Sqlite Vec Python Packages

vault-for-llm

Local-first memory governance for AI agents: shared, reviewable, auditable memory via SQLite and MCP.

kairix-agentic-knowledge-mgt

Shared knowledge layer for human-agent teams. Agents search, classify, and manage knowledge alongside your team.

mcp-memory-service-lite

Lightweight semantic memory service with ONNX embeddings - no PyTorch required. 80% smaller install size. REST API + MCP transport.

mlx-memo

Persistent semantic memory for AI agents — 100% local on Apple Silicon (MLX) or Linux/Ubuntu (CPU). Markdown source of truth, sqlite-vec + BM25 hybrid search, a codegraph-backed knowledge graph, MCP server + CLI. No cloud, no keys.

brainlayer

Persistent memory MCP for AI agents — SQLite, knowledge graph, 12 tools with ToolAnnotations

palinode

The memory substrate for AI agents and developer tools. Git-versioned, file-native, MCP-first.

kimi-mneme

Persistent memory plugin for Kimi Code CLI

git-notes-memory

Git-native, semantically-searchable memory storage for Claude Code. Captures decisions, learnings, and context as git notes with vector search.

sovereign-brain

Local-first persistent memory with semantic search. sqlite-vec powered. No cloud.

seeklink

SeekLink — hybrid semantic search for markdown vaults. Four-channel RRF fusion, MLX reranker, native CJK support. Fully local.

palacelite

轻量级本地 AI 记忆系统

visor-mcp

🔭 V.I.S.O.R. — Visual Intelligence System for Orchestrated Reasoning. A local-first MCP server that indexes your codebase via AST parsing, ranks code with a 5-signal scoring engine, and delivers surgical context to AI coding agents. Works with Antigravity, VS Code, Cursor, and Claude Code.

sqlite-vec-client

A lightweight Python client around sqlite-vec for CRUD and similarity search.

cairntir

Memory-first reasoning layer for Claude Code. Kills cross-chat AI amnesia. MCP server, verbatim storage, prediction-bound drawers, belief-as-distribution retrieval.

robotmem

Robot Memory - Persistent memory system for robotic AI agents

codelore

Your codebase's memory. Persistent organizational memory for AI coding agents.

ai-memory-service

Placeholder package — install mcp-memory-service instead.

agent-memory-service

Placeholder package — install mcp-memory-service instead.

secbot

Hackbot: AI-powered automated penetration testing robot

memory-for-agents

Placeholder package — install mcp-memory-service instead.

m-bots

Hackbot: AI-powered automated penetration testing robot