Tool category
Scientific Computing and Scientific AI
Section content
10 instruments in this category.
Reproducibility, formal methods, scientific-AI validation, formulas and benchmark-readiness tools.
Formal Methods Target Selector and Proof-Obligation Mapper
Maps a system to TLA+/Dafny/Lean/Rocq/SMT-style proof obligations and readiness gaps.
- Best for
- Formal-methods target and proof-obligation map
- Input
- 5 scored fields · 1 context fields
- Output
- Formal-methods target and proof-obligation map
- Method
- crosswalk matrix
- Maturity
- Prototype · v1.0
- Limits
- Preliminary output · Human review required · Not certification
Formal Specification Readiness Checker
Assesses whether a system has enough state, invariants, interfaces and failure modes for formal specification work.
- Best for
- Formal specification readiness note
- Input
- 6 scored fields · 0 context fields
- Output
- Formal specification readiness note
- Method
- validation protocol
- Maturity
- Research interface · v1.9
- Limits
- Preliminary output · Human review required · Not certification
Formula Validation Harness
Creates golden cases, dimensional checks, domain constraints and tolerance tests for formula calculators.
- Best for
- Formula validation harness
- Input
- 5 scored fields · 1 context fields
- Output
- Formula validation harness
- Method
- validation protocol
- Maturity
- Prototype · v1.0
- Limits
- Preliminary output · Human review required · Not certification
Frontier AI Evaluation Planner
Plans capability, safety, robustness and deployment evaluations for frontier or agentic AI systems.
- Best for
- Frontier AI evaluation plan
- Input
- 6 scored fields · 0 context fields
- Output
- Frontier AI evaluation plan
- Method
- validation protocol
- Maturity
- Prototype · v2.1
- Limits
- Preliminary output · Human review required · Not certification
Lean/Mathlib Formalization Readiness Studio
Assesses Lean/mathlib formalization readiness: definitions, dependencies, theorem statement, examples and compile target.
- Best for
- Lean formalization readiness studio report
- Input
- 5 scored fields · 1 context fields
- Output
- Lean formalization readiness studio report
- Method
- validation protocol
- Maturity
- Prototype · v1.0
- Limits
- Preliminary output · Human review required · Not certification
Reproducibility Risk Mapper
Scores whether a study or model result has enough artifacts to be reproduced or independently checked.
- Best for
- Reproducibility risk map
- Input
- 7 scored fields · 0 context fields
- Output
- Reproducibility risk map
- Method
- validation protocol
- Maturity
- Prototype · v1.5
- Limits
- Preliminary output · Human review required · Not certification
Scientific AI Validation Checklist
Builds a validation protocol for scientific AI, simulations, imaging models or analytical workflows.
- Best for
- Scientific validation protocol
- Input
- 7 scored fields · 1 context fields
- Output
- Scientific validation protocol
- Method
- validation protocol
- Maturity
- Beta · v1.2
- Limits
- Preliminary output · Human review required · Not certification
Scientific AI Validation Protocol Generator
Generates scientific-AI validation protocols with baselines, leakage, ablations, uncertainty and external validity.
- Best for
- Scientific AI validation protocol
- Input
- 6 scored fields · 1 context fields
- Output
- Scientific AI validation protocol
- Method
- validation protocol
- Maturity
- Prototype · v1.0
- Limits
- Preliminary output · Human review required · Not certification
Scientific Calculator Golden-Test Harness
Builds golden regression fixtures for scientific calculators across formula, unit and edge-case checks.
- Best for
- Scientific calculator golden-test harness
- Input
- 5 scored fields · 1 context fields
- Output
- Scientific calculator golden-test harness
- Method
- validation protocol
- Maturity
- Prototype · v1.0
- Limits
- Preliminary output · Human review required · Not certification
Scientific Reproducibility Scorecard
Creates a reproducibility scorecard for datasets, code, environments, evaluation protocols and reporting completeness.
- Best for
- Scientific reproducibility scorecard
- Input
- 7 scored fields · 0 context fields
- Output
- Scientific reproducibility scorecard
- Method
- radar
- Maturity
- Research interface · v1.7
- Limits
- Preliminary output · Human review required · Not certification