monocle2ai/monocle
Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.
⚡ Executive Summary & Quick Facts
Authoritative Sourcemonocle is monocle is an open-source project written in Python: Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python. ..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), monocle2ai/monocle has accumulated 342 GitHub stars and 62 forks. It is written in Python, licensed under Apache-2.0, and ranks #12,792 globally. It is actively maintained with the latest commit recorded on Oct 21, 2026.”
| Repository | monocle2ai/monocle ↗ |
|---|---|
| Primary Category | agentic ai |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 342 stars · ⑂ 62 forks · #12,792 globally |
| Maintenance | ● Active (Last commit: Oct 21, 2026) · 51 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: 93/100 · Grade A+Yes, monocle is actively maintained. Continuous telemetry recorded the last code commit on Oct 21, 2026 (11 days ago). Supported by 342 stars and 62 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#1,640
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +3 | +10 |
monocle gained 10 stars in the last 30 days, about 1 a day, and now has 342. It is about 2 years old and has averaged roughly 171 stars a year. It ranks #1,640 among Python repositories and #12,792 across all languages on GitHubRepo.
Trending Record
10
DAYS ON TRENDING
#11894
BEST RANK
Oct 21, 2026
FIRST APPEARANCE
Active
STATUS TODAY
monocle has maintained a continuous presence across global trending indexes, peaking at #11894. Below is the 30-day activity profile:
💡 Overview
monocle is an open-source project written in Python: Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python. .
Engineered for speed, consistency, and developer ease, it solves common hurdles in agentic-ai, generative-ai, linux-foundation. 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 monocle⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
monocle 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 monocle.
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 monocle using your package manager: `pip install monocle`
Initialize your project workspace or configuration file for monocle.
Import monocle into your codebase or invoke it directly from your terminal.
Execute your test suite or run `monocle --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
monocle2ai/monocle is currently ranked #12,792 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #12,775 | kousen/claude-code-training | Java | ★ 343 | Compare ↗ |
| #12,775 | GeneBO98/tradetally | JavaScript | ★ 343 | Compare ↗ |
| #12,775 | fitchmultz/pi-cursor-sdk | TypeScript | ★ 343 | Compare ↗ |
| #12,775 | skizzophrenic/SquachWatch-CYD | C++ | ★ 343 | Compare ↗ |
| #12,775 | qybaihe/mu | TypeScript | ★ 343 | Compare ↗ |
| #12,792 | monocle2ai/monocle This Project | Python | ★ 342 | |
| #12,792 | ericholscher/django-test-utils | Python | ★ 342 | Compare ↗ |
| #12,792 | jorgebastida/django-dajax | Python | ★ 342 | Compare ↗ |
| #12,792 | lspector/Clojush | Clojure | ★ 342 | Compare ↗ |
| #12,792 | textadventures/quest | C# | ★ 342 | Compare ↗ |
| #12,792 | kfix/MacPin | Swift | ★ 342 | Compare ↗ |
Frequently Asked Questions
What does monocle do? +
Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.
Is monocle actively maintained in 2026? +
Yes, monocle is actively maintained. The latest code push was recorded on Oct 21, 2026 (11 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 342 stars and 51 open issues.
What language is monocle written in? +
The primary language is Python. Topics include: agentic-ai, generative-ai, linux-foundation, llm-agent, llm-inference.
How many stars does monocle have? +
monocle has 342 stars and 62 forks on GitHub.
How does monocle rank among GitHub repositories? +
With 342 stars, monocle2ai/monocle is ranked #12,792 globally across all repositories tracked on GitHubRepo and #1,640 among Python projects.
What license is monocle distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
