Conversation turns, tool outputs, observations any unstructured agent context fed in as text.
Every memory evaluated: ADD, UPDATE, DELETE, or NO_OP if already known. Zero duplicates.
Persisted across 4 graph types in SQLite. Survives all session resets. REM compresses while idle.
Spec-decoding retrieval bi-encoder shortlist re-ranked by cross-encoder. Ranked, scored, graph-aware.
Every new input is evaluated: ADD, UPDATE, DELETE, or NO_OP. Zero drift. Zero bloat.
Similarity between memories. Finds related concepts across your full context history.
Cause → effect relationships. Understands why things happened, not just what.
Before → after sequences. Tracks how knowledge evolves and decays over time.
Named entity co-occurrence. Connects people, projects, and events automatically.
// 1. Install
// npm install vektor-slipstream
import { createMemory } from 'vektor-slipstream';
// 2. Initialise
const memory = await createMemory({
provider: 'gemini',
apiKey: process.env.GEMINI_API_KEY,
agentId: 'my-agent',
dbPath: './my-agent.db',
});
// 3. Remember
await memory.remember("User prefers TypeScript");
// 4. Recall
const ctx = await memory.recall("coding preferences");
Pure SQLite. No cloud dependency. Your memory graph never leaves your server.
Claude, Gemini, Groq, Mistral, OpenAI, Ollama, OpenRouter switch with one config change.
Automatic curation prevents contradictions and duplicates. No manual management.
Compresses 50 fragments into 3 core insights while your agent is idle.
50+ MCP tools, one install, zero cloud.
VEKTOR is an active memory layer it evolves, curates, and reasons. Never passive.
Standard RAG vector stores
VEKTOR Memory
The GUI, CLI and 50+ MCP-DXT tools are all inclusive across 24 integrated connectors.
Drop-in memory layer for LangChain agents.
recall() returns context, remember() stores.
v1 + v2 adapters included.
Persistent memory for OpenAI agent loops.
Recalled context injected into system prompt.
GPT-4o and o-series models supported.
Full MCP module vektor_recall, vektor_store,
cloak_ssh_exec, cloak_fetch tools.
Connect Claude Desktop in minutes.
Provider-agnostic single config switch.
Key pooling for Gemini multiple API keys,
waterfall rotation, zero rate-limit downtime.
vektor_memoire HTTP tool for Le Chat
and Mistral API agents. Local bridge on
localhost:3847. French-first sovereign memory.
50+ tool MCP layer for Claude Desktop.
Stealth browser, credential vault, CAPTCHA solving,
behaviour injection. Zero cloud. One install.
No cloud. No embedding bill. No data handshake. VEKTOR runs on your machine, under your control, private backed by five Apache 2.0 CLI tools.
Free, open-source companions each one solves a piece of the memory-infrastructure puzzle so VEKTOR doesn’t have to.
No cloud, no add-ons, no upsell ladder every core system VEKTOR ships with, bundled into one flat subscription.