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licenseA
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maintenanceA self-contained, in-memory graph database for AI Agents. Provides semantic code understanding through the Model Context Protocol (MCP).
6
2
MIT
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"Understanding Inference Models" matching MCP servers:
- AlicenseAqualityCmaintenanceProvides brain-inspired long-term memory for MCP clients, enabling persistent user understanding across sessions with Chinese-optimized hybrid retrieval and evolving user profiles.9MIT
- FlicenseAqualityCmaintenanceA local semantic memory and code-indexer that uses AST parsing for structural understanding and persists architectural decisions to help AI assistants bypass context window limits.3
- AlicenseAqualityDmaintenanceAn MCP server that provides persistent memory for database schemas by storing table structures and metadata in a local SQLite file. It enables LLMs to save, retrieve, and manage database snapshots to maintain a structured understanding of database architectures.5MIT
- AlicenseAqualityAmaintenanceMCP server exposing a deterministic, local knowledge graph over stdio. Zero LLM calls in the bridge; answers are classified as Fact, Inference, or Unknown and persisted in redb (ACID, BLAKE3-hashed).1014Apache 2.0
- AlicenseAqualityCmaintenanceCline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.129MIT
- AlicenseAqualityAmaintenanceEnables Codex to use a local EverOS instance as long-term memory through MCP. Supports memory operations like search, get, save, and flush with automatic project ID inference.410Apache 2.0
- AlicenseBqualityNot gradedmaintenanceSourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.137
- AlicenseBqualityCmaintenanceA Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.528Apache 2.0
- AlicenseBqualityCmaintenanceAn MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.16191MIT
SPOKEAgentofficial
AlicenseNot gradedqualityAmaintenanceA structure-aware MCP server for querying the SPOKE biomedical knowledge graph, enabling entity resolution, schema introspection, path finding, and safe Cypher queries for biomedical knowledge inference.Apache 2.0
FalkorDB MCP Serverofficial
AlicenseNot gradedqualityAmaintenanceAllows AI models to query and interact with FalkorDB graph databases through the Model Context Protocol (MCP) specification.40338MIT- AlicenseNot gradedqualityBmaintenanceAn open-source memory layer that provides persistent project context and architectural history for AI development tools across multiple platforms and sessions. It enables AI assistants to maintain a shared understanding of codebases while integrating directly with services like Notion for documentation management.99184MIT
- AlicenseNot gradedqualityDmaintenanceThe first Model Context Protocol server for Unity projects. It gives AI assistants real understanding of Unity scenes, prefabs, and C# scripts through a queryable knowledge graph.661MIT
- AlicenseNot gradedqualityCmaintenanceAn MCP server that gives AI agents a shared, living memory by distilling solved tasks into reusable, verifiable skills, enabling collective intelligence and reducing redundant inference.3MIT
- AlicenseNot gradedqualityDmaintenanceProvides AI assistants with intelligent access to ML textbook content for creating accurate, source-grounded documentation using local models for privacy and cost efficiency.2MIT
- AlicenseNot gradedqualityDmaintenanceAn autonomous MCP server providing project-centric context awareness through keyword analysis, relationship graphs, and structured metadata retrieval. It enables intelligent codebase understanding and task management workflows by continuously learning from development patterns and conversations.2346MIT
- AlicenseNot gradedqualityBmaintenanceAn encrypted, local-first memory server for AI agents that uses SQLite + FTS5 hybrid search, keeping memory off the GPU to maximize HBM for inference.MIT
- AlicenseNot gradedqualityDmaintenanceConsolidates code understanding, documentation, browser automation, memory, and knowledge graph into a single MCP server with progressive discovery for up to 98% token reduction.Apache 2.0
- AlicenseNot gradedqualityBmaintenanceContractMesh is an MCP server that provides a trust-aware engineering knowledge layer, enabling agents to retrieve confirmed decisions, constraints, and known risks with provenance. It grounds AI changes in explicit engineering knowledge rather than inference alone.3Apache 2.0