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  • A
    license
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    Gives every AI agent working in a repository a shared, persistent knowledge graph stored in a plain JSONL file, with each entity, relation, and observation tagged with the date and agent that added it. Provides tools and prompts for searching, editing, renaming, merging, cleaning up, and exporting that memory, and keeps it locked to the repository that owns it.
    14
    54 PyPI
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables advanced text network analysis and knowledge graph generation using graph theory algorithms to identify topics, detect content gaps, and extract structured insights from unstructured text.
    301 npm
    103
    MIT
  • A
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    quality
    D
    maintenance
    MCP server providing persistent memory management for AI agents using SQLite and FTS5, enabling storage, full-text search, and recall of memories with namespace isolation.
    1
    MIT
  • A
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    D
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    Persistent, searchable memory for AI agents over the Model Context Protocol, enabling memory storage, full-text search with BM25 ranking, and retrieval across sessions.
    9 npm
    MIT
  • A
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    C
    maintenance
    An efficient MCP server for Buildin.ai that provides readonly access to search and retrieve full text of pages.
    8 npm
    MIT
  • A
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    quality
    D
    maintenance
    Enables shared scratchpad functionality for Claude Code sub-agents with full-text search, workflow organization, and intelligent Chinese text tokenization. Supports seamless context sharing and collaboration across workflows with project scope isolation.
    5
    MIT
  • A
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    quality
    A
    maintenance
    Provides persistent storage for AI agents via MCP and REST API, enabling saving and retrieving text, code, configs, and files with full-text search, tags, version history, and GitHub backup.
    10 npm
    1
    MIT
  • A
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    quality
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    maintenance
    Bookmark manager for AI agents with tags, categories, and full-text search. Reads are free, writes require Veyra commit mode.
    9 npm
    MIT
  • A
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    maintenance
    A simple memory storage server for Claude using the Model Context Protocol (MCP), enabling Claude to store and retrieve text memories across conversations.
    21 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Provides LLM agents with a structured, queryable, local-first knowledge base with typed documents and full-text search via MCP.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP knowledge server that enables saving and retrieving memory across sessions, with tools to ingest text, URLs, YouTube, and files, and perform semantic search.
    1
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Normalizes dictated text by correcting speech-to-text misrecognitions using a personal lexicon before agents see the prompt, and lets agents manage terms, learn corrections, and harvest vocabulary.
    48 npm
    2
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables searching and retrieving local chat history from Codex and Claude CLI sessions via BM25 full-text search and MCP tools.
    2
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides AI assistants with direct access to local document collections through full-text search, supporting multiple formats and hierarchical collections.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A local RAG knowledge base MCP server that exposes semantic document search as tools using zvec for vector storage and Qwen3-Embedding for text embedding.
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