Star History
Momentum
+154
STARS · LAST 30 DAYS
5
PER DAY
#165
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +35 | +154 | +450 |
| Per day | 5 | 5 | 5 |
| Forks gained | +1 | +5 | +14 |
semble gained 154 stars in the last 30 days, about 5 a day, and now has 6.1K. It is about 1 year old and has averaged roughly 6.1K stars a year. It ranks #165 among Python repositories and #1,017 across all languages on GitHubRepo.
Trending Record
5
DAYS ON TRENDING
#936
BEST RANK
Sep 25, 2026
FIRST APPEARANCE
Active
STATUS TODAY
semble has maintained a continuous presence across global trending indexes, peaking at #936. Below is the 30-day activity profile:
💡 Overview
semble is an open-source project written in Python: Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agents, code-search, embeddings. 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 semble⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
semble 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 semble.
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 semble using your package manager: `pip install semble`
Initialize your project workspace or configuration file for semble.
Import semble into your codebase or invoke it directly from your terminal.
Execute your test suite or run `semble --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
MinishLab/semble is currently ranked #1,017 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,012 | todotxt/todo.txt-cli | Shell | ★ 6.2K | Compare ↗ |
| #1,013 | dorssel/usbipd-win | C# | ★ 6.2K | Compare ↗ |
| #1,014 | vale-cli/vale | Go | ★ 6.2K | Compare ↗ |
| #1,015 | Azure/Azure-Sentinel | Python | ★ 6.2K | Compare ↗ |
| #1,016 | apache/pinot | Java | ★ 6.1K | Compare ↗ |
| #1,017 | MinishLab/semble This Project | Python | ★ 6.1K | |
| #1,018 | maildev/maildev | TypeScript | ★ 6.1K | Compare ↗ |
| #1,019 | Redot-Engine/redot-engine | C++ | ★ 6.1K | Compare ↗ |
| #1,020 | androidx/androidx | Kotlin | ★ 6.1K | Compare ↗ |
| #1,020 | HelixDB/helix-db | Rust | ★ 6.1K | Compare ↗ |
| #1,022 | WeblateOrg/weblate | Python | ★ 6.1K | Compare ↗ |
Frequently Asked Questions
What does semble do? +
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
What language is semble written in? +
The primary language is Python. Topics include: agents, code-search, embeddings, mcp, mcp-server.
Is semble actively maintained? +
Yes, the last recorded push was on Sep 25, 2026 with 2 open issues being tracked.
How many stars does semble have? +
semble has 6,142 stars and 271 forks on GitHub.
How does semble rank among GitHub repositories? +
With 6,142 stars, MinishLab/semble is ranked #1,017 globally across all repositories tracked on GitHubRepo and #165 among Python projects.
What license is semble distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
