Agent Marketplace
Filter by domain and maturity. Every Agent is one pip install away.
RetroChem Agent
Retrosynthesis pathway planning. Fine-tuned on USPTO-50K and a Reaxys subset, supports multi-step constraints and yield prediction.
ProteinForge
Protein design and stability prediction. Backed by ESMFold / OmegaFold; supports secondary-structure constraints.
BatteryBlend
Solid-state battery electrolyte formulation search. Takes a cathode chemistry, returns recommended electrolyte combinations and interface stability.
CatalystMiner
High-throughput virtual screening of heterogeneous catalysts. Supports DFT feature fusion and multi-objective Pareto analysis.
BrukerLink
Python SDK wrappers for Bruker XRD / NMR instruments, with session resume and auto-archival of raw spectra.
NetzschPilot
Netzsch DSC / TGA instrument control — method editing, real-time acquisition and curve auto-comparison.
Scientific Leaderboard
5-axis quality scoring: accuracy, reproducibility, safety, interpretability, on-prem maturity. Updated quarterly. All test logs are public.
| Rank | Agent / Model | Domain | Score | 5-axis score | Version |
|---|---|---|---|---|---|
| #1 | RetroChem-Pro | Retrosynthesis | 92.4 | v2.4.1 | |
| #2 | ProteinForge-X | Protein Eng. | 89.7 | v1.8.0 | |
| #3 | BatteryBlend-Industry | Solid-state battery | 87.1 | v0.9.2 | |
| #4 | CatalystMiner-2 | Industrial Catalysis | 85.6 | v1.3.0 | |
| #5 | EarthScale-AI | Climate Downscaling | 83.2 | v0.7.0 |
Data Alignment Lab
Provides cleaned, aligned, versioned training datasets for scientific Agents, with full data lineage.
Scientific Literature Alignment
PDF → structured JSON. Auto-extracts and normalizes reaction conditions, properties and equipment models.
Experiment Data Schema
Unified experiment metadata schema, covering synthesis, characterization and testing pipelines.
Versioning & Lineage
DVC + an internal lineage protocol. Every data point traces back to its source and processing steps.