opik vs ai-engineering-from-scratch

opik and ai-engineering-from-scratch share 12 technologies: OpenAI, Anthropic, accelerate, tiktoken, tokenizers, LangChain, transformers, torch, datasets, scikit-learn, pillow, and Zod. Both are written in Python.

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What they share and what sets them apart

comet-ml

opik

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

Python23.2kRead on November 4, 2026, at commit df61dd2What is opik built with?

Only in opik

In common

Only in ai-engineering-from-scratch

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
opik1,680,031 lines written7,878 code files
ai-engineering-from-scratch506,014 lines written2,340 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
opik19.7% of its commits signed by AIWith Claude Code, GitHub Copilot, and Cursor
ai-engineering-from-scratch0.8% of its commits signed by AIWith Claude Code and Devin
ActivityFrom GitHub and its history, on the day SeeRepo read it.
opikLast push November 4, 20267,898 commits23,166 stars
ai-engineering-from-scratchLast push November 4, 20262,431 commits76,859 stars
TestsThe files that test the code, and the share of code files a test imports.
opik2,703 test files20.9% of its code files have a test that imports them
ai-engineering-from-scratch781 test files17.3% of its code files have a test that imports them

Frequently asked questions

Which is bigger, opik or ai-engineering-from-scratch?
opik, with 1,680,031 lines written; ai-engineering-from-scratch has 506,014.

The proof: comet-ml/opik's code at commit df61dd2

Which has more GitHub stars, opik or ai-engineering-from-scratch?
ai-engineering-from-scratch, with 76,859 stars; opik has 23,166.

The proof: rohitg00/ai-engineering-from-scratch on GitHub

Which has more tests, opik or ai-engineering-from-scratch?
opik, with 2,703 test files; ai-engineering-from-scratch has 781.

The proof: comet-ml/opik's code at commit df61dd2

Which was updated more recently, opik or ai-engineering-from-scratch?
Both got their last push on November 4, 2026.

The proof: comet-ml/opik's commits on GitHub

Which has more commits signed by AI, opik or ai-engineering-from-scratch?
opik: an AI signed 19.7% of its commits, with Claude Code, GitHub Copilot, and Cursor; in ai-engineering-from-scratch, 0.8%.

The proof: the commits each tool signed in comet-ml/opik

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