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Alternatives to Muninn

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    • A
      license
      Not graded
      quality
      B
      maintenance
      Four-layer hybrid search and knowledge graph for AI coding assistants: BM25 + vector embeddings + RAPTOR directory summaries + graph expansion fused into a single MCP tool.
      317 npm
      21
      Apache 2.0
    • A
      license
      A
      quality
      B
      maintenance
      Local code search for AI agents over a tree-sitter index of your repo: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST pattern search, indexed grep and semantic search. 28 MCP tools, 19 languages, runs fully offline.
      28
      12
      MIT
    • A
      license
      B
      quality
      B
      maintenance
      Enables coding agents to retrieve the most relevant code for a task within a hard token budget by fusing code graph, BM25, local embeddings, and git history, and to navigate symbols, callers, impact, and related files. It runs locally over MCP with no API keys and keeps its index fresh.
      10
      35 PyPI
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Provides two-modal code search (lexical via Zoekt and semantic via ChromaDB embeddings) for AI coding agents through MCP tools, enabling fast regex and meaning-based code lookup.
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables AI coding agents to navigate and understand entire codebases through symbol-aware semantic retrieval and relational call graph traversal, supporting structural impact analysis and code modification workflows over MCP.
      Apache 2.0
    • A
      license
      Not graded
      quality
      C
      maintenance
      AST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment.
      31 PyPI
      2
      MIT

    TDQS

    A3.6/5.0

    Scored across 8 tools

    Disambiguation4/5

    The four search_* tools map to distinct modalities (hybrid, fulltext, semantic, structural), and the knowledge tools (record/search/delete/list) are clearly separated. However, the search tools share nearly identical boilerplate about repo/cwd resolution, making the first-purpose distinction easy to gloss over, and search_knowledge sits conceptually close to the search_* family.

    Naming Consistency4/5

    Consistent snake_case with search_<modality> for retrieval and <verb>_knowledge for note management. The minor inconsistency is that search_knowledge uses the verb_noun form while the other searches use object-noun (modality) naming, but the pattern remains readable.

    Tool Count5/5

    Eight tools is well-scoped for a code-search server: four search modalities plus a complete knowledge-item lifecycle. Each tool earns its place with no obvious redundancy.

    Completeness4/5

    Knowledge items have full lifecycle coverage (record/create+update, list/read, search, delete) and retrieval spans four modalities. The gap is index management: no explicit re-index, index-status, or delete-index tool, though searches auto-register/index to mitigate.

    Maintenance

    ActivityMaintained
    ResponsivenessNo recent community issues