LocalAI vs lingbot-map
LocalAI and lingbot-map share 6 technologies: Hugging Face, einops, onnxruntime-gpu, opencv-python, safetensors, and pillow. LocalAI is written in Go and lingbot-map in Python.
LinkedInWhat they share and what sets them apart
mudler
LocalAI
LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
Go50.2kRead on November 5, 2026, at commit efc6f93What is LocalAI built with?Only in LocalAI
- React
- net/http
- Echo
pyarrow
s3
- NATS.io
- Postgres
- github.com/glebarez/sqlite
- SQLite
- MCP
OpenAI- anyio
- FastAPI
- Lightning
uvicorn
- Tokio
react-router-dom
- Vite
- Gradio
matplotlib
- gorm.io/gorm
- github.com/nats-io/jwt/v2
- github.com/nats-io/nkeys
- golang.org/x/oauth2
github.com/coreos/go-oidc/v3
accelerate
- bitsandbytes
- conformer
- coqui-tts
- flash-attn
llama-cpp-python
- llvmlite
- Model Context Protocol
- ModelScope
- ONNX
openai-go
- phonemizer
- s3tokenizer
scikit-image
- sentencepiece
- spacy-pkuseg
- tiktoken
torchao
torchvision
- vector-quantize-pytorch
- torch
- transformers
diffusers
mlx
insightface
- mlx-lm
torchaudio
- vLLM
librosa
- onnxruntime
sglang
- datasets
- faster-whisper
funasr
- kokoro
- mlx-audio
optimum
peft
- QWen
- rerankers
sentence-transformers
tokenizers
trl
- whisperx
av
- sox
- torchcodec
github.com/go-audio/wav
github.com/charmbracelet/glamour
- github.com/dhowden/tag
github.com/microcosm-cc/bluemonday
- golang.org/x/image
imageio
imageio-ffmpeg
- jinja2
loguru
- go.opentelemetry.io/otel/metric
- OpenTelemetry
- Docker
tracing
- github.com/Microsoft/hcsshim
- go.opentelemetry.io/otel/exporters/prometheus
- go.opentelemetry.io/otel/sdk/metric
- Prometheus
fontsource-variable
- CodeMirror
- @lezer/highlight
yaml
- dompurify
highlight.js
marked
In common
- Hugging Face
- einops
- onnxruntime-gpu
opencv-python
safetensors
pillow
Robbyant
lingbot-map
[ECCV 2026 Best Paper Award Candidate] LingBot-Map: Geometric Context Transformer for Streaming 3D Reconstruction
Python18.6kRead on November 6, 2026, at commit b9dd1b1What is lingbot-map built with?Only in lingbot-map
- Open3D
Side by side
LocalAIlingbot-map
SizeLines written by people and agents, without generated ones; code files, without tests.
LocalAI1,389,292 lines written2,979 code files
lingbot-map36,798 lines written64 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.
LocalAI3.7% of its commits signed by AIWith Claude Code, GitHub Copilot, and Cursor
lingbot-map0% of its commits signed by AI
ActivityFrom GitHub and its history, on the day SeeRepo read it.
LocalAILast push November 5, 20269,317 commits50,214 stars
lingbot-mapLast push October 14, 2026123 commits18,556 stars
TestsThe files that test the code, and the share of code files a test imports.
LocalAI2,911 test files60.8% of its code files have a test that imports them
lingbot-map0 test files
Frequently asked questions
Which is bigger, LocalAI or lingbot-map?
LocalAI, with 1,389,292 lines written; lingbot-map has 36,798.
The proof: mudler/LocalAI's code at commit efc6f93
Which has more GitHub stars, LocalAI or lingbot-map?
LocalAI, with 50,214 stars; lingbot-map has 18,556.
The proof: mudler/LocalAI on GitHub
Which has more tests, LocalAI or lingbot-map?
LocalAI, with 2,911 test files.
The proof: mudler/LocalAI's code at commit efc6f93
Which was updated more recently, LocalAI or lingbot-map?
LocalAI: its last push was on November 5, 2026, and lingbot-map's on October 14, 2026.
The proof: mudler/LocalAI's commits on GitHub
Which has more commits signed by AI, LocalAI or lingbot-map?
LocalAI: an AI signed 3.7% of its commits, with Claude Code, GitHub Copilot, and Cursor.
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