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nimelkot
by nimelkot

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Alternatives to astra-mcp

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    Related Servers

    • F
      license
      A
      quality
      C
      maintenance
      Provides codebase indexing and retrieval tools that give AI agents token-efficient, query-relevant context packages (symbols, imports, and dependencies) instead of scanning entire repositories.
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    • A
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      Enables LLM agents to efficiently understand and navigate a codebase by providing semantic search over symbols and a reference graph, replacing expensive grep/glob calls with structured tools like definition lookup, caller/callee queries, and change-impact analysis.
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      quality
      D
      maintenance
      Enables AI agents to semantically search and navigate code repositories using natural language, with support for multiple repos, incremental indexing, and no local install needed.
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    • A
      license
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      quality
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      maintenance
      Provides semantic code search and retrieval capabilities for AI agents, enabling them to query codebases using natural language with automatic learning, hybrid search, and intelligent chunking of functions and classes.
      10 npm
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    • A
      license
      Not graded
      quality
      C
      maintenance
      A graph-powered code intelligence engine that indexes codebases into a structural knowledge graph to provide AI agents with deep context on function calls, types, and execution flows. It offers local, zero-dependency tools for hybrid search, impact analysis, and dead code detection across Python, JavaScript, and TypeScript projects.
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    TDQS

    B3.2/5.0

    Scored across 5 tools

    Disambiguation5/5

    Each tool has a distinct purpose: indexing a repo, semantic search, exact callers, hybrid context, and visualization. No two tools overlap in functionality; agents can easily select the right one.

    Naming Consistency5/5

    All tools follow a consistent 'astra_' prefix with verb_noun naming: index_repo, semantic_search, get_callers, hybrid_context, visualize. The pattern is uniform and predictable.

    Tool Count5/5

    Five tools is an ideal scope for a code indexing and querying server. Each tool serves a core workflow without unnecessary bloat or missing essential operations.

    Completeness4/5

    The set covers the main lifecycle: indexing, searching, structural queries, combined retrieval, and visualization. Minor gaps exist (e.g., no delete index or update) but they are not critical for the primary use case.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues