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20 Best Figma MCP Servers: compared and ranked, September 2026Ranked from 311 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to extract Figma design data and convert it into Flutter widgets and screens. Supports theme setup, component analysis, asset exports, and provides Flutter implementation guidance from Figma designs.
    20 npm
    244
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes Language Server Protocol (LSP) tools such as diagnostics, goto definition, find references, symbols, and rename as a stdio MCP server.
    9
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.
    7
    75 PyPI
    49
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    3
    3
    -
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that indexes a repository locally and provides keyword, semantic, hybrid, and SQL search tools, enabling coding agents to answer questions about the codebase efficiently without reading files one by one.
    3
    69 npm
    31
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers.
    2
    400 PyPI
    155
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Indexes a mono-repo into a knowledge graph and provides MCP tools to query code structure—packages, components, routes, HTTP calls—without file reads or grep round-trips.
    7
    22 npm
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables agents to run semantic search across one or more local project directories by automatically maintaining a LAN-local Qdrant index with Ollama embeddings. Indexing, staleness checks, and incremental updates happen transparently, so users can query code by meaning without managing collections, chunks, or hashes.
    6
    -
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that provides a persistent sandbox for AI coding agents to explore codebases server-side, returning only compact summaries to reduce context consumption.
    3
    20 PyPI
    8
    MIT