Learning Heterogeneous Tactile Representation for General Dexterous Manipulation
⚡ Executive Summary & Quick Facts
Authoritative Sourcelingbot-touch is lingbot-touch is an open-source project written in Python: Learning Heterogeneous Tactile Representation for General Dexterous Manipulation..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), Robbyant/lingbot-touch has accumulated 138 GitHub stars and 2 forks. It is written in Python, licensed under Apache-2.0, and ranks #22,105 globally. It is actively maintained with the latest commit recorded on Nov 10, 2026.”
| Repository | Robbyant/lingbot-touch ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 138 stars · ⑂ 2 forks · #22,105 globally |
| Maintenance | ● Active (Last commit: Nov 10, 2026) · 0 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, lingbot-touch is actively maintained. Continuous telemetry recorded the last code commit on Nov 10, 2026 (1 days ago). Supported by 138 stars and 2 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+10
STARS · LAST 30 DAYS
1
PER DAY
#2,951
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +10 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +3 | +10 |
lingbot-touch gained 10 stars in the last 30 days, about 1 a day, and now has 138. It is about 1 year old and has averaged roughly 138 stars a year. It ranks #2,951 among Python repositories and #22,105 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#21429
BEST RANK
Nov 10, 2026
FIRST APPEARANCE
Active
STATUS TODAY
lingbot-touch has maintained a continuous presence across global trending indexes, peaking at #21429. Below is the 30-day activity profile:
💡 Overview
lingbot-touch is an open-source project written in Python: Learning Heterogeneous Tactile Representation for General Dexterous Manipulation.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install lingbot-touch⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
lingbot-touch coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed lingbot-touch into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open Apache-2.0 license.
🚀 Getting Started
Install lingbot-touch using your package manager: `pip install lingbot-touch`
Initialize your project workspace or configuration file for lingbot-touch.
Import lingbot-touch into your codebase or invoke it directly from your terminal.
Execute your test suite or run `lingbot-touch --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
Robbyant/lingbot-touch is currently ranked #22,105 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #22,018 | lalabase/lalabase | Ruby | ★ 139 | Compare ↗ |
| #22,018 | BUKOWSKIREAL/magpie-gemini-web | JavaScript | ★ 139 | Compare ↗ |
| #22,018 | huzaifahshahid71-ops/Strata | Swift | ★ 139 | Compare ↗ |
| #22,018 | Ahmadkhattak1/awesome-downloader | JavaScript | ★ 139 | Compare ↗ |
| #22,018 | Mayzmei/anime-series-maker | Python | ★ 139 | Compare ↗ |
| #22,105 | Robbyant/lingbot-touch This Project | Python | ★ 138 | |
| #22,105 | rsim/ruby-plsql | Ruby | ★ 138 | Compare ↗ |
| #22,105 | damog/feedbag | Ruby | ★ 138 | Compare ↗ |
| #22,105 | wuan/bo-android | Kotlin | ★ 138 | Compare ↗ |
| #22,105 | AArnott/Validation | C# | ★ 138 | Compare ↗ |
| #22,105 | XOOPS/XoopsCore26 | PHP | ★ 138 | Compare ↗ |
Frequently Asked Questions
What does lingbot-touch do? +
Learning Heterogeneous Tactile Representation for General Dexterous Manipulation
Is lingbot-touch actively maintained in 2026? +
Yes, lingbot-touch is actively maintained. The latest code push was recorded on Nov 10, 2026 (1 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 138 stars and 0 open issues.
What language is lingbot-touch written in? +
The primary language is Python. Topics include: software.
How many stars does lingbot-touch have? +
lingbot-touch has 138 stars and 2 forks on GitHub.
How does lingbot-touch rank among GitHub repositories? +
With 138 stars, Robbyant/lingbot-touch is ranked #22,105 globally across all repositories tracked on GitHubRepo and #2,951 among Python projects.
What license is lingbot-touch distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
