Fts5 Python Packages

plugadvpl

Plugin Claude Code + CLI Python que indexa fontes ADVPL/TLPP do Protheus em SQLite + FTS5. Claude consulta metadados sem queimar tokens lendo .prw inteiro.

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.

openalex-local

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

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.

markdown-vault-mcp

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

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.

ai-iq

Self-hosted AI agent memory in one pip install. Graph memory, conflict detection, semantic search — free, no servers required. Mem0 and Zep alternative.

memctl

A Unix-native memory control plane for LLM orchestration

bloom-mcp

Persistent cross-session memory for Claude Code and any MCP-compatible client. SQLite + FTS5, optional embeddings (OpenAI/Voyage/local). Survives Opus 4.7's small context window.

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.

quilmem

Governed memory for long-lived coding agents. Trust, provenance, conflict detection. Local-first.

memex-hermes

Local-first MCP memory server. Indexes Claude Code/Cowork/Telegram chats; any MCP-compatible AI agent (Cursor, Cline, Continue) can search them.

agent-memfas

Memory Fast and Slow for AI agents — dual-store memory with keyword triggers, embeddings, and proactive curation

open-db

AI-native local database for files, search, and long-term agent memory.

jxa-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.

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

reactpy-table

Headless UI for building powerful tables with ReactPy.

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.

sandclaw-memory

Self-growing tag-dictionary RAG that runs on a $200 laptop.