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Install in OpenClaw
/install traffic-crash-specialist
Description
交通事故视频分析与检测专用技能。使用当需要：(1) 分析交通事故视频，(2) 事故识别、因果推理、预防分析，(3) 交通场景时空理解与对象定位，(4) 查询交通事故检测相关模型/数据集/论文，(5) 使用 CrashChat 或 Traffix VideoQA 进行视频问答，(6) 训练或评估交通视频分析模型。触...
Usage Guidance
This skill appears coherent for traffic-accident video analysis. Before running anything: (1) inspect the GitHub repo and any included wheel files (e.g., flash_attn-*.whl) — running arbitrary wheels requires trust; (2) be prepared for large disk, GPU and bandwidth usage when downloading datasets/model weights and training; (3) verify dataset licensing and privacy (some sources like Nexar may contain personal data); (4) if a HuggingFace repo is private you may need credentials—do not supply unrelated secrets; (5) if you plan to let an agent run this autonomously, be aware it will perform network downloads and local installs as shown in SKILL.md.
Capability Analysis
Type: OpenClaw Skill
Name: traffic-crash-specialist
Version: 1.0.0
The skill bundle is a legitimate toolkit for traffic accident video analysis, integrating research models like CrashChat and TraffiX-Qwen. It provides standard installation procedures, links to academic resources (ArXiv, GitHub, HuggingFace), and detailed task definitions in SKILL.md and the references directory, without any signs of malicious intent, data exfiltration, or prompt injection attacks.
Capability Assessment
Purpose & Capability
Name, description and included docs all describe traffic-crash video analysis, model training, evaluation and dataset references; the commands (git clone, conda env, pip install, huggingface download, training/eval scripts) are exactly what such a project would reasonably need.
Instruction Scope
SKILL.md focuses on cloning the CrashChat repo, setting up Python/torch, downloading model weights/datasets from GitHub/HuggingFace, and running training/evaluation scripts. It does not instruct reading unrelated system files, accessing unrelated environment variables, or exfiltrating data to unexpected endpoints.
Install Mechanism
This is an instruction-only skill (no install spec). The instructions require installing binaries/packages via pip/conda and downloading model weights from GitHub/HuggingFace. That is normal for ML projects, but installing a provided wheel file (flash_attn-...whl) or any binary wheel from the repo is an operation that requires trusting the repository — review the wheel and repo before running.
Credentials
The skill declares no required env vars, credentials, or config paths. The runtime instructions reference network endpoints appropriate for the task (GitHub, HuggingFace, PyTorch download index). No unrelated credentials are requested.
Persistence & Privilege
Registry flags show no always:true or other elevated persistence. As an instruction-only skill it does not request to modify other skills or system-wide agent settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install traffic-crash-specialist - After installation, invoke the skill by name or use
/traffic-crash-specialist - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of the "traffic-crash-specialist" skill for traffic accident video analysis.
- Integrates key resources: CrashChat (multitask crash analysis model and dataset) and Traffix VideoQA (traffic scene video QA benchmark).
- Provides quick start guides for installation, model weights download, and model training/evaluation.
- Summarizes core use cases and tasks for both CrashChat and Traffix VideoQA.
- Includes resource links for datasets, papers, model weights, and further documentation.
Metadata
Frequently Asked Questions
What is Traffic Crash Specialist?
交通事故视频分析与检测专用技能。使用当需要：(1) 分析交通事故视频，(2) 事故识别、因果推理、预防分析，(3) 交通场景时空理解与对象定位，(4) 查询交通事故检测相关模型/数据集/论文，(5) 使用 CrashChat 或 Traffix VideoQA 进行视频问答，(6) 训练或评估交通视频分析模型。触... It is an AI Agent Skill for Claude Code / OpenClaw, with 103 downloads so far.
How do I install Traffic Crash Specialist?
Run "/install traffic-crash-specialist" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Traffic Crash Specialist free?
Yes, Traffic Crash Specialist is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Traffic Crash Specialist support?
Traffic Crash Specialist is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Traffic Crash Specialist?
It is built and maintained by sxy799 (@sxy799); the current version is v1.0.0.
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