Search Packages

openalex-local

Local OpenAlex database (284M+ works, FTS5 search, abstracts, SciTeX IF) with Python API, CLI, HTTP relay, and MCP server.

srclight

Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 10 languages via tree-sitter. Fully local, zero cloud dependencies.

markdown-vault-mcp

Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing

aelfrice

Bayesian memory that learns from feedback for LLM agents

apple-mail-mcp

Apple Mail MCP server with full-text email search — the only one that works reliably on large mailboxes. 6 tools for Claude Desktop & Claude Code.

ai-iq

AI-IQ: Persistent context system for AI coding assistants. AI doesn't need knowledge — it needs relevant context. Hybrid search (FTS+semantic), graph intelligence, zero config.

contextlite

Database Freedom Platform - Mathematical search optimization for whatever database you already have. 27,000x faster than vector databases with SMT-powered search across 8+ database types. One-time 9-2999 vs 00-500/month recurring.

memctl

A Unix-native memory control plane for LLM orchestration

quilmem

Trusted memory for long-lived coding agents. SQLite + FTS5. Truth governance built in.

housaku

Housaku is a personal search engine built on top of SQLite's FTS5 that lets you search your documents and favorite feeds in one place.

sandclaw-memory

Self-growing tag-dictionary RAG for any device. Zero dependencies, no GPU, no vector DB. pip install sandclaw-memory

jxa-mail-mcp

Fast MCP server for Apple Mail with FTS5 search index

agent-memfas

Memory Fast and Slow for AI Agents

reactpy-table

Headless UI for building powerful tables

memocean-mcp

MemOcean — A shared knowledge base system for Chinese multi-agent scenarios. Fork of MemPalace.

claude-session-index

Index, search, and analyze your Claude Code sessions

pyfts5

PyFTS5 is a lightweight Python library that wraps an in‑memory SQLite database with FTS5 full‑text search capabilities. It provides a simple, Pythonic API to add documents (with optional IDs) and perform various full‑text searches using common operators. The library also leverages SQLite’s built‑in highlighting function to mark matched terms.