What problem does it solve? Benchmark validation in NeqSim tasks is usually rewritten from scratch in every notebook, with reference values pasted as bare literals, no citation, invented tolerances, and no check that the reference is actually independent of the model being tested. This Skill supplies the reference side of the comparison: traceable sources, applicability ranges, grading rules, and the exact benchmark_validation block that report generators and CI gates consume. ## Core Features & Use Cases - Reference source registry: Registers IAPWS-95, IAPWS-IF97, Span-Wagner CO2, Setzmann-Wagner methane, Span nitrogen, Bucker-Wagner ethane, Lemmon propane, GERG-2008, CoolProp HEOS, and NIST WebBook with authority tiers, validated temperature/pressure ranges, and stated uncertainties. - Offline anchor table: Published critical points, triple points, boiling points, and an ambient water density that run with no optional dependency and no network. - Optional CoolProp backend: Generates reference values at arbitrary (T, P) states or grids when CoolProp is installed. - Comparison and reporting layer: Grades PASS/WARN/FAIL/INFO, rejects references that do not outrank the model basis, checks deviations against source uncertainty, enforces a three-point minimum, and emits the benchmark_validation block for results.json plus a Markdown table. - Use Case: While writing a benchmark notebook for an SRK pure-component study, compare NeqSim critical constants against the anchor table, print the Markdown table, and write the results.json block that passes the CI gate. ## Quick Start Ask the agent to benchmark my NeqSim CO2 critical temperature and pressure against the offline anchor reference data and produce the benchmark_validation block for results.json.