IRC Verification with Sella

SkillDev tools

Verify non-periodic molecular TS connectivity with forward/reverse IRC using endpoint connectivity and RMSD checks.

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 IRC Verification with Sella skill

What this skill tells your AI

The instructions your AI receives, as published by learningmatter-mit/atomisticskills in .agents/skills/chem-irc-verification/SKILL.md and read by ahel’s review.

Verify that a saddle-point-optimized TS connects the intended reactant and product.

Scope

  • Domain: molecular chemistry only (non-periodic systems).
  • Trigger: user has optimized reactant/product + optimized TS and needs IRC endpoint verification.
  • Exclusions: periodic systems and barrier-only workflows.

Tool

verify_irc_sella.py

Runs forward/reverse IRC from the TS, optionally relaxes endpoints, then checks mapping quality.

Use with MACE

# Env: mace-agent
python .agents/skills/chem-irc-verification/scripts/verify_irc_sella.py \
  --reactant reactant_optimized.xyz \
  --product product_optimized.xyz \
  --ts ts_optimized.xyz \
  --model_type mace \
  --model_name MACE-OFF23-small \
  --fmax 0.02 \
  --steps 1000 \
  --rmsd_threshold 0.20 \
  --relax_endpoints true \
  --endpoint_relax_fmax 0.02 \
  --output_dir results/irc

Use with FAIRChem (UMA)

# Env: fairchem-agent
python .agents/skills/chem-irc-verification/scripts/verify_irc_sella.py \
  --reactant reactant_optimized.xyz \
  --product product_optimized.xyz \
  --ts ts_optimized.xyz \
  --model_type fairchem \
  --model_name uma-s-1p1 \
  --task_name omol \
  --fmax 0.02 \
  --steps 1000 \
  --rmsd_threshold 0.20 \
  --relax_endpoints true \
  --endpoint_relax_fmax 0.02 \
  --output_dir results/irc

Arguments

  • --reactant: required optimized reactant geometry.
  • --product: required optimized product geometry.
  • --ts: required saddle-point-optimized TS geometry.
  • --model_type: required backend (mace or fairchem).
  • --model_name: optional model identifier/checkpoint.
  • --task_name: optional model head/task (for UMA molecular runs use omol).
  • --device: auto|cpu|cuda (default auto).
  • --fmax: IRC convergence threshold in eV/A (default 0.02).
  • --steps: maximum IRC steps per direction (default 1000).
  • --rmsd_threshold: endpoint RMSD threshold in A (default 0.20).
  • --relax_endpoints: true|false, relax IRC endpoints before matching (default true).
  • --endpoint_relax_fmax: force threshold for optional endpoint relaxation (default 0.02).
  • --output_dir: required output directory.

Outputs

  • irc_forward.traj, irc_reverse.traj: IRC trajectories.
  • irc_forward.log, irc_reverse.log: IRC logs.
  • irc_forward_endpoint.xyz, irc_reverse_endpoint.xyz: terminal endpoint geometries.
  • irc_verification_results.json: endpoint assignment and pass/fail summary.

irc_verification_results.json fields include:

  • selected endpoint assignment (endpoint_mapping)
  • per-pair metrics (connectivity_match, rmsd_angstrom, thresholds)
  • all candidate assignments with total RMSD
  • final decision (verification_passed)

Verification Criterion

Verification passes only if both mapped endpoint-target pairs satisfy:

  • same formula and atom order
  • connectivity graph match
  • Kabsch-aligned RMSD <= rmsd_threshold

Default criterion: both pairs must pass with rmsd_threshold = 0.20 A.

Model Guidance

  • Recommended for molecules:
    • MACE-OFF23-small / MACE-OFF23-medium
    • uma-s-1p1 with --task_name omol
  • Use the same backend/model/head as TS optimization to avoid model inconsistency.

Prerequisites And Constraints

  • Activate mace-agent or fairchem-agent depending on backend.
  • Script enforces pbc=False for all inputs.
  • Reactant/product/TS must have identical composition and consistent atom ordering.

Examples

See examples/ directory for sample inputs and outputs.

Author: Juno Nam Contact: GitHub @recisic

Signals

GitHub stars
164
Forks
24
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
chem-irc-verification
Source
github.com/learningmatter-mit/atomisticskills