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97,619 servers. Updated
20 Best Figma MCP Servers: compared and ranked, October 2026Ranked from 330 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    Not graded
    quality
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    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.
    22 npm
    244
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables automated migration of Vue projects to React with intelligent analysis, task management, and learning from user modifications.
    8 npm
    5
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables mapping Figma designs to a project's own component library — shadcn/ui, antd, mui, or Astryx — by resolving variants against authoritative component contracts instead of guessing. It compiles Figma nodes into code and then deterministically writes the resulting files into the codebase, cleaning node-id artifacts and updating exports.
    12
    17 npm
    -
  • A
    license
    A
    quality
    D
    maintenance
    MCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.
    7
    121 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
    Enables AI coding assistants to semantically search codebases by meaning rather than exact text, with zero external daemons and fully local embeddings. Works out-of-the-box with Claude Code, Gemini CLI, Antigravity, and Cursor.
    4
    MIT
  • A
    license
    A
    quality
    C
    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
  • A
    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
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.
    6
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and security issues in your code. Supports analyze, compare versions, explain code, generate tests, and HTML reports.
    7
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing, embedding, and hybrid search with reranking.
    1
    2
    MIT