Google tells you what exists. Faceabot tells you what holds up.
Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
Package pypi :qdrant-memory-mcp · website · measurements and detailsRead-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.
Package npm :@infoinlet/mcp-qdrant · website · measurements and detailsGraph-vector memory for AI assistants using FalkorDB and Qdrant
Package npm :@verygoodplugins/mcp-automem · website · measurements and detailsMCP server that wraps the Qdrant vector database API as tools.
Package pypi :mcp-qdrant · website · measurements and detailsRole-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.
Package oci :ghcr.io/fidonis/qdrant-mcp-rbac:0.4.0 · website · measurements and detailsPay-per-use semantic memory for AI agents. SHA256 commitment, Ed25519 sig, Lightning.
MCP endpoint :https://memory.rgiskard.xyz/sse · website · measurements and detailsROC biometrics & computer vision: face, LPR, OCR, pedestrian, vehicle, gun detection.
MCP endpoint :https://mcp.roc.ai/mcp · website · measurements and detailsPersistent memory for AI agents. Semantic search, memory graph, W3C DID identity.
MCP endpoint :https://ais.agentsandswarms.ai/mcp · measurements and detailsPersistent business-intelligence memory for AI agents.
MCP endpoint :https://memory.mcp.goaimoat.com/mcp · website · measurements and detailsPersistent memory for AI assistants: store, search, and connect knowledge across conversations.
MCP endpoint :https://memory.kagura-ai.com/mcp · website · measurements and detailsPersistent memory and drift detection for AI agents across session restarts.
MCP endpoint :https://cathedral-ai.com/mcp · website · measurements and detailsCross-LLM persistent memory: store context once, recall it from any AI model.
MCP endpoint :https://www.clsplusplus.com/mcp · website · measurements and detailsPersistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.
Package pypi :omega-memory · website · measurements and detailsShared long-term memory for AI agents: save and recall context as a searchable knowledge graph.
MCP endpoint :https://mcp.aiakiv.com/mcp?apps=all · website · measurements and detailsDijin is a Memory Layer: recall notes, decisions, and evidence-backed answers across every AI.
MCP endpoint :https://mcp.dijin.co/mcp · website · measurements and detailsPersistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
MCP endpoint :https://mcp.penfield.app/ · website · measurements and detailsEncrypted long-term memory shared across your AI assistants (Claude, ChatGPT, Perplexity).
MCP endpoint :https://pryzm-memory.com/mcp · website · measurements and detailsPersistent semantic memory storage, associative recall, and recent memory index by namespace.
MCP endpoint :https://api.brainiall.com/mcp/memory/mcp · website · measurements and detailsOne user-owned memory shared across AI assistants: recall, spaces, and confirmed references.
MCP endpoint :https://context.savantisai.com/mcp · website · measurements and detailsPersonal knowledge graph as an AI memory layer over MCP - read, save, and link your memories.
MCP endpoint :https://secondbrain.hoangha.shop/api/mcp · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
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