# TencentCloud/Octop

> Self-hosted AI assistant in Python with multi-user and multi-agent support: a single process serves a web dashboard, CLI, IM integrations and cron, with all data kept locally.

- Magnitude: 3.0 out of 10 — Steady
- Stars: 11,482 total · +60 stars measured 2026-11-02, 00:12–19:57 UTC, ≈ 71 by evening
- Star trust: star growth looks organic
- Category: AI agents · Language: Python · License: MIT · Created: 2026-07-08 · Last push: 2026-11-02
- GitHub: https://github.com/TencentCloud/Octop · Homepage: https://octop.cloud · Page: https://gitnova.dev/en/r/TencentCloud/Octop

## Useful for

- Deploy a personal assistant with persistent memory for reports and notes
- Connect an agent to Feishu or DingTalk to route tasks into group chats
- Set up cron jobs in natural language for recurring reminders

## Why it’s here

- Star-counter measurements on 2026-11-02 (UTC), 00:12–19:57: 11422 → 11482 stars (+60). This is the change over that interval.
- Estimated end-of-day forecast: about +71 stars, using observed gains and the previous day.
- Top new repositories in the last 4 months: #55.
- About 12 forks a day — people are taking the code.
- Recent forks include notable developers: @ctkqiang (251 followers).

## 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: 1,532
- Issues and pull requests: 2,725
- Watchers: 68
- Average over the last week: 56 per day
- Usual pace: 175 per day
- Stars in the last hour (measured): -1
- Latest release: v1.0.3b2 (2026-11-02)

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

2026-10-04 … 2026-11-02: 164, 275, 467, 316, 249, 258, 221, 202, 230, 239, 174, 210, 101, 103, 163, 381, 175, 150, 134, 124, 88, 127, 81, 70, 58, 64, 45, 22, 59, 60

## Magnitude by day, last 14 days

10-20 4.6, 10-21 3.9, 10-22 3.7, 10-23 3.3, 10-24 3.2, 10-25 2.8, 10-26 3.2, 10-27 2.8, 10-28 3.1, 10-29 2.8, 10-30 2.9, 10-31 2.4, 11-01 2.0, 11-02 3.0

## Spotted in now

- Top new repositories in the last 4 months: #55

## More in this category

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   Full card: https://gitnova.dev/en/r/pingdotgg/t3code.md
2. **deepseek-ai/dsh-superagent-prototype** — 9.5 · Breakout · AI agents · TypeScript · +5,520 stars measured 2026-11-02, 00:07–19:53 UTC, ≈ 6,554 by evening
   Research prototype of a proactive coding agent for a single GitHub repository, packaged as a bundle for DeepSeek Harness: it listens to GitHub and Feishu, opens work items and replies in the original conversation, for example with a pull…
   Full card: https://gitnova.dev/en/r/deepseek-ai/dsh-superagent-prototype.md
3. **storytold/craft-anything** — 9.4 · Breakout · AI agents · Rust · +2,523 stars measured 2026-11-02, 00:07–19:53 UTC, ≈ 2,967 by evening
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   Full card: https://gitnova.dev/en/r/storytold/craft-anything.md
4. **vercel-labs/agent-desktop** — 8.8 · Breakout · AI agents · Rust · +1,324 stars measured 2026-11-02, 11:38–19:53 UTC, ≈ 1,600 by evening
   Rust CLI that lets AI agents control desktop apps via macOS accessibility trees, with stable element refs and a snapshot-to-action loop. Combines a native binary with a C-ABI cdylib for Python/Swift/Go/Node bindings.
   Full card: https://gitnova.dev/en/r/vercel-labs/agent-desktop.md
5. **Donchitos/Claude-Code-Game-Studios** — 8.0 · Breakout · AI agents · Shell · +1,117 stars measured 2026-11-02, 00:07–19:53 UTC, ≈ 1,330 by evening
   A Claude Code configuration that turns a single session into a structured game studio: 49 specialized subagents, 74 slash-command skills, hooks, rules and templates mirroring a real studio hierarchy. It adds design reviews, QA passes and…
   Full card: https://gitnova.dev/en/r/Donchitos/Claude-Code-Game-Studios.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 2026-11-02 20:10 UTC, updated every 30 minutes.