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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.
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  • A
    license
    Not graded
    quality
    D
    maintenance
    An AI-powered job recommender built on the Model Context Protocol that provides personalized career suggestions through resume and skills matching. It utilizes LLMs and external tool integrations to help users find relevant job openings based on their professional profile.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to query a corpus of job offers via natural language, using BM25 search, facets, and trend analysis to answer questions about skills, positions, and timelines.
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  • F
    license
    A
    quality
    F
    maintenance
    Enables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.
    1
    1
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  • A
    license
    A
    quality
    B
    maintenance
    Federated, local-first search for AI agents: one query fans across transcripts, files, a knowledge graph, a vector store, the live web, and YouTube, fused by trust-weighted RRF into one ranked answer. Five modes (grep/lexical/semantic/hybrid/rerank), runs entirely on your machine over MCP.
    6
    63 PyPI
    28
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    A local web search MCP server supporting parallel, API, and model-based search modes, integrating Zhipu Web Search API and online models for real-time information retrieval.
    10
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search local Markdown documents using natural language, with automatic indexing and section-level retrieval.
    10
    8 npm
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
    1
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides hybrid search (BM25 + vector) and staleness reporting for local markdown notes, exposing search and indexing tools to AI assistants via MCP.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Free web search and page fetching for AI agents. No account or API key required. Connect to https://search.parallel.ai/mcp over Streamable HTTP. Tools: web_search and web_fetch. Free-tier rate limits apply.
    20
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector embedding search.
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for searching files on macOS by name or content using semantic and lexical search, providing file paths and line numbers for agents to read from.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to find lines in local text files by meaning rather than exact keywords, judging each nonblank line against a natural-language intent and returning scores for every line. It complements lexical search by running locally over stdio and calling a hosted model for the semantic comparison.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project selection.
    6
    MIT
  • F
    license
    Not graded
    quality
    F
    maintenance
    Enables web search and AI-summarized answers via an x402-gated gateway, with options for structured results or enriched summaries, accessible as an MCP server.
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