Memory & Vector Stores MCP server
MCP servers for long-term memory and vector search: store notes, embeddings and facts so an AI assistant remembers across sessions. 이 카테고리에 799 servers가 있습니다.
MCP servers for long-term memory and vector search: store notes, embeddings and facts so an AI assistant remembers across sessions. 이 카테고리에 799 servers가 있습니다.
Provides AI agents with persistent cognitive memory using semantic search, Hebbian learning, and knowledge graphs.
$claude mcp add shodh-memory -- npx -y @shodh/memory-mcpProvides long-term persistent memory for AI coding agents using a knowledge graph with hybrid search and procedural memory.
$claude mcp add cuba-memorys -- npx -y cuba-memorysProvides coding agents with a local code graph and project memory, delivering cited excerpts from files and lines to improve context accuracy.
$https://github.com/Graphicle-AI/graphicle/releases/download/v0.1.17/graphicle-0.1.17-aarch64-apple-darwin.mcpbProvides a durable memory layer for AI agents using a temporal knowledge graph and hybrid retrieval via SQLite or PostgreSQL.
$claude mcp add engram-server -- docker run -i --rm ghcr.io/jamjet-labs/engram-server:0.5.0Provides persistent local memory for AI coding agents using a SQLite database to store decisions, bug fixes, and project conventions.
$leteoConnects code, documentation, and conversations to provide AI agents with long-term memory, project decisions, and advanced code search capabilities.
$claude mcp add mcp-server-f9f199 -- npx -y @contextstream/mcp-serverProvides local-first memory for coding agents to store and recall decisions, fixes, and preferences between sessions using a local SQLite database.
$https://github.com/AncientiCe/palace-rs/releases/download/v0.20.0/palace-0.20.0.mcpbProvides AI agents with persistent, queryable memory and smart token management through semantic recall and knowledge graph tools.
$claude mcp add dakera-mcp -- docker run -i --rm ghcr.io/dakera-ai/dakera-mcp:0.12.3Provides long-term memory for AI agents using hybrid vector and full-text recall with support for rooms and time-travel.
$claude mcp add --transport http uteke https://uteke.app/mcpProvides a persistent memory runtime for AI agents to store and retrieve episodic, semantic, and procedural memories.
$claude mcp add pensyve -- docker run -i --rm ghcr.io/major7apps/pensyve-mcp:5.0.0Gives AI coding agents a persistent PostgreSQL-backed knowledge graph to store, search, and verify memories across sessions.
$claude mcp add memorys -- npx -y memory-industryProvides AI agents with persistent local memory featuring full-text search, vector indexing, and encrypted storage.
$claude mcp add holographic-memory -- npx -y holographic-memory-mcpGives AI clients persistent local long-term memory with hybrid semantic search, auto-classification and compressed context recall.
$https://github.com/Soflutionltd/MemoryPilot/releases/download/v4.13.0/memorypilot.mcpbGives AI clients encrypted local memory with hybrid vector, keyword, recency and graph recall tools.
$claude mcp add mcp -- uvx citadeldb-mcpGives AI agents auditable long-term memory whose lessons cite their source events, so bad memories can be traced and removed.
$claude mcp add dreamd -- npx -y dreamd-mcpLets AI agents search your code, recall saved team decisions, and reuse project context across sessions and tools, with cited sources.
$claude mcp add --transport http mcp-server https://mcp.contextstream.io/mcp?default_context_mode=fast&src=registryProvides a cognitive memory engine for AI agents that consolidates duplicates, detects contradictions, and manages memory decay.
Provides an offline agentic memory system using a fused vector, graph, and columnar engine to remember, recall, and relate information.
$https://github.com/cyberlife-coder/VelesDB/releases/download/velesdb-memory-v0.17.1/velesdb-memory-0.17.1-aarch64-apple-darwin.mcpbProvides local long-term memory for AI assistants using hybrid search, a knowledge graph, and an encrypted vault.
$claude mcp add mgi-mind -- npx -y mgi-mindGives AI clients persistent cross-session memory stored locally, with encrypted sync and 30 MCP tools for storing and retrieving context.
$claude mcp add cortex -- docker run -i --rm ghcr.io/gambletan/cortex:v1.8.0