overmind-core/overmind
The platform for continuously improving AI agents.
⚡ Executive Summary & Quick Facts
Authoritative Sourceovermind is overmind is an open-source project written in Python: The platform for continuously improving AI agents..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), overmind-core/overmind has accumulated 678 GitHub stars and 65 forks. It is written in Python, licensed under AGPL-3.0, and ranks #10,592 globally. It is actively maintained with the latest commit recorded on Oct 24, 2026.”
| Repository | overmind-core/overmind ↗ |
|---|---|
| Primary Category | ai agents |
| Language & Stack | Python |
| Software License | AGPL-3.0 |
| Community Traction | ★ 678 stars · ⑂ 65 forks · #10,592 globally |
| Maintenance | ● Active (Last commit: Oct 24, 2026) · 4 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 88/100 · Grade AYes, overmind is actively maintained. Continuous telemetry recorded the last code commit on Oct 24, 2026 (20 days ago). Supported by 678 stars and 65 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (20 days ago) and healthy issue cadence.
Star History
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+17
STARS · LAST 30 DAYS
1
PER DAY
#1,500
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +17 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
overmind gained 17 stars in the last 30 days, about 1 a day, and now has 678. It is about 1 year old and has averaged roughly 678 stars a year. It ranks #1,500 among Python repositories and #10,592 across all languages on GitHubRepo.
Trending Record
16
DAYS ON TRENDING
#10012
BEST RANK
Oct 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
overmind has maintained a continuous presence across global trending indexes, peaking at #10012. Below is the 30-day activity profile:
💡 Overview
overmind is an open-source project written in Python: The platform for continuously improving AI agents.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, evals, fine-tuning. 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 overmind⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
overmind 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 overmind.
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 overmind using your package manager: `pip install overmind`
Initialize your project workspace or configuration file for overmind.
Import overmind into your codebase or invoke it directly from your terminal.
Execute your test suite or run `overmind --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
overmind-core/overmind is currently ranked #10,592 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #10,585 | mautrix/signal | Go | ★ 679 | Compare ↗ |
| #10,585 | PhotoboothProject/photobooth | PHP | ★ 679 | Compare ↗ |
| #10,585 | chainguard-dev/malcontent | Go | ★ 679 | Compare ↗ |
| #10,585 | OpenStrap/edge | Dart | ★ 679 | Compare ↗ |
| #10,585 | OnyxAxisOwO/ObsidianArc | Go | ★ 679 | Compare ↗ |
| #10,592 | overmind-core/overmind This Project | Python | ★ 678 | |
| #10,592 | ddf/Minim | Java | ★ 678 | Compare ↗ |
| #10,592 | mikedeboer/jsDAV | JavaScript | ★ 678 | Compare ↗ |
| #10,592 | SpartanJ/eepp | C++ | ★ 678 | Compare ↗ |
| #10,596 | libts/tslib | C | ★ 677 | Compare ↗ |
| #10,596 | softwareQinc/qpp | C++ | ★ 677 | Compare ↗ |
Frequently Asked Questions
What does overmind do? +
The platform for continuously improving AI agents.
Is overmind actively maintained in 2026? +
Yes, overmind is actively maintained. The latest code push was recorded on Oct 24, 2026 (20 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 678 stars and 4 open issues.
What language is overmind written in? +
The primary language is Python. Topics include: ai-agents, evals, fine-tuning, llm, llm-evaluation.
How many stars does overmind have? +
overmind has 678 stars and 65 forks on GitHub.
How does overmind rank among GitHub repositories? +
With 678 stars, overmind-core/overmind is ranked #10,592 globally across all repositories tracked on GitHubRepo and #1,500 among Python projects.
What license is overmind distributed under? +
The repository reports a AGPL-3.0 license. Always verify the repository LICENSE file for legal terms.
