monitoring and observability.
  • Engineers who want to leverage AI assistants to simplify metric queries and operations.
  • Teams needing quick access to documentation and troubleshooting guides.
  • Developers using fast-moving frameworks/libraries worried about the AI suggesting stale code
  • Scenarios wanting zero-config documentation lookup
Not for
  • Users who do not use VictoriaMetrics; this server is not suitable for other monitoring systems.
  • Scenarios requiring write or modify operations, as the server only supports read-only APIs.
  • Environments sensitive to resource consumption, as the embedded documentation vector database may increase memory and CPU usage.
  • Looking up internal/private codebase documentation (Context7 targets publicly published open-source libraries)
  • Cases needing very high coverage of obscure, niche libraries (coverage depends on what Context7's platform has indexed)
Required permissions
  • Read access to VictoriaMetrics instance APIs (query, list metrics, export data, etc.).
  • If using Cloud mode, access to VictoriaMetrics Cloud API key.
  • Network access to connect to the VictoriaMetrics instance or Cloud service may be required.
  • Usable without an API key (subject to a free-tier rate limit); CONTEXT7_API_KEY is an optional credential for higher quota
  • Read-only documentation lookup — no code execution or local filesystem access involved
Risks and side effects
  • Need to carefully manage API tokens to avoid leaking sensitive data.
  • AI-generated queries and configurations may contain errors; should be verified before use in production.
  • The server may consume significant resources, especially when loading the documentation vector database; can save resources by disabling the documentation tool.
  • The free tier has limited quota — high-frequency use may hit rate limits
  • Documentation content comes from Context7's platform index, so its accuracy and freshness depend on that platform's crawl cadence
Supported clientsClaude Desktop, Cursor, Claude Code, Codex, VS Code, Zed, JetBrains IDEs, WindsurfClaude Code, VS Code, Cursor, Cline, Amp
Tools302