opik vs unilm
opik and unilm share 12 technologies: FastAPI, Flask, OpenAI, accelerate, tiktoken, tokenizers, transformers, torch, datasets, peft, scikit-learn, and pillow. Both are written in Python.
LinkedInWhat 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
- JAX-RS
werkzeug
- flask-cors
- redisson
s3
- Redis
- MySQL
- Anthropic
- Sentry
AWS S3- Hugging Face
- AIOHTTP
- anyio
- Vite
- React
- tanstack
PostHog- Rich
itsdangerous
- spaCy
litellm
- LangChain
markdown-it-py
markupsafe
- jinja2
- annotated-types
- referencing
- Pydantic
- jsonschema
- pydantic-core
- Gunicorn
- OpenTelemetry
opentelemetry-instrumentation-flask
- botocore
- docker
class-variance-authority
- Tailwind CSS
tailwind-merge
- React Hook Form
- Radix UI
@uiw/react-codemirror
- CodeMirror
recharts
dnd-kit
- react-hotkeys-hook
- react-textarea-autosize
- react18-json-view
react-day-picker
- cmdk
react-intersection-observer
- react-player
- @lezer/highlight
- Mermaid
re-resizable
- react-grid-layout
react-resizable-panels
- Vega
vega-lite
- Lucide
- mustache
- react-markdown
remark-breaks
remark-gfm
- ansi-to-html
- react-pdf
rehype-raw
rehype-sanitize
- unist-util-visit
yaml
- Zod
@hookform/resolvers
- ora
ai
- Nunjucks
@clack/prompts
- zod-to-json-schema
- @opentelemetry/sdk-trace-base
In common
- FastAPI
- Flask
OpenAIaccelerate
- tiktoken
tokenizers
- transformers
- torch
- datasets
peft
- scikit-learn
pillow
microsoft
unilm
Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities
Python22.2kRead on November 5, 2026, at commit 31c5b90What is unilm built with?Only in unilm
Side by side
opikunilm
SizeLines written by people and agents, without generated ones; code files, without tests.
opik1,680,031 lines written7,878 code files
unilm769,203 lines written2,555 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
unilm0% of its commits signed by AI
ActivityFrom GitHub and its history, on the day SeeRepo read it.
opikLast push November 4, 20267,898 commits23,166 stars
unilmLast push September 21, 20261,092 commits22,240 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
unilm163 test files5.1% of its code files have a test that imports them
Frequently asked questions
Which is bigger, opik or unilm?
opik, with 1,680,031 lines written; unilm has 769,203.
The proof: comet-ml/opik's code at commit df61dd2
Which has more GitHub stars, opik or unilm?
opik, with 23,166 stars; unilm has 22,240.
The proof: comet-ml/opik on GitHub
Which has more tests, opik or unilm?
opik, with 2,703 test files; unilm has 163.
The proof: comet-ml/opik's code at commit df61dd2
Which was updated more recently, opik or unilm?
opik: its last push was on November 4, 2026, and unilm's on September 21, 2026.
The proof: comet-ml/opik's commits on GitHub
Which has more commits signed by AI, opik or unilm?
opik: an AI signed 19.7% of its commits, with Claude Code, GitHub Copilot, and Cursor.
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