MCP: Qdrant
by Qdrant
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.
Encrypted, fully offline agent memory: one local vault shared by every agent on the machine, AEAD-encrypted down to the embedding vectors, searched in about 12 ms.
Set up this MCP server in your favorite AI agent — copy a ready-made configuration below.
Your agent forgets you when the session ends. Compartment is a local memory vault that stops it — and unlike hosted memory services, nothing leaves the machine.
There is no network call, no API key, no cloud account and no telemetry. The embedding model ships inside the package, and a runtime guard aborts on any attempted network access — CI proves it on three operating systems. A full search returns in roughly 12 ms, which is faster than the round trip a hosted memory service needs before it even starts thinking.
Every byte at rest is authenticated-encrypted, including the embedding vectors. That detail matters: most memory tools leave vectors in the clear, and vectors can be inverted back toward the text they came from. Deletion is cryptographic — destroy the record's key and it is unrecoverable. Tampering is detected, history is hash-chained, and the vault relocks on restart or power loss.
The security is not a tax on speed. Keeping plaintext off disk forces the index into RAM, and a RAM-resident index is the fastest kind there is.
Most memory tools start blank and only become useful after weeks of use. Compartment can install with 6,718 curated facts already in the vault: physical constants and unit conversions; 800+ hardware entries with real specifications covering Apple silicon, PCs, CPUs and GPUs, phones, consoles, Raspberry Pi, storage, displays and connectors; operating-system versions and release names; network ports and HTTP; file signatures; character encodings; shell and Unix internals; git, regex, SQL and hashing; and ISO country, currency and time codes. An offline agent works better without internet access; an online one stops burning tool calls on things it could have looked up locally.
pip install compartment && compartment init, then compartment integrate claude (or the agent of your choice). One vault is shared simultaneously by every agent on the computer and is fully transferable between machines. Unlock when you want to use it, lock when you want it closed; by default an unlock persists for weeks, until you lock it or restart.
Apache 2.0 licensed. Also published on PyPI, Glama, LobeHub and mcpservers.org. A GUI with a memory map ships alongside the server.
by Qdrant
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.
by AnkiMCP
Turns Anki into a conversational tutor: 42 tools for reviewing due cards, rating them, creating notes and decks, and managing media over AnkiConnect.
Indexes the coding-agent sessions already sitting on your disk — months of history from before you installed it — and serves them back over MCP. 3.5 GB searched in ~1.5 ms, no LLM, no embeddings.
by O-mega Enterprise Inc.
Transcribe local audio and video files on-device from Claude, Cursor or VS Code, and search your Yap dictation history. No upload, no API key.