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  • A
    license
    Not graded
    quality
    D
    maintenance
    Enhanced knowledge graph memory server for AI assistants that uses Neo4j as the backend storage engine, enabling powerful graph queries and efficient storage of user interaction information with full MCP protocol compatibility.
    23
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to store and query procedural knowledge as RDF triples, returning localized guidance, ranked next steps, and fastest successful paths while recording transition outcomes and task rollouts. Supports self-evolving graph maintenance through proposed mutations, held-out validation gating, negative memory of rejected proposals, and idempotent evidence imports.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables any MCP client (zcode, Claude Code, Cursor) to give its model bi-temporal long-term memory, auditable evidence-cited retrieval, LLM-assisted document extraction, and deterministic A* skill planning with precondition/effect verification. All four capabilities share one portable SQLite store and can be mounted independently on demand.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to store, query, and trace a time-aware memory graph of nodes and edges in a single SQLite file, supporting weighted recall, temporal queries, and provenance-aware writes over MCP.
    5 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to remember information about users across conversations by storing and retrieving data as entities, relations, and observations in a persistent local knowledge graph.
    374,489 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to combine ambient multimodal perception, continuous episodic memory, and recency-decay context briefing for fast deterministic decisions and safe tool routing. It integrates with MCP clients to reduce unnecessary frontier LLM calls while enforcing token budgets and local-first memory retention.
    7
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Provides AI agents with persistent memory and knowledge management through a comprehensive knowledge graph platform. Enables storing, searching, and managing entities, relationships, and observations with advanced features like trending analysis and smart ranking.
    3
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables personal AI agents to fuse ambient multimodal perception with continuous episodic memory streams, routing routine reflexive actions at low latency while reserving heavier reasoning for ambiguous plans. Memory records apply Ebbinghaus recency decay with contradiction resolution and user-controlled deletion.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent memory for Claude by implementing a local knowledge graph to store and retrieve entities, relations, and observations. This enables long-term information retention and personalization across different chat sessions.
    374,489 npm
    MIT
  • 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
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides comprehensive psychological intelligence capabilities including persona analysis, attachment theory assessment, relationship compatibility evaluation, and autonomous workflow strategies through a complete graph database integration.
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent memory capabilities through Neo4j graph database integration, allowing storage and retrieval of interconnected knowledge with complex relationships between entities. Enables long-term retention and querying of information across multiple conversations through graph-based memory management.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for managing agent memory using provenance tracking, decay-weighted retrieval, and feedback loops to optimize information recall. It allows agents to store insights in a local SQLite database and rank them based on confidence, age, and usefulness.
    4
    50 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server providing LLMs with access to the Ensembl genomics database, enabling AI assistants to query gene information, sequences, variants, and other genomic data across multiple species.
    10
    8
    JavaScript
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.
    13
    37 PyPI
    31
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Projects an Agent Surface (deterministic call graph) for any OpenAPI, enabling LLM agents to make correct, chain-of-calls interactions without guessing.
    22
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to compute shortest paths, topological dependency orderings, maximum network flows, minimum spanning trees, and PageRank-style centrality over graph topologies using only the Python standard library. It supports optimal multi-agent communication backbone and execution-plan analysis without external graph dependencies.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives AI coding agents a shared, persistent project memory in Neo4j, so any agent on any machine starts from a token-budgeted briefing of overview, conventions, decisions and gotchas instead of re-reading the repository. Agents record what they learn, search prior memories, and checkpoint finished goals through its tools, with stale memories flagged against the commits and files they were written about.
    16 npm
    5
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to trace upstream dependencies and downstream blast radius across a Neo4j-modeled service topology, rank root-cause hypotheses, and score composite risk from graph, temporal, git-diff, and trace signals. It also stages rollback-ready remediation plans that execute only after human approval and the required scope.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Memory-palace graph MCP server for AI agent memory, exposing memory_add / get / like / record_window / walk / retrieve / neighbors / rooms / misshelved / rehome operations over a zero-dependency, append-only, provenance-tracking knowledge graph with decay, PMI-derived adjacency, and spatial coordinates.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables autonomous multi-agent orchestration using directed acyclic graph workflows to interact with external developer infrastructure such as Git, Postgres, and Docker through safety-gated MCP servers.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to analyze and interact with Android phone screens via ADB, using the AutoGLM model to answer queries about screen content and coordinates.
    42 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted knowledge-graph memory server for AI agents, providing persistent memory via 7 MCP tools, automatic instructions, and a web dashboard, enabling AI assistants to remember and retrieve information across sessions.
    362 npm
    6
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Free, deterministic, theory-traceable computational-creativity framework that generates, develops, contrasts, evaluates, and synthesizes structured creative ideas through MCP, with no accounts, database, or model inference.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server enabling AI agents to enforce corrected rules as durable pre-output checks, manage processed memory, and query a temporal knowledge graph.
    Apache 2.0