ifixai-ai/iFixAi

Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

Python ◇ agent-evaluation Apache-2.0

View on GitHub Website

★15.7KSTARS

⑂1.3KFORKS

!2ISSUES

🏆#521GLOBAL RANK

🔥4DAYS TRENDING

🚀

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Star History

Continuous Observations

Interactive star growth chart for ifixai-ai/iFixAi

Momentum

+393

STARS · LAST 30 DAYS

PER DAY

#98

MOST-STARRED Python

Window	7 days	30 days	90 days
Stars gained	+91	+393	+1.2K
Per day	13	13	13
Forks gained	+7	+27	+67

iFixAi gained 393 stars in the last 30 days, about 13 a day, and now has 15.7K. It is about 1 year old and has averaged roughly 15.7K stars a year. It ranks #98 among Python repositories and #521 across all languages on GitHubRepo.

Trending Record

iFixAi has maintained a continuous presence across global trending indexes, peaking at #770. Below is the 30-day activity profile:

💡 Overview

iFixAi is an open-source project written in Python: Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-evaluation, ai, ai-alignment. 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

terminal

$ pip install iFixAi

$ pip install iFixAi # or: brew install iFixAi

> pip install iFixAi

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

iFixAi 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 iFixAi.

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 iFixAi using your package manager: `pip install iFixAi`

Initialize your project workspace or configuration file for iFixAi.

Import iFixAi into your codebase or invoke it directly from your terminal.

Execute your test suite or run `iFixAi --help` to verify successful setup.

👍 Strengths

Active community backing with 15,702 GitHub stars and verified adoption.

Permissive open-source distribution under the Apache-2.0 license.

Built in Python for high execution speed and developer familiarity.

Cross-platform compatibility across modern Linux, macOS, and Windows environments.

Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.

Ecosystem extensions may require manual configuration depending on environment constraints.

Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 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

ifixai-ai/iFixAi is currently ranked #521 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

Rank	Repository	Language	Stars	Action
#516	remarkjs/react-markdown	JavaScript	★ 15.9K	Compare ↗
#517	zaproxy/zaproxy	Java	★ 15.8K	Compare ↗
#518	jasmine/jasmine	JavaScript	★ 15.8K	Compare ↗
#519	OrcaSlicer/OrcaSlicer	C++	★ 15.8K	Compare ↗
#520	spree/spree	Ruby	★ 15.7K	Compare ↗
#521	ifixai-ai/iFixAi This Project	Python	★ 15.7K
#522	PCSX2/pcsx2	C++	★ 15.6K	Compare ↗
#523	Homebrew/homebrew-core	Ruby	★ 15.6K	Compare ↗
#524	opensandbox-group/OpenSandbox	Python	★ 15.5K	Compare ↗
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#526	redis/ioredis	TypeScript	★ 15.3K	Compare ↗

Frequently Asked Questions

What does iFixAi do? +

What language is iFixAi written in? +

The primary language is Python. Topics include: agent-evaluation, ai, ai-alignment, ai-evaluation, ai-governance.

Is iFixAi actively maintained? +

Yes, the last recorded push was on Sep 25, 2026 with 2 open issues being tracked.

How many stars does iFixAi have? +

iFixAi has 15,704 stars and 1,335 forks on GitHub.

How does iFixAi rank among GitHub repositories? +

With 15,704 stars, ifixai-ai/iFixAi is ranked #521 globally across all repositories tracked on GitHubRepo and #98 among Python projects.

What license is iFixAi distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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LinkedIn

Why iFixAi is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 15,704 developers have starred ifixai-ai/iFixAi, an impressive Python open-source project designed to Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 15,704 GitHub stars and 1,335 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/ifixai-ai/iFixAi
⭐ GitHub Repository: https://github.com/ifixai-ai/iFixAi

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Python

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: iFixAi – A free, self-hosted tool that lets you Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds

Hey everyone,

I wanted to share an interesting open-source project called **iFixAi** (https://github.com/ifixai-ai/iFixAi) that has been picking up heavy momentum lately (15,704 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. iFixAi was built with a local-first philosophy, allowing developers to Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Python
- **License:** Apache-2.0
- **GitHub:** [ifixai-ai/iFixAi](https://github.com/ifixai-ai/iFixAi)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/ifixai-ai/iFixAi](https://githubrepo.cloud/repo/ifixai-ai/iFixAi)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: iFixAi – Independent Auditing of AI Agents. Run by human or the agent itself...

Hi HN,

iFixAi is an open-source Python project designed to Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/ifixai-ai/iFixAi
Documentation & Metrics: https://githubrepo.cloud/repo/ifixai-ai/iFixAi

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, python, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet iFixAi (15,704 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet iFixAi
published: true
tags: opensource, python, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[ifixai-ai/iFixAi](https://github.com/ifixai-ai/iFixAi)**, a rapidly rising repository with **15,704 GitHub stars** and **1,335 forks**.

### What is iFixAi?

> Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds

Written in **Python**, iFixAi runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Python.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#521** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/ifixai-ai/iFixAi).

### Quick Start
To get started locally:

```bash
git clone https://github.com/ifixai-ai/iFixAi.git
cd iFixAi
```

Check out the full repository and star history analytics here:
- **GitHub:** [ifixai-ai/iFixAi](https://github.com/ifixai-ai/iFixAi)
- **Star Velocity Tracker:** [iFixAi on GitHubRepo.cloud](https://githubrepo.cloud/repo/ifixai-ai/iFixAi)

𝕏

X / Twitter Communities

Thread / Community Post for iFixAi

Developers are sleeping on this GitHub repo 👇

ifixai-ai/iFixAi (15,704 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds
💻 Built with: Python
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/ifixai-ai/iFixAi

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out ifixai-ai/iFixAi.

It already has over 15,704 stars and lets you Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/ifixai-ai/iFixAi

From our network

ifixai-ai/iFixAi

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💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

Autonomous AI Agents

Model Inference & Prompting

Context Memory & RAG

Developer Productivity

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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