Lancedb Python Packages

basemind

Full AI context and content layer for coding agents over one MCP server — tree-sitter code-map, document RAG, shared memory, multi-agent comms, web crawl, git history + blame. 300+ languages, 10+ agent harnesses, pure Rust.

pmb-ai

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.

hermes-scope-recall

Hermes Agent memory plugin/provider for scope-aware recall, SQLite truth, LanceDB semantic search, and hybrid retrieval.

java-codebase-rag

A rag + rag-graph native code intelligence layer for Java microservice estates, exposed to LLM agents via the Model Context Protocol (MCP)

raggity

Local-first, top-tier RAG over your notes, docs & PDFs — answered by Claude (Agent SDK). Hybrid retrieval + cross-encoder rerank + verified citations; CPU-first & cross-vendor; CLI + FastAPI; LanceDB/Qdrant. AGPL-3.0.

vector-inspector

The missing developer tool for working with vector databases. A comprehensive desktop app for visualizing, querying, and managing vector data.

transcendence-memory-server

Self-hosted multimodal RAG cloud memory service — a shared brain for your AI agents. Multi-agent cross-query, LanceDB + LightRAG + RAG-Anything.

embex

High-performance infrastructure libraries built in Rust, with seamless bindings for Python, Node.js, and WebAssembly.

context-lens

Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.

prism-rag

PRISM — Epistemic Graph RAG with Spreading Activation. Novel retrieval that understands how knowledge relates, not just what it says.

midos-mcp

Curated Knowledge API for AI Agents — 68 MCP tools, 200+ skill packs, 46K chunks, semantic search over 670K vectors, 5-layer validation pipeline. Works with Claude Code, Cursor, Cline, Windsurf.

bridgetime

High-performance infrastructure libraries built in Rust, with seamless bindings for Python, Node.js, and WebAssembly.

firn

The cost efficiency of S3 with the speed of local RAM. A multi-tenant vector and full-text search engine featuring a tiered RAM -> NVMe -> S3 architecture for microsecond latency on top of object storage

spacy-lancedb-linker

spaCy pipeline component for ANN Entity Linking using LanceDB

scrappy-ai

A context-aware coding assistant that understands your entire codebase.

iflow-mcp-cornelcroi-context-lens

Context Lens - Give your LLM glasses to understand meaning, not just read words. Semantic search for AI assistants.

bridgeq

BridgeQ: Rust-powered queue toolkit for Python

nexus-mcp-ci

Unified MCP server with hybrid search, code graph analysis, and semantic memory

mseep-context-lens

Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.

midos

MCP Community Library — Curated knowledge, skill packs, and semantic search for AI coding agents

lc0-vic

LC-0 VIC: Logical Controller Zero / Virtual Intelligent Controller — tiered storage-local retrieval (L0/L1/L2) with bridge-ready APIs.

transcendence-memory-cli

Shell CLI for the transcendence-memory self-hosted RAG memory service

midos-mcp-sync

Detect, validate, and sync MCP server configurations across all your AI tools

gitmind

AI powered Git repository analysis and reporting