SciSkills | Scientific Embodied Skill Library for AI Agents

SciSkills 🧪🤖

Scientific Embodied Skill Library for AI Agents

Standardized Skill Representation · SCP Protocol

Building blocks for
autonomous scientists.

SciSkills provides a curated library of atomic and composite laboratory skills, fully interoperable via the Scientific Context Protocol (SCP). Designed for PLAD agents, LabVLA, and embodied AI systems.

📐 Skill Representation Standard
Based on SCP (Scientific Context Protocol) — a unified, machine-readable schema for scientific actions.

Unified Description

Every skill is defined with four core components:

  • 📋 Preconditions – required instrument states, calibration, environmental conditions
  • ⚙️ Operation Parameters – volume, temperature, speed, duration, tolerances
  • 🔒 Safety Constraints – pressure limits, chemical compatibility, emergency stop conditions
  • 📊 Expected Outputs – measured data, state changes, success criteria
SCP compliant · Machine-interpretable

SCP Integration

Scientific Context Protocol standardizes how skills are exposed, discovered, and orchestrated. Agents can query available skills, validate preconditions, and execute them across heterogeneous lab infrastructure.

{
  "skill_id": "pipette.liquid_transfer",
  "preconditions": {"tip_attached": true, "volume_range": [1,1000]},
  "parameters": {"volume_ul": 250, "source": "A1", "target": "B3"},
  "safety": {"max_pressure": 0.2, "chemical_group": "acid"},
  "output": {"actual_volume": "float", "error_code": "int"} }
🔍 Skill Browser (interactive preview)
Discover, visualize, and integrate embodied skills into your AI agents.
All Chemistry Biology Materials Instrument Handling Difficulty: Basic Difficulty: Advanced
Chemistry · Basic

Liquid Transfer (Pipetting)

Transfer precise volume between vessels with tip ejection and air displacement control.

Precision: ±1% SCP v1.0

🎥 Skill demo (3D animation / video preview) — reserved

Interactive visualization coming soon
Chemistry · Medium

Heating & Stirring

Control hotplate/stirrer with ramp rate, target temp, and stirring speed under inert atmosphere.

🎥 3D animation / sensor overlay — reserved

Biology · Advanced

Microscopy Imaging

Automated focus, stage movement, multi-channel acquisition with image quality assessment.

🔬 live demo / simulation — reserved

More than 150+ atomic skills and 40+ composite workflows available. Full skill browser with filters, versioning, and agent API coming in Q1 2027.

Agent-ready skill integration

SciSkills is natively compatible with PLAD agents, LabVLA, and any SCP-enabled robotic system. Skills can be dynamically queried, composed into experimental protocols, and executed with full safety traceability.

SCP Endpoint REST API (reserved) LabGym twin ready