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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

  • Paparats MCP

    IBazylchuk
    A
    license
    -
    quality
    B
    maintenance
    Provides AI coding assistants with deep, semantic understanding of local codebases via AST-aware chunking, cross-repo symbol graphs, and architectural memory, enabling context-aware code search and dependency tracing.
    Last updated
    10
    MIT

  • 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

  • ddb-mcp

    nestordemeure
    A
    license
    A
    quality
    B
    maintenance
    MCP server and CLI for full-text search of the Deutsches Zeitungsportal (German newspaper collection), enabling querying ~33.8 million digitized pages with Solr syntax, date/title/place filters, and snippet highlights.
    Last updated
    3
    Apache 2.0

  • Mikensey MCP Server

    sshekar87
    A
    license
    A
    quality
    D
    maintenance
    Provides McKinsey-style strategy intelligence for real estate by enabling AI assistants to search podcast transcripts, access industry benchmarks, and apply consulting frameworks like 2×2 matrices and issue trees to analyze business situations.
    Last updated
    7
    MIT

  • HackerNews MCP Server

    wei
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to access HackerNews content through structured search, front page retrieval, latest posts monitoring, detailed item fetching with comment trees, and user profile viewing via the Algolia API.
    Last updated
    5
    33
    7
    MIT

  • HackerNews MCP Server

    hillaryTse
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents and developers to search, retrieve, and analyze HackerNews content including advanced post search, front page access, full comment trees, and user profile lookups through the Model Context Protocol.
    Last updated
    4
    33
    MIT

  • MiniMax MCP Server

    longhz
    A
    license
    A
    quality
    C
    maintenance
    Provides MCP tools for MiniMax Token Plan quota queries, web searches, image understanding, and image generation, enabling integration with Claude Code.
    Last updated
    5
    MIT

  • PubMed MCP Server

    emi-dm
    F
    license
    A
    quality
    D
    maintenance
    Enables searching and retrieving detailed information from PubMed articles using the NCBI Entrez API. Supports configurable search parameters including title/abstract filtering and keyword expansion to find relevant scientific publications.
    Last updated
    1

  • OWL MCP Server

    liftkkkk
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query, modify, and reason over OWL/TTL/RDF ontology files using natural language, without needing SPARQL or OWL syntax.
    Last updated
    14
    MIT

  • Reddit MCP Server

    eliasbiondo
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with access to Reddit data for searching, browsing subreddits, and retrieving post details or user activity without requiring API keys. It enables tools to fetch content, nested comment trees, and public user feeds directly through the Model Context Protocol.
    Last updated
    6
    143
    MIT

  • semantic-code-mcp

    huawang1258
    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.
    Last updated
    1
    2
    MIT

  • Enhanced PubMed MCP Server

    masa061580
    A
    license
    A
    quality
    D
    maintenance
    A Node.js implementation that provides tools for advanced PubMed searching, including full abstract retrieval and PMC full-text search within open access articles. It features SQLite-backed search history and allows users to filter results by MeSH terms and specific publication dates.
    Last updated
    6
    29
    2
    MIT

  • mcp-markdown-vault

    wirux
    A
    license
    B
    quality
    A
    maintenance
    Headless semantic MCP server for Obsidian, Logseq, Dendron, Foam, and any markdown folder. Features built-in hybrid semantic search, surgical AST editing, template scaffolding, zero-config local embeddings, and workflow tracking.
    Last updated
    5
    45
    7
    MIT