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  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that gives AI agents persistent, narrative memory: concepts as nodes, relationships as typed "because" edges, so anything filed can be pulled back by association rather than by address.
    18
    14
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Safe MCP server bootstrap for Outline Wiki providing connection validation, capability reports, and diagnostics in a read-only, agentic mode.
    3
    -
  • A
    license
    A
    quality
    C
    maintenance
    MCP server exposing SPARQL query functionalities for LLMs, enabling query execution, validation, and graph exploration across SPARQL endpoints.
    7
    29 PyPI
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A comprehensive Model Context Protocol server that integrates Elasticsearch search with file operations, document validation, and version control to transform AI assistants into powerful knowledge management systems.
    27
    100 PyPI
    27
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI coding agents to access evidence-backed repository memory, code graph, project DNA, and deterministic change validation so they understand design decisions, past bugs, and invariants while working.
    360 npm
    11
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.
    16
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Centralized agentic memory and MCP gateway for LLMs, enabling persistent memory recall, validation, and integration with upstream MCP servers.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides long-term memory for chatbots through a TinyDB-backed MCP server. Enables storing, searching, and managing JSON records with schema validation without requiring external databases.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI assistant to manage a local address book, including searching people, retrieving details, logging interactions, creating reminders, and merging or deleting contacts via a set of 12 tools.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides source-backed design context, route card validation, contract generation, critique and verification reports, evidence packages, Penpot change plans, and anti-repeat checks for design workflows. Does not directly mutate Penpot, but consumes read-only Penpot snapshots.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    AI-powered qualitative research analysis server that provides 20 specialized tools for coding, thematic analysis, theory building, and validation using community-contributed methodologies through RAG-enhanced analysis.
    1
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  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to synthesize and update hierarchical episodic and semantic user profile memory graphs through MCP, using deterministic zero-dependency Python processing with JSON Schema validation.
    8
    -