ai-agent-book vs FlagEmbedding
ai-agent-book and FlagEmbedding share 13 technologies: accelerate, bitsandbytes, sentencepiece, torch, transformers, peft, datasets, tiktoken, rank-bm25, flagembedding, sentence-transformers, langchain-openai, and vLLM. Both are written in Python.
What they share and what sets them apart
bojieli
ai-agent-book
《深入理解 AI Agent:设计原理与工程实践》(李博杰 著)开源主仓库:全书正文、编译版 PDF 与按章配套代码
Python57.6kRead on November 10, 2026, at commit dbc046eWhat is ai-agent-book built with?Only in ai-agent-book
- React
uvicorn
- FastAPI
- azure-search-documents
- azure-storage-blob
chromadb
psycopg2-binary
- Postgres
pyarrow
OpenAI- Anthropic
- Hugging Face
- Mistral AI
PostHog
fastmcp
- Flask
- anyio
- AIOHTTP
- Next.js
- Vite
- Express
- Astro
mkdocs-material
- Rich
matplotlib
seaborn
- Plotly
authlib
- google-auth
google-auth-httplib2
google-auth-oauthlib
- pyotp
- cut-cross-entropy
- faiss-cpu
- graphrag
lightgbm
- mem0ai
- minicpmo-utils
nltk
openai-whisper
- raptor-rag
scikit-image
trackio
- triton
umap-learn
unsloth-zoo
- xformers
- xgboost
browser-use
- MCP
unsloth
litellm
- Ollama
- scikit-learn
groq
librosa
trl
fish-audio-sdk
snac
torchaudio
- annoy
opencv-python
gradio-client
- hnswlib
memobase
- mlx-audio
lxml
- python-magic
- torchcodec
- xlrd
- xlsxwriter
- beautifulsoup4
pillow
- python-pptx
pypdf2
- reportlab
- html2text
pypdf
- python-docx
- openpyxl
- aiosmtplib
- markdown
- pdfplumber
pymupdf
sendgrid
- youtube-transcript-api
yt-dlp
- Pydantic
structlog
loguru
psutil
- colorlog
pptxgenjs
- sharp
- Tailwind CSS
- D3
recharts
onnxruntime-node
class-variance-authority
tailwind-merge
- Radix UI
react-syntax-highlighter
- Lucide
- react-markdown
remark-gfm
fontsource-variable
katex
In common
FlagOpen
FlagEmbedding
Retrieval and Retrieval-augmented LLMs
Python12.3kRead on November 11, 2026, at commit 897baa6What is FlagEmbedding built with?Only in FlagEmbedding
tornado
sqlglot
- ir-datasets
- ModelScope
- flash-attn
mteb
torchvision
deepspeed
timm
- einops
- jinja2
Side by side
ai-agent-bookFlagEmbedding
SizeLines written by people and agents, without generated ones; code files, without tests.
ai-agent-book422,447 lines written1,067 code files
FlagEmbedding97,836 lines written428 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.
ai-agent-book20.8% of its commits signed by AIWith Claude Code
FlagEmbedding0% of its commits signed by AI
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ai-agent-bookLast push October 8, 20261,610 commits57,596 stars
FlagEmbeddingLast push October 27, 20261,204 commits12,314 stars
TestsThe files that test the code, and the share of code files a test imports.
ai-agent-book624 test files34.3% of its code files have a test that imports them
FlagEmbedding22 test files0.2% of its code files have a test that imports them
Frequently asked questions
Which is bigger, ai-agent-book or FlagEmbedding?
ai-agent-book, with 422,447 lines written; FlagEmbedding has 97,836.
Which has more GitHub stars, ai-agent-book or FlagEmbedding?
ai-agent-book, with 57,596 stars; FlagEmbedding has 12,314.
The proof: bojieli/ai-agent-book on GitHub
Which has more tests, ai-agent-book or FlagEmbedding?
ai-agent-book, with 624 test files; FlagEmbedding has 22.
Which was updated more recently, ai-agent-book or FlagEmbedding?
FlagEmbedding: its last push was on October 27, 2026, and ai-agent-book's on October 8, 2026.
The proof: FlagOpen/FlagEmbedding's commits on GitHub
Which has more commits signed by AI, ai-agent-book or FlagEmbedding?
ai-agent-book: an AI signed 20.8% of its commits, with Claude Code.
The proof: the commits each tool signed in bojieli/ai-agent-book
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