Memory management for AI assistants. Automatic memory extraction and semantic retrieval for OpenWebUI, powered by Qdrant. Two components: an inlet/outlet filter for hands-free memory lifecycle and an
View on GitHub ↗A memory management system for AI assistants, built specifically for OpenWebUI. Bibliophylax gives your AI conversations persistent, searchable, semantically organized memory — with automatic lifecycle management and a clean MCP interface.
Bibliophylax is under active development. APIs, configuration options, and data models may change between releases. Contributions and feedback are welcome, but expect breaking changes until a stable v1.0.
Bibliophylax is a two-component system that provides AI assistants with persistent memory using a Qdrant vector database. It combines an automatic filter (inlet/outlet) that manages memory extraction and injection with an MCP server exposing on-demand memory tools — all backed by semantic search and structured lifecycle management.
OpenWebUI Filter (openwebui/filters/automemoryqdrant.py)
An inlet/outlet filter for OpenWebUI that manages the full memory lifecycle automatically:
- Inlet (before LLM call): Queries hot-tier memories semantically and injects relevant ones into the system prompt, capped by a configurable character limit. - Outlet (after LLM call): Extracts facts from the conversation via a structured LLM call, producing a MemoryActionPlan with add/update/delete actions. - Cold tier decay: Hot memories not accessed within a configurable period are automatically demoted to cold tier. - Cold→hot promotion: Relevant cold memories are promoted back to hot on query match. - Structured extraction: Uses Pydantic models for type-safe LLM output with deduplication and contradiction resolution.
From the project README.
Add the radar badge to your README — it shows your project was picked up by MCP Radar and links to this page:
[](https://mcp.liqiwa.com/s/gelse--bibliophylax.html)
An OKF-backed Model Context Protocol (MCP) server delivering persistent long-term memory and SQLite FTS5 search for AI agents.
sosoj92/jarvis-assistant-vocalAssistant vocal local en francais : Claude ou Ollama (offline), domotique Hue, OBS, agenda, navigateur, appels Twilio, serveur MCP. Python.
Stupidoodle/swissdevjobs-cliSearch & apply to ~4,700 salary-transparent tech jobs across 7 countries (🇨🇭🇩🇪🇬🇧🇺🇸🇨🇦🇳🇱🇫🇷) from your terminal or AI agent — zero-dependency Python CLI + MCP server + Claude Code plugin
agents-universe/agents-universe让智能体像人一样学习和工作，共享智能体和项目记忆
bybit-exchange/kaasTurn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.
alxgntv/substack-api-mcpMCP server for Substack posts (FastMCP + substack-api-client)
The top new MCP servers of the week, every Monday. No spam, unsubscribe anytime.