TencentCloud/Octop
A smarter, self-hosted AI assistant — multi-user, multi-agent.
Star History
Momentum
+131
STARS · LAST 30 DAYS
4
PER DAY
#172
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +28 | +131 | +360 |
| Per day | 4 | 4 | 4 |
| Forks gained | +3 | +13 | +32 |
Octop gained 131 stars in the last 30 days, about 4 a day, and now has 5.3K. It is about 1 year old and has averaged roughly 5.3K stars a year. It ranks #172 among Python repositories and #1,046 across all languages on GitHubRepo.
Trending Record
5
DAYS ON TRENDING
#45
BEST RANK
Sep 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
Octop has maintained a continuous presence across global trending indexes, peaking at #45. Below is the 30-day activity profile:
💡 Overview
Octop is an open-source project written in Python: A smarter, self-hosted AI assistant — multi-user, multi-agent.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agent, agentic-ai, ai. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install Octop⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
Octop coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with Octop.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install Octop using your package manager: `pip install Octop`
Initialize your project workspace or configuration file for Octop.
Import Octop into your codebase or invoke it directly from your terminal.
Execute your test suite or run `Octop --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
TencentCloud/Octop is currently ranked #1,046 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,041 | NVIDIA/cuml | Python | ★ 5.3K | Compare ↗ |
| #1,042 | lukevella/rallly | TypeScript | ★ 5.3K | Compare ↗ |
| #1,043 | rails/thor | Ruby | ★ 5.3K | Compare ↗ |
| #1,044 | geopandas/geopandas | Python | ★ 5.3K | Compare ↗ |
| #1,045 | supabase-community/postgres-language-server | Rust | ★ 5.3K | Compare ↗ |
| #1,046 | TencentCloud/Octop This Project | Python | ★ 5.3K | |
| #1,046 | zalando/postgres-operator | Go | ★ 5.3K | Compare ↗ |
| #1,048 | aasm/aasm | Ruby | ★ 5.2K | Compare ↗ |
| #1,049 | laravel/telescope | PHP | ★ 5.2K | Compare ↗ |
| #1,050 | openclaw/Peekaboo | Swift | ★ 5.2K | Compare ↗ |
| #1,051 | cucumber/cucumber-ruby | Ruby | ★ 5.2K | Compare ↗ |
Frequently Asked Questions
What does Octop do? +
A smarter, self-hosted AI assistant — multi-user, multi-agent.
What language is Octop written in? +
The primary language is Python. Topics include: agent, agentic-ai, ai, ai-agent, ai-agents.
Is Octop actively maintained? +
Yes, the last recorded push was on Sep 27, 2026 with 522 open issues being tracked.
How many stars does Octop have? +
Octop has 5,251 stars and 638 forks on GitHub.
How does Octop rank among GitHub repositories? +
With 5,251 stars, TencentCloud/Octop is ranked #1,046 globally across all repositories tracked on GitHubRepo and #172 among Python projects.
What license is Octop distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
