Explore/framework/monocle
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Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.

frameworkPythonApache-2.0
GitHubCompare
Refreshed 4d ago
OverviewActivity52wAlternativesDocs
Stars155
Forks36
HF Downloads30d
Last commit4d ago
Refreshed4d ago
Project healthActiveLast commit 4d ago.
Production readinessResearch / EarlyBest for exploration and prototyping.
Risk notesApache-2.0Verify license before production use.
AgentHub Score
75 / 100
Composite score from 6 signals. How we score →
Active project
75Score
Growth
79B
Activity
90A
Documentation
70C+
Maturity
71C+
Community
79B
Production
58C
GitHub stars · 90 days155 +8.8%
30d90d1y
latest release
Commit activity · 52 weeksActive contributor activity
LowHigh
JunSepDecMarNow
Practical assessment
Should you use it?

✓ Best for

  • Multi-agent orchestration
  • Production agentic workflows
  • Stateful long-running tasks

◎ Strengths

  • Stable API
  • Active release cadence
  • Strong GitHub community

✕ Not ideal for

  • Simple single-step automation
  • Teams without Python/ML expertise

⚠ Watch-outs

  • Breaking changes between minor versions
  • Ecosystem lock-in if tightly coupled
Technical details
What's inside
LanguagePython
LicenseApache-2.0
Sourcegithub
Open source✗ No
Commercial use
Docs
Demo
Paper

AgentHub Score

75
Score 75/100
Above average

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