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RO

Robbyant/lingbot-map

A feed-forward 3D foundation model for reconstructing scenes from streaming data

14k Stars1.5k Forks68 Open Issues14k WatchersPythonApache-2.0
Data Tool
Source and compliance noteLast synced: Jul 21, 2026

Git-Stars is independent and not affiliated with GitHub or this project. Analysis may be AI-assisted and based on public repository metadata plus short README-derived summaries. We do not mirror full README files, docs, issues, or social comments.

Original GitHub sourceMethodologyEditorial Policy
Editorial Evaluation

Robbyant/lingbot-map is tracked as a Python project in the Data Tool area. This evaluation combines public GitHub metadata, category signals, short source summaries, and Git-Stars editorial rules rather than copying project documentation.

Momentum check: the repository has 14k total stars, with +565 today, +3.6k this week, and +6.8k this month. These growth windows help distinguish durable adoption from short-lived visibility spikes.

Maintenance check: current activity is Active; the latest push was 1 days ago, and the open issue queue is 68, about 0.48% of total stars. Treat this as an adoption signal, not a substitute for engineering due diligence.

Adoption check: 1.5k forks and 14k watchers suggest how often the project is reused or followed. License signal: Apache-2.0. Always verify license compatibility before commercial or internal use.

Practical fit: this project is most relevant when you need Python teams evaluating ecosystem-native tooling. Be cautious when you need a legal review, security audit, or production SLA.

Source check: Git-Stars currently has 2 explicit source reference(s) for this report and a recent growth signal of 6.8k. Follow the original GitHub repository for final install, security, and release information.

Best For
  • Python teams evaluating ecosystem-native tooling
  • teams that prefer mature projects with broad adoption signals
  • use cases where recent maintenance matters
Avoid When
  • you need a legal review, security audit, or production SLA
Adoption Signals

Momentum

14k Stars

Reuse

1.5k Forks

Attention

14k Watchers

Maintenance

active

License

Apache-2.0

Open issues

68

Overview

LingBot-Map is a feed-forward 3D foundation model for streaming 3D reconstruction, unifying coordinate grounding, dense geometric cues, and long-range drift correction within a single streaming framework.

Key Features

- Geometric Context Transformer with anchor context, pose-reference window, and trajectory memory for unified streaming reconstruction. - High-efficiency streaming inference at ~20 FPS on 518×378 resolution over sequences exceeding 10,000 frames. - State-of-the-art reconstruction performance on diverse benchmarks compared to existing streaming and iterative optimization methods.

Tool Positioning

Data Tool

Databases, data pipelines, ETL, analytics, and vector search

Quick Start
pip install -e .
View on GitHub
Project Activity

90

Health Score

Active

Commit Activity

Apr 15, 2026

Created

Jul 20, 2026

Last push

Source Trail

GitHub repository metadata

metadata

GitHub README

readme_summary

Star History

+0

Today's growth

+0

7-day growth

+0

30-day growth

Jul 21, 2026Jul 21, 2026
Community Health
1.5k

Forks

68

Open

14k

Watchers

Owner
RO

Robbyant

GitHub profile
Topics & Language
Python
Ecosystem & Usage
GitHub Repository
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License
Apache-2.0
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Last pushJul 20, 2026
Last syncedJul 21, 2026
Community Standards

✓

License

✓

Forked

✓ Active

Maintained