classify-capability
CommunityPlace papers into reliable/sometimes/can't-yet tiers
Education & Research#robotics#capability#classify#paper-analysis#research-evaluation#frontier-mapping
AuthorZhangHanbo
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Assigns a concise, evidence-backed capability tier to a single research paper to help frontier-mapping pipelines aggregate and compare demonstrated robotics capabilities consistently.
Core Features & Use Cases
- Heuristic Triage: Applies ordered checks on real-world vs. simulation evaluation, success rates, diversity of objects/environments, independent reproduction, and guideline overlap to determine tier.
- Structured Output: Produces a JSON-style classification containing tier, capability_description, evidence list, rationale, confidence, and boundary notes for downstream aggregation.
- Use Case: Called in a loop by a frontier-mapping pipeline to classify many papers rapidly and conservatively for research prioritization and survey synthesis.
Quick Start
Classify the paper arxiv:2501.12345 using its task_chain and reported_results and return tier, capability_description, evidence, rationale, and confidence.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: classify-capability Download link: https://github.com/ZhangHanbo/alpha_research/archive/main.zip#classify-capability Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.