# VictorTaelin/OptMem

> Permanent memory tool for AI agents: a single Python script plus a 426-token prompt pasted into AGENTS.md or CLAUDE.md. The agent records notes with memo note and reads them at session start via memo wake.

- Magnitude: 3.4 out of 10 — Breakout
- Stars: 1,892 total · +4 stars measured 2026-10-05, 10:59–12:35 UTC, ≈ 35 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Python · Created: 2026-07-25 · Last push: 2026-07-31
- GitHub: https://github.com/VictorTaelin/OptMem · Page: https://gitnova.dev/en/r/VictorTaelin/OptMem

## Useful for

- Attach persistent memory to Claude Code or another agent via AGENTS.md
- Save facts and decisions across sessions with memo note
- Search old records with memo recall or navigate summary tree with memo zoom

## Why it’s here

- Star-counter measurements on 2026-10-05 (UTC), 10:59–12:35: 1888 → 1892 stars (+4). This is the change over that interval.
- Estimated end-of-day forecast: about +35 stars, using observed gains and the previous day.
- Over the last two days the pace is 6.1× that of the previous week and a half.
- Elevated gains were measured on the last 2 completed UTC days in a row. Continued growth is not guaranteed.
- GitHub Trending Python today: #7, +106 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 119
- Issues and pull requests: 19
- Watchers: 16
- Average over the last week: 52 per day
- Usual pace: 3 per day
- Stars in the last hour (measured): 4

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-06 … 2026-10-05: 5, 5, 2, 2, 1, 2, 0, 3, 4, 1, 6, 3, 3, 1, 1, 2, 2, 2, 1, 0, 2, 1, 0, 7, 117, 13, 2, 60, 129, 4

## Spotted in now

- GitHub Trending Python today: #7, +106 stars

## Similar by description

1. **Gentleman-Programming/engram** — 1.7 · Steady · AI agents · Go · +7 stars measured 2026-10-05, 00:11–11:54 UTC, ≈ 13 by evening
   Persistent memory for AI coding agents: a single Go binary with SQLite and FTS5, exposed via MCP, HTTP API, CLI, and TUI. It lets an agent store and recall decisions, bugs, and conventions across sessions.
   Full card: https://gitnova.dev/en/r/Gentleman-Programming/engram.md
2. **rohitg00/agentmemory** — 1.5 · Cooling · AI agents · TypeScript · +0 stars measured 2026-10-05, 00:10–11:55 UTC, ≈ 3 by evening
   A persistent memory server for AI coding agents (Claude Code, Cursor, Codex, Copilot, etc.) that captures agent actions, compresses them into searchable memory, and injects relevant context into new sessions.
   Full card: https://gitnova.dev/en/r/rohitg00/agentmemory.md
3. **NxcoreAI/NxMem** — 0.0 · Cooling · AI agents · TypeScript · Not enough measurements today
   A context and long-term memory engine for LLM agents: turns conversations and documents into structured facts, manages short- and long-term memory, and assembles cited context packs.
   Full card: https://gitnova.dev/en/r/NxcoreAI/NxMem.md
4. **mem0ai/mem0** — 2.6 · Steady · AI agents · Python · +14 stars measured 2026-10-05, 00:16–12:37 UTC, ≈ 30 by evening
   A long-term memory layer for AI agents and apps: stores user preferences, session state and facts so assistants keep context across conversations. Available as a Python/JS library, self-hosted server and cloud service.
   Full card: https://gitnova.dev/en/r/mem0ai/mem0.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-05 12:40 UTC, updated every 30 minutes.