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"Understanding Abstract Syntax Trees (AST)" matching MCP servers:

  • ast-grep MCP Server

    ast-grep
    A
    license
    A
    quality
    F
    maintenance
    Enables AI assistants to search and analyze codebases using Abstract Syntax Tree (AST) pattern matching with ast-grep. Supports structural code search, pattern testing, and AST visualization across multiple programming languages.
    Last updated
    4
    440
    MIT

  • ast-editor

    kambleakash0
    A
    license
    A
    quality
    A
    maintenance
    AST-targeted code editing MCP server with 28 surgical tools for structural edits across 11 languages. Built on tree-sitter, replaces brittle search/replace with byte-correct edits keyed by symbol names.
    Last updated
    28
    MIT

  • ast-editor

    kambleakash0
    A
    license
    A
    quality
    A
    maintenance
    A robust, language-agnostic Model Context Protocol (MCP) server that provides AI coding agents with the ability to edit files surgically via Abstract Syntax Trees (AST) instead of relying on token-heavy, brittle search-and-replace or diff operations.
    Last updated
    28
    7
    MIT

  • ast-outline-mcp

    Xayan
    A
    license
    A
    quality
    A
    maintenance
    Enables AI coding agents to efficiently explore codebases by providing structural outlines, module digests, symbol bodies, and AST-aware grep via MCP.
    Last updated
    4
    165
    MIT

  • mcp-ast-explorer

    LovRanRan
    A
    license
    D
    quality
    B
    maintenance
    Provides deterministic Python codebase symbol exploration using AST parsing, with tools for definition lookup, signatures, references, call chains, and class hierarchy queries.
    Last updated
    6
    MIT

  • Code Firewall MCP

    egoughnour
    A
    license
    A
    quality
    C
    maintenance
    A security filter that blocks dangerous code patterns by comparing normalized structural syntax trees against a blacklist of known threats using vector embeddings. It acts as a gatekeeper to prevent malicious code execution by identifying dangerous structures regardless of specific identifiers or literals.
    Last updated
    11
    MIT

  • FastAPI Architect MCP

    AbdessamadTzn
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that gives Claude Code IDE-level intelligence for FastAPI projects — semantic code navigation, safe renaming, route inspection, dependency trees, and Pydantic model analysis. Instead of Claude reading files blindly, it calls structured tools backed by Jedi (Python language server) and Python's AST.
    Last updated
    9
    1
    MIT

  • repowise

    repowise-dev
    A
    license
    A
    quality
    A
    maintenance
    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    Last updated
    2
    11
    4,270
    AGPL 3.0

  • lynx-mcp

    lorenzo-cambiaghi
    A
    license
    A
    quality
    B
    maintenance
    A 100% local MCP server for semantic and lexical search over your code, library docs, and PDFs, featuring hybrid BM25 and dense retrieval, syntax aware chunking, and an optional code knowledge graph. It also ships a Coral integration, so you can expose your code search as SQL and join it with live data, all without anything leaving your machine.
    Last updated
    6
    7
    Apache 2.0

  • UML Forge

    dave1362
    A
    license
    A
    quality
    A
    maintenance
    13 AI-powered UML diagram tools for coding agents. Generates class, sequence, state, ER, threat model, deployment and architecture diagrams in Mermaid syntax. Works in Claude Code, Cursor and Windsurf.
    Last updated
    13
    MIT

  • cindex

    aarontrmartin
    F
    license
    A
    quality
    C
    maintenance
    Provides a search_code tool for coding agents to perform local, offline semantic code search on a tree-sitter AST indexed codebase using GGUF embeddings, with no network calls or API keys.
    Last updated
    1