Source: https://seerepo.com/compare/mudler/LocalAI/vs/Robbyant/lingbot-map
Markdown source: https://seerepo.com/compare/mudler/LocalAI/vs/Robbyant/lingbot-map.md
Description: 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.

# 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.

- [mudler/LocalAI](https://seerepo.com/r/mudler/LocalAI): LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
- [Robbyant/lingbot-map](https://seerepo.com/r/Robbyant/lingbot-map): [ECCV 2026 Best Paper Award Candidate] LingBot-Map: Geometric Context Transformer for Streaming 3D Reconstruction

## What they share and what sets them apart

- In common: Hugging Face, einops, onnxruntime-gpu, opencv-python, safetensors, pillow
- 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/aws/aws-sdk-go-v2/credentials, 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/aws/aws-sdk-go-v2, github.com/aws/aws-sdk-go-v2/config, github.com/Microsoft/hcsshim, go.opentelemetry.io/otel/exporters/prometheus, go.opentelemetry.io/otel/sdk/metric, Prometheus, tracing-subscriber, fontsource-variable, CodeMirror, @lezer/highlight, yaml, dompurify, highlight.js, marked
- Only in lingbot-map: Open3D

## Side by side

| | LocalAI | lingbot-map |
|---|---|---|
| Size | 1,389,292 lines written, 2,979 code files | 36,798 lines written, 64 code files |
| Who writes it | 3.7% of its commits signed by AI. With Claude Code, GitHub Copilot, and Cursor | 0% of its commits signed by AI |
| Activity | Last push November 5, 2026, 9,317 commits, 50,214 stars | Last push October 14, 2026, 123 commits, 18,556 stars |
| Tests | 2,911 test files. 60.8% of its code files have a test that imports them | 0 test files |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## 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](https://github.com/mudler/LocalAI/tree/efc6f9373ffd35c87cf45e334cdbf7f5f19076f6)

### 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](https://github.com/mudler/LocalAI)

### Which has more tests, LocalAI or lingbot-map?

LocalAI, with 2,911 test files.

The proof: [mudler/LocalAI's code at commit efc6f93](https://github.com/mudler/LocalAI/tree/efc6f9373ffd35c87cf45e334cdbf7f5f19076f6)

### 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](https://github.com/mudler/LocalAI/commits)

### 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.

The proof: [the commits each tool signed in mudler/LocalAI](https://seerepo.com/r/mudler/LocalAI/ai)

## Sources

- mudler/LocalAI: Read on November 5, 2026, at commit efc6f93 (https://github.com/mudler/LocalAI/tree/efc6f9373ffd35c87cf45e334cdbf7f5f19076f6)
- Robbyant/lingbot-map: Read on November 6, 2026, at commit b9dd1b1 (https://github.com/Robbyant/lingbot-map/tree/b9dd1b1de535e6d36e777fb42b8433c781bfd783)

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.