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  • A
    license
    A
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    maintenance
    Enables Codex to rank available tools and skills, rerank code and documentation search results, and triage saved output artifacts using Jev-based relevance scoring while leaving final decisions to Codex.
    1
    6
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4
    -
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    B
    maintenance
    Enables agents to optimize context-window attention by reordering retrieved documents so critical evidence lands at prompt boundaries, mitigating lost-in-the-middle degradation. It combines BM25 lexical scoring, dense vector similarity, reciprocal rank fusion, knowledge-graph expansion, and recency-decay memory caching, exposed as a zero-dependency MCP stdio server.
    7
    MIT
  • A
    license
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    quality
    B
    maintenance
    Enables agents to run hybrid retrieval, reciprocal rank fusion, knowledge graph expansion, semantic caching, and context reordering so critical evidence is placed at prompt boundaries to reduce lost-in-the-middle degradation.
    7
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    A high-performance CLI tool that provides semantic code search, advanced architectural analysis, and codebase indexing with vector embeddings across multiple programming languages. Enables AI assistants to understand and navigate large codebases through graph-based relationships and intelligent code pattern detection.
    907
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    A semantic layer query engine with MCP support, enabling AI assistants to query structured data through natural language and declarative interfaces.
    4
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Node In Layers package that simplifies creation of MCP (Model-Control-Protocol) servers with tools for defining models, adding CRUD operations, and interacting with clients.
    61 npm
    ISC
  • A
    license
    Not graded
    quality
    A
    maintenance
    Exposes three read-only tools over stdio — guarded SQL querying, SKU status lookup, and document retrieval — plus a schema resource. This lets MCP clients such as Claude Code answer stock and policy questions without any write access.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.
    6
    -
  • A
    license
    A
    quality
    A
    maintenance
    Lossless archive and search for AI agent sessions (Claude Code, Codex, opencode, pi and others), exposed to agents over MCP. Local-first, written in Rust.
    4
    88
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for making things up.
    22
    9
    AGPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to answer questions about Apache Iggy using the project's current guides and Rust API documentation, with search, retrieval, and documentation analysis tools.
    9
    2
    Apache 2.0