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

  • AST MCP Server

    angrysky56
    A
    license
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    quality
    C
    maintenance
    Provides advanced code structure and semantic analysis through Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG) across multiple programming languages. It enables tasks like incremental parsing, complexity analysis, and AST diffing to help models understand and navigate codebases.
    Last updated
    35
    MIT

  • ast-editor

    kambleakash0
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    A
    quality
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    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
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    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

  • FastAPI Architect MCP

    AbdessamadTzn
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    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

  • attest-mcp-server

    chudah1
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    license
    A
    quality
    C
    maintenance
    An MCP server that exposes tools for issuing scoped agent credentials, delegating narrower child credentials, handling approvals, revoking task trees, and retrieving audit trails and evidence packets.
    Last updated
    14
    1
    Apache 2.0

  • lynx-mcp

    lorenzo-cambiaghi
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    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
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    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

  • email-verify

    Baneado98
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    license
    A
    quality
    B
    maintenance
    Enables real-time email verification via MCP tools, checking syntax, MX, disposable domains, and optional SMTP probe to determine deliverability with a VALID/RISKY/INVALID verdict.
    Last updated
    2
    11
    MIT

  • Nanostores MCP

    Valyay
    A
    license
    A
    quality
    D
    maintenance
    The MCP server for Nanostores that scans your codebase with AST analysis to find stores, subscribers, and dependency chains, and can ingest live events to spot noisy, error-prone, or unused stores.
    Last updated
    12
    46
    1
    MIT

  • PineScript Docs

    paulieb89
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    A
    quality
    A
    maintenance
    Provides comprehensive Pine Script v6 documentation and tools to help AI assistants look up functions, validate syntax, and generate accurate code. It enables linting, version conversion from v5 to v6, and deep conceptual analysis to prevent code hallucinations.
    Last updated
    10
    5
    MIT

  • Notmuch

    hgn
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes a local notmuch email database to an LLM client such as Claude. It is read-first: searching, reading, and understanding mail is always available; writing anything (drafts, tags, exported files) requires an explicit opt-in flag and is confined to clearly bounded locations.
    Last updated
    13
    MIT

  • code-shot

    thesimonharms
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    license
    A
    quality
    B
    maintenance
    Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.
    Last updated
    2
    188
    MIT

  • arch7

    KTCrisis
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    license
    A
    quality
    C
    maintenance
    Generates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for creating, modifying, and converting diagrams from structured input or Mermaid syntax.
    Last updated
    4
    1
    MIT