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  • A
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    Indexes local documents (PDF, Word, Markdown, text) into a SQLite database for AI agents to search and retrieve bounded, source-located passages. Runs fully locally with optional OCR, preserving privacy.
    5
    MIT
  • A
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    quality
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    Enables a language model to query a document index through callable tools: ranked passage search, reading a chunk with its neighbours or a full document by id, index statistics, and sourced generated answers. The tools chain together, letting a model search, then read around the best chunk ids it received.
    5
    MIT
  • A
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    Enables AI agents to locally index and read-only search the BYR BBS, including full-text post search, thread reading, board browsing, and index status checks.
    5
    MIT
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    Enables natural-language semantic search of a project's code through a local vector index, so questions that plain grep cannot match return ranked file:line references. It also indexes or refreshes projects on demand, reports index status, and optionally flags near-identical code across files.
    4
    54 npm
    MIT
  • A
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    quality
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    Open registry of agent instruction files — system prompts, skills, workflows, and domain packs. Exposes the OpenClaw registry via 4 MCP tools: search by keyword/category, fetch full instruction files, list categories, and get top-rated files. CC0 licensed, free to use.
    4
    53 npm
    1
    MIT
  • A
    license
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    Enables AI agents to search a locally built, topic-specific index over MCP using hybrid keyword and semantic retrieval with trust, version, recency, and evidence-aware ranking. It also lets agents outline coverage, fetch full documents or threads, and inspect index metadata.
    4
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    Enables local-first context retrieval and management from JSONL and Markdown sources through MCP, with a rebuildable full-text search index and support for stable reference pagination.
    1
    -
  • F
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    quality
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    A Model Context Protocol server that runs on Cloudflare Workers with OAuth login, allowing clients like Claude Desktop to connect to it for tool-augmented AI interactions.
    1
    18 npm
    -
  • A
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    Enables AI assistants to interact with Meilisearch via the Model Context Protocol, allowing comprehensive index, document, and search management through a standardized interface.
    68
    4 npm
    11
    MIT
  • A
    license
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    quality
    A
    maintenance
    Enables AI agents to index, search, and validate lessons learned across project repositories via a local SQLite index, providing learning-loop resources and verified-solution tracking without loading full files into conversations.
    11
    MIT
  • A
    license
    Not graded
    quality
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    maintenance
    Enables AI assistants and developer tools to securely access and interact with an organization's enterprise knowledge, documents, and people through natural language while respecting existing access permissions.
    166
    MIT
  • A
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    Enables searching and managing a documentation index, including searching libraries, resolving versions, indexing from URLs or local files, refreshing content, and removing entries.
    MIT
  • A
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    Not graded
    quality
    F
    maintenance
    Enables AI agents to query Coveo's unified index for search, passage retrieval, and generative question answering, supporting multiple transport modes for client compatibility.
    2
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Provides real-time documentation retrieval for coding agents, answering implementation questions with compact, cited context assembled from developer documentation and live web search via a single MCP context tool.
    49
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Provides external agents with secure MCP access to a personal, self-hosted search index across email, messages, files, health, and more, enabling hybrid search, entity resolution, and cited answers over your own data.
    50
    AGPL 3.0
  • A
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    maintenance
    Enables coding agents to search a locally indexed codebase with hybrid dense, lexical, and symbol-graph retrieval, returning ranked passages with exact file:line-line citations plus graph context and index status. It keeps its index in sync via a file watcher and runs as a local sidecar with no hosted service to deploy.
    25 PyPI
    1
    MIT
  • A
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    Not graded
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    maintenance
    Enables KoboldCpp local models to index and semantically query private documents from multiple file formats via MCP, with privacy-first local processing and zero data leakage.
    MIT
  • A
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    maintenance
    Provides local-first retrieval over long design conversations, enabling users to find where a decision was made, why, and what replaced it, with turn and line range citations through hybrid retrieval, typed judgment rerank, exact search, and five MCP tools.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables MCP clients to search locally indexed text files, PDFs, and images using natural-language descriptions, and to index folders and inspect index statistics.
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables fully local semantic search over a Roam Research graph via MCP, providing tools for hybrid retrieval, index refresh, and stats while keeping all content on-machine.
    1
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Index any documentation website and search it from AI coding assistants via the Model Context Protocol (MCP).
    13 npm
    11
    MIT
  • A
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    Not graded
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    maintenance
    Enables dynamic discovery, search, and on-demand retrieval of local Claude Skills, making them accessible as a composable skill registry across MCP-compatible hosts without manual configuration.
    1
    MIT
  • A
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    Not graded
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    maintenance
    Enables Claude to index and retrieve context from codebases using self-hosted Milvus for semantic search, with hardened reliability and security for production use.
    6 npm
    2
    MIT
  • A
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    Not graded
    quality
    C
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    Enables VS Code Copilot to understand and query codebases through semantic search, call graph analysis, and related file discovery, using a local SQLite index with graph and vector embeddings.
    5 npm
    1
    MIT
  • A
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    A minimal RAG service that exposes a vector index for document retrieval via REST and MCP, allowing querying for relevant document chunks and returning a suggested LLM prompt.
    MIT
  • A
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    A private, self-hosted RAG service over MCP that enables document ingestion, hybrid retrieval (BM25 + dense vectors fused with RRF), and notebook management through 14 tools, keeping documents on your own hardware.
    MIT
  • A
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    maintenance
    A local-first semantic search server for documents, supporting PDFs, Office files, and text/markdown, enabling natural language search via the Model Context Protocol (MCP).
    1
    MIT
  • A
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    maintenance
    Enables storing large command outputs, files, and web pages in a local SQLite index and retrieving only the relevant passages Claude asks for, reducing context usage.
    2,753 npm
    MIT
  • A
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    quality
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    Semantic search over any markdown corpus using local embeddings. Provides tools to search, reindex, and get index stats, with results including file paths, line numbers, and header breadcrumbs.
    MIT
  • A
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    Not graded
    quality
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    A server for hosting Model Context Protocol (MCP) tools on Cloudflare Workers with OAuth authentication, allowing Claude AI and other MCP clients to access extended capabilities.
    ISC
  • A
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    Provides up-to-date documentation for AI agents by locally querying a community-driven registry of pre-built docs packages.
    Apache 2.0
  • A
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    maintenance
    Local MCP server to index your codebase once and search it across AI sessions with keyword, semantic, or hybrid search, keeping all data on disk.
    147 npm
    3
    MIT