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opik vs hello-agents

opik and hello-agents share 29 technologies: FastAPI, Flask, Redis, OpenAI, Hugging Face, AIOHTTP, anyio, Vite, React, Rich, accelerate, spaCy, tiktoken, tokenizers, transformers, torch, datasets, peft, scikit-learn, jinja2, pillow, annotated-types, Pydantic, jsonschema, pydantic-core, OpenTelemetry, Tailwind CSS, Mermaid, and react-markdown. 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

datawhalechina

hello-agents

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

Python86kRead on November 4, 2026, at commit 36f583cWhat is hello-agents built with?

Only in hello-agents

  • uvicorn
  • aiosqlite
  • asyncpg
  • psycopg2-binary
  • Postgres
  • chromadb
  • SQLite
  • oracledb
  • pymilvus
  • Qdrant
  • fastmcp
  • starlette
  • Streamlit
  • Vue
  • vue-router
  • react-router-dom
  • cycler
  • fonttools
  • contourpy
  • Plotly
  • Gradio
  • matplotlib
  • alembic
  • SQLAlchemy
  • bcrypt
  • MCP
  • onnxruntime
  • safetensors
  • tavily-python
  • sentence-transformers
  • langchain-openai
  • LangGraph
  • paddlenlp
  • rank-bm25
  • lxml
  • markdown
  • openpyxl
  • pdfminer.six
  • pypdf
  • python-docx
  • reportlab
  • xlrd
  • pdfplumber
  • feedparser
  • pymupdf
  • beautifulsoup4
  • email-validator
  • opentelemetry-exporter-otlp-proto-grpc
  • loguru
  • D3
  • katex
  • markdown-it
  • vue-flow
  • Chart.js
  • vue-chartjs
  • highlight.js
  • dompurify
  • marked
  • Element
  • echarts
  • Leaflet
  • html2canvas
  • jspdf

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
opik1,680,031 lines written7,878 code files
hello-agents226,661 lines written1,212 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
hello-agents2.4% of its commits signed by AIWith Codex, Cursor, and Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
opikLast push November 4, 20267,898 commits23,166 stars
hello-agentsLast push October 13, 2026660 commits86,039 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
hello-agents97 test files6.9% of its code files have a test that imports them

Frequently asked questions

Which is bigger, opik or hello-agents?
opik, with 1,680,031 lines written; hello-agents has 226,661.

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

Which has more GitHub stars, opik or hello-agents?
hello-agents, with 86,039 stars; opik has 23,166.

The proof: datawhalechina/hello-agents on GitHub

Which has more tests, opik or hello-agents?
opik, with 2,703 test files; hello-agents has 97.

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

Which was updated more recently, opik or hello-agents?
opik: its last push was on November 4, 2026, and hello-agents's on October 13, 2026.

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

Which has more commits signed by AI, opik or hello-agents?
opik: an AI signed 19.7% of its commits, with Claude Code, GitHub Copilot, and Cursor; in hello-agents, 2.4%.

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

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