Source: https://seerepo.com/compare/Robbyant/lingbot-map/vs/vllm-project/vllm
Markdown source: https://seerepo.com/compare/Robbyant/lingbot-map/vs/vllm-project/vllm.md
Description: lingbot-map and vllm share 4 technologies: Hugging Face, safetensors, einops, and pillow. Both are written in Python.

# lingbot-map vs vllm

lingbot-map and vllm share 4 technologies: Hugging Face, safetensors, einops, and pillow. Both are written in Python.

- [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
- [vllm-project/vllm](https://seerepo.com/r/vllm-project/vllm): A high-throughput and memory-efficient inference and serving engine for LLMs

## What they share and what sets them apart

- In common: Hugging Face, safetensors, einops, pillow
- Only in lingbot-map: Open3D, onnxruntime-gpu, opencv-python
- Only in vllm: FastAPI, axum, gitdb, pyzmq, Tokio, starlette, Ray, AIOHTTP, tower, mkdocs-material, indicatif, NVIDIA, OpenAI, peft, quack-kernels, sentencepiece, torch, transformers, triton, torchvision, datasets, torchaudio, MCP, tokenizers, tiktoken, markdown, markupsafe, pymdown-extensions, image, jinja2, Pydantic, msgspec, jsonschema, pydantic-core, opentelemetry-api, python-json-logger, tracing, prometheus-client, psutil, tracing-subscriber, OpenTelemetry, opentelemetry-sdk, prometheus-fastapi-instrumentator

## Side by side

| | lingbot-map | vllm |
|---|---|---|
| Size | 36,798 lines written, 64 code files | 2,375,117 lines written, 3,289 code files |
| Who writes it | 0% of its commits signed by AI | 12.8% of its commits signed by AI. With Claude Code, Codex, Gemini CLI, Cursor, GitHub Copilot, Devin, Mistral Vibe, CodeRabbit, Factory, and Qwen Code |
| Activity | Last push October 14, 2026, 123 commits, 18,556 stars | Last push November 4, 2026, 24,593 commits, 96,302 stars |
| Tests | 0 test files | 2,419 test files. 60.2% of its code files have a test that imports them |

- 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, lingbot-map or vllm?

vllm, with 2,375,117 lines written; lingbot-map has 36,798.

The proof: [vllm-project/vllm's code at commit 75f6761](https://github.com/vllm-project/vllm/tree/75f67614971a44050140e3422c1a65fe5004a72b)

### Which has more GitHub stars, lingbot-map or vllm?

vllm, with 96,302 stars; lingbot-map has 18,556.

The proof: [vllm-project/vllm on GitHub](https://github.com/vllm-project/vllm)

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

vllm, with 2,419 test files.

The proof: [vllm-project/vllm's code at commit 75f6761](https://github.com/vllm-project/vllm/tree/75f67614971a44050140e3422c1a65fe5004a72b)

### Which was updated more recently, lingbot-map or vllm?

vllm: its last push was on November 4, 2026, and lingbot-map's on October 14, 2026.

The proof: [vllm-project/vllm's commits on GitHub](https://github.com/vllm-project/vllm/commits)

### Which has more commits signed by AI, lingbot-map or vllm?

vllm: an AI signed 12.8% of its commits, with Claude Code, Codex, Gemini CLI, Cursor, GitHub Copilot, Devin, Mistral Vibe, CodeRabbit, Factory, and Qwen Code.

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

## Sources

- Robbyant/lingbot-map: Read on November 6, 2026, at commit b9dd1b1 (https://github.com/Robbyant/lingbot-map/tree/b9dd1b1de535e6d36e777fb42b8433c781bfd783)
- vllm-project/vllm: Read on November 4, 2026, at commit 75f6761 (https://github.com/vllm-project/vllm/tree/75f67614971a44050140e3422c1a65fe5004a72b)

## 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.