Structure Fetching Skill

SkillSearch

This loads the lowest-energy TiO2 structure from Materials Project directly into the viewer. The formula is automatically normalized for OPTIMADE (alphabetical element order: "O2Ti").

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Structure Fetching Skill skill

About this capability

Fetch crystal structures from Materials Project/OPTIMADE databases and molecules from PubChem. Search, select, and load structures into the CatGO viewer.

What this skill tells your AI

The instructions your AI receives, as published by hello-qm/catgo-lrg in server/catgo/workflow/skills/structure/fetch/SKILL.md and read by ahel’s review.

When to Use

Use this skill when the user wants to:

  • Load a known crystal structure (e.g., "get TiO2 rutile")
  • Search for materials by composition or elements
  • Fetch a molecule by name or formula from PubChem
  • Browse structures from OPTIMADE-compliant databases

Data Sources

SourceTool actionWhat it has
Materials Projectcatgo_fetch(action: "crystal")~150k inorganic crystals, DFT-relaxed
Alexandriacatgo_fetch(action: "search", provider: "alexandria")~5M structures, PBE/PBEsol
MC3Dcatgo_fetch(action: "search", provider: "mc3d")Curated crystal database
2DMatPediacatgo_fetch(action: "search", provider: "twodmatpedia")2D materials
PubChemcatgo_fetch(action: "molecule")~110M molecules, 3D conformers

MCP Tool Examples

Fetch a crystal by formula (Materials Project)

catgo_fetch(action: "crystal", formula: "TiO2", provider: "mp")

This loads the lowest-energy TiO2 structure from Materials Project directly into the viewer. The formula is automatically normalized for OPTIMADE (alphabetical element order: "O2Ti").

Fetch a specific structure by ID

catgo_fetch(action: "crystal", structure_id: "mp-2657", provider: "mp")

Search for structures (returns list, does not auto-load)

catgo_fetch(action: "search", formula: "Fe2O3", provider: "mp", limit: 10)

Returns a list of matching structures with IDs, space groups, and energies. The user then picks one to load:

catgo_fetch(action: "crystal", structure_id: "mp-19770", provider: "mp")

Search by elements (any compound containing these elements)

catgo_fetch(action: "search", elements: ["Ti", "O"], provider: "mp", limit: 5)

This finds all compounds containing Ti and O (TiO2, Ti2O3, SrTiO3, etc.).

Search across multiple providers

catgo_fetch(action: "search", formula: "BaTiO3", provider: "alexandria", limit: 5)

Fetch a molecule from PubChem

By name:

catgo_fetch(action: "molecule", query: "aspirin")

By formula:

catgo_fetch(action: "molecule", query: "C6H12O6")

By PubChem CID:

catgo_fetch(action: "molecule", cid: 2244)

Add a molecule to existing structure

To add a molecule into the current structure (e.g., adding an adsorbate above a surface), use catgo_structure instead:

catgo_structure(action: "add_molecule", query: "water", count: 1)

This fetches from PubChem and merges into the current viewer structure. For multiple copies (e.g., a water layer):

catgo_structure(action: "add_molecule", query: "water", count: 5, spacing: 2.8)

Workflow: Search -> Select -> Load -> Build

A typical session for setting up a catalysis calculation:

  1. Search for the bulk crystal:
catgo_fetch(action: "search", formula: "RuO2", provider: "mp", limit: 5)
  1. Load the desired polymorph:
catgo_fetch(action: "crystal", structure_id: "mp-825", provider: "mp")
  1. Verify it loaded correctly:
catgo_view(action: "get_state")
  1. Build a slab for surface chemistry:
catgo_structure(action: "slab", miller_index: [1, 1, 0],
                min_slab_size: 10.0, min_vacuum_size: 15.0)
  1. Place an adsorbate:
catgo_structure(action: "add_molecule", query: "OH")

Formula Normalization

OPTIMADE requires formulas in alphabetical element order:

  • User says "TiO2" -> query sends "O2Ti"
  • User says "Fe2O3" -> query sends "Fe2O3" (already alphabetical)
  • User says "H2O" -> query sends "H2O" (already alphabetical)

Unicode subscripts are automatically converted: TiO₂ -> TiO2.

The catgo_fetch tool handles this normalization internally. You do not need to manually reorder formulas.

Provider-Specific Notes

Materials Project (mp)

  • Highest quality: structures are DFT-relaxed with standardized settings
  • Has computed properties: band gap, formation energy, stability
  • Preferred for common inorganic materials

Alexandria

  • Largest database (~5M structures)
  • Good for finding exotic compositions
  • PBE and PBEsol relaxed

PubChem

  • Molecules only (no periodic structures)
  • 3D conformers from MMFF94 or experimental data
  • Returns the first conformer; may not be the global minimum
  • Always optimize the geometry after fetching for DFT work

Common Mistakes

  • Searching with non-alphabetical formula on OPTIMADE (handled automatically)
  • Expecting PubChem molecules to be DFT-optimized (they are not)
  • Loading a crystal when a molecule is needed, or vice versa
  • Not checking catgo_view(action: "get_state") after loading to confirm the structure is correct

Signals

GitHub stars
196
Forks
23
Last commit
Sep 2026

Others that do the same job

Advanced
Catalog kind
skill
Gateway key
structure-fetch
Source
github.com/hello-qm/catgo-lrg