Fts5 Python Packages

memtether

Cross-client AI memory hub — one physical SQLite, many clients. File-level pointers, REST API, Web Dashboard, MCP. Zero cloud. Dual-timeline governance. PyPI: memtether

skillmem

Self-improving skill memory for coding agents: learn, recall, reinforce, decay — with provenance on every memory and trust only you grant. Local SQLite, no API key, no cloud.

signal-mcp

Signal for AI assistants: an MCP server + CLI with searchable local message history, groups, polls, @mentions and 80+ tools on top of signal-cli. 100% local, read-only mode available.

markdown-vault-mcp

Generic markdown vault MCP with hybrid search

memware

Memory for AI agents that only remembers the latest truth: a bi-temporal belief ledger + transcript index in one SQLite file.

macrame-db

An embedded bitemporal graph ledger — concepts, typed relationships, and their full history of change, with hybrid vector/keyword search, graph traversal, and in-memory analytics, in a single .db file.

pagelore

Durable project memory for AI coding agents (Claude Code, Codex, Cursor, Gemini CLI): decisions and bug post-mortems as markdown pages in your repo, BM25F search via CLI or MCP server, validated writes. No server, no database, stdlib-only Python.

aelfrice

Bayesian memory that learns from feedback for LLM agents

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.

apple-mail-mcp

Apple Mail MCP server with full-coverage FTS5 body search. Reliable on large mailboxes where AppleScript-based servers timeout.

pinakes

Pinakes — a portable, agent-first knowledge base. One directory = one KB.

ragdesk

Personal, local-first RAG over your own sources — hybrid retrieval, cited answers, published eval numbers.

codebase-index

Local code map for AI coding agents: find, trace, and predict change impact with file:line evidence. Claude Code · Codex · OpenCode · MCP. No network by default.

baissarienterprises-llm-wiki

A production-grade knowledge base operating system — AI agents compile raw sources into persistent, cross-linked Markdown wikis with concurrency control, multi-provider LLM integration, FTS5 search, and community detection. One repo. Any agent. Any machine.

contextpull

Pull, don't push: exact document sections on demand for LLM agents. MCP server + zero-dependency Python core over SQLite FTS5.

twlaw

以本機 SQLite 查詢全國法規資料庫，支援中文全文檢索與章節層級重建 · Taiwan laws & regulations, queryable offline

toolrecall

High-performance local SQLite FTS5-based tool output cache and MCP multiplexer for AI agents.

crossref-local

Local CrossRef database with 167M+ works and full-text search

openalex-local

Local OpenAlex database with 284M+ works, abstracts, and semantic search

py-memori

Persistent memory for AI coding agents — SQLite + FTS5 + vector search in a single file

mcptoolshop-rnd

The studio's research bench: tiered-source Markdown entries, rig experiments, a searchable SQLite index, an instrument registry and rated catalogues. Verified topics graduate to readouts.

memctl

A Unix-native memory control plane for LLM orchestration. Zero dependencies, FTS5 search, policy-governed, forward-compatible with RAGIX.

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.

ownsearch

Smart local search with full-text search (SQLite FTS5) and semantic search (embeddings via ollama)