ail-project/ail-framework
AIL framework - Analysis Information Leak framework
⚡ Executive Summary & Quick Facts
Authoritative Sourceail-framework is ail-framework is an open-source project written in Python: AIL framework - Analysis Information Leak framework..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), ail-project/ail-framework has accumulated 1,038 GitHub stars and 149 forks. It is written in Python, licensed under AGPL-3.0, and ranks #7,165 globally. It is actively maintained with the latest commit recorded on Oct 26, 2026.”
| Repository | ail-project/ail-framework ↗ |
|---|---|
| Primary Category | ail framework |
| Language & Stack | Python |
| Software License | AGPL-3.0 |
| Community Traction | ★ 1K stars · ⑂ 149 forks · #7,165 globally |
| Maintenance | ● Active (Last commit: Oct 26, 2026) · 131 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: 97/100 · Grade A+Yes, ail-framework is actively maintained. Continuous telemetry recorded the last code commit on Oct 26, 2026 (4 days ago). Supported by 1,038 stars and 149 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+26
STARS · LAST 30 DAYS
1
PER DAY
#1,018
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +26 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
ail-framework gained 26 stars in the last 30 days, about 1 a day, and now has 1K. It is about 7 years old and has averaged roughly 148 stars a year. It ranks #1,018 among Python repositories and #7,165 across all languages on GitHubRepo.
Trending Record
4
DAYS ON TRENDING
#9210
BEST RANK
Oct 26, 2026
FIRST APPEARANCE
Active
STATUS TODAY
ail-framework has maintained a continuous presence across global trending indexes, peaking at #9210. Below is the 30-day activity profile:
💡 Overview
ail-framework is an open-source project written in Python: AIL framework - Analysis Information Leak framework.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ail-framework, darkweb, darkweb-scraping. 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 ail-framework⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
ail-framework 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 ail-framework.
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 ail-framework using your package manager: `pip install ail-framework`
Initialize your project workspace or configuration file for ail-framework.
Import ail-framework into your codebase or invoke it directly from your terminal.
Execute your test suite or run `ail-framework --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
ail-project/ail-framework is currently ranked #7,165 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #7,158 | aimeos/ai-typo3 | PHP | ★ 1K | Compare ↗ |
| #7,158 | ajweeks/FlexEngine | C++ | ★ 1K | Compare ↗ |
| #7,158 | supabase/supabase-flutter | Dart | ★ 1K | Compare ↗ |
| #7,158 | paulgessinger/swift-paperless | Swift | ★ 1K | Compare ↗ |
| #7,158 | davidondrej/cloudroom-core | Rust | ★ 1K | Compare ↗ |
| #7,165 | ail-project/ail-framework This Project | Python | ★ 1K | |
| #7,165 | nextcloud/mail | JavaScript | ★ 1K | Compare ↗ |
| #7,165 | molstar/molstar | TypeScript | ★ 1K | Compare ↗ |
| #7,165 | tauri-apps/window-vibrancy | Rust | ★ 1K | Compare ↗ |
| #7,165 | 983632847/Awesome-Multimodal-Object-Tracking | Jupyter Notebook | ★ 1K | Compare ↗ |
| #7,165 | tempoxyz/tempo | Rust | ★ 1K | Compare ↗ |
Frequently Asked Questions
What does ail-framework do? +
AIL framework - Analysis Information Leak framework
Is ail-framework actively maintained in 2026? +
Yes, ail-framework is actively maintained. The latest code push was recorded on Oct 26, 2026 (4 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 1,038 stars and 131 open issues.
What language is ail-framework written in? +
The primary language is Python. Topics include: ail-framework, darkweb, darkweb-scraping, data-mining, information-extraction.
How many stars does ail-framework have? +
ail-framework has 1,038 stars and 149 forks on GitHub.
How does ail-framework rank among GitHub repositories? +
With 1,038 stars, ail-project/ail-framework is ranked #7,165 globally across all repositories tracked on GitHubRepo and #1,018 among Python projects.
What license is ail-framework distributed under? +
The repository reports a AGPL-3.0 license. Always verify the repository LICENSE file for legal terms.
