Ecosystem
Connect Lattice Graph to your existing stack.
85 source databases, reference-spectrum matching, simulation engines, AI agent protocols, and export formats. Everything plugs into a single materials graph.
How integration works
Connect your data
Public sources are indexed for you; private-data ingestion is scoped with our team.
Query the unified graph
Search, filter, score, and simulate across all connected sources through the dashboard, API, or AI agent workflows.
Export to your workflow
Push results to reports, downstream tools, or decision workflows with full provenance and source attribution attached.
Data sources
85 source databases, normalized and cross-referenced.
Lattice Graph indexes public DFT databases, experimental repositories, patent corpora, and synthesis literature into a unified materials graph with row-level provenance.
Materials Project
AvailableDFT-computed inorganic compounds and phase diagrams
AFLOW
AvailableElastic, thermodynamic, and electronic properties
JARVIS
AvailableNIST DFT and ML datasets for 3D/2D materials
NOMAD
AvailableFAIR repository of raw and processed computational materials science data
OQMD
AvailableDFT thermodynamic and structural properties
Alexandria
Available10M+ high-throughput DFT calculations
COD
AvailableExperimentally validated crystal structures
USPTO Patents
AvailableChemical reactions and synthesis from patent text
RRUFF
AvailableMineral Raman and XRD spectral signatures
Lab systems
Match your measurements against reference data.
Diffraction and Raman matching endpoints exist in the API, but the reference libraries behind them are not yet populated in production. Direct import from instruments and lab notebooks is on the roadmap.
XRD Phase Matching
Coming soonMatch d-spacings against RRUFF reference patterns
Raman Spectra
Coming soonRaman fingerprint matching against RRUFF reference spectra
LIMS Integration
Coming soonImport sample records and test results
Electronic Lab Notebooks
Coming soonLabArchives and Benchling data import
FTIR Spectra
Coming soonFourier-transform infrared spectroscopy files
DSC / TGA
Coming soonThermal analysis data import
Battery Cyclers
Coming soonCycling data from Arbin, Maccor, BioLogic, and Neware
Simulation and compute
Run predictions, simulations, and screening from the platform.
Lattice Graph integrates physics-based simulation engines and ML models directly into materials workflows, with results traced back to input data and model versions.
PyBaMM
AvailableBattery simulation endpoints; production returns measured cycling data, full DFN/SPM simulation on request
CHGNet
AvailableNeural network potential for structure relaxation; falls back to reference DFT values
MACE
Coming soonEquivariant interatomic potentials, used today in our internal phonon compute pipeline
LightGBM Predictor
AvailableFormation-energy prediction trained on multi-source data
Causal Inference
AvailableCausal simulation for composition-property relationships
CTE Solver
AvailableThermal expansion mismatch analysis for packaging stacks
Developer and AI
API-first architecture. Every dashboard action is an API call.
Build custom workflows with the REST API, connect AI agents via MCP protocol, or orchestrate multi-step research with LangGraph agents.
REST API
Available240+ endpoints for materials search, prediction, simulation, and reports
MCP Protocol
AvailableTools for AI agent workflows: search, score, simulate, and report
Python SDK
AvailableTyped client library for Lattice Graph API
Webhook Events
Coming soonReal-time notifications for workflow state changes
LangGraph Agents
Available11 specialist agents plus an orchestrator for discovery, IP, synthesis, and more
Export and business
Get data out in the format your downstream process needs.
Export search results, reports, and workflow outputs to structured formats. Integrate billing and access management with existing enterprise systems.
CSV / JSON Export
AvailableBulk export of search results, rankings, and property tables
PDF Reports
AvailablePDF export of workflow deliverables
Stripe Billing
AvailableCard and invoice billing, set up with our team when your account is provisioned
SSO / SAML
AvailableEnterprise SSO via our identity provider, configured on request
Invoice Billing
AvailableInvoicing arranged manually for Enterprise contracts
Don't see your tool?
We are adding integrations based on customer need. Tell us what you use and we will prioritize it.