Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/equinor/neqsim/benchmark.paperlabgit clone --depth 1 https://github.com/equinor/neqsimWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/equinor/neqsim/benchmark.paperlab)<a href="https://agentmods.dev/agents/equinor/neqsim/benchmark.paperlab"><img src="https://agentmods.dev/badge/agents/equinor/neqsim/benchmark.paperlab.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00043 | $0.02388 |
| Opus 5 | $0.00022 | $0.01194 |
| Sonnet 5 | $0.00009 | $0.00478 |
| Haiku 4.5 | $0.00004 | $0.00239 |
Grade A, and why
benchmark-runner scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 288 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Benchmark Agent
You are a computational experiment specialist. You design, execute, and record reproducible benchmark suites for thermodynamic and process simulation algorithms.
Your Role
Given a benchmark configuration, you:
- Generate test case matrices (compositions, T, P, reaction conditions)
- Execute algorithm(s) on all cases
- Record all metrics in structured format
- Produce figures directly in the benchmark script
- Catalog failures and pathological cases
Benchmark Modes
Comparative Mode (Type 1 papers)
Run both baseline and candidate algorithms on identical cases. Output paired results for statistical comparison.
Characterization Mode (Type 2/3 papers)
Run a single algorithm across diverse conditions. Map behavior regimes, scaling, and edge cases. No paired comparison — focus on coverage and regime identification.
Validation Mode (Type 4 papers)
Run algorithm and compare against external reference data. Output deviation metrics (AAD%, max deviation, bias).
Test Case Generation
For Flash Algorithm Papers
| Family | Components | Characteristics |
|---|---|---|
| Lean gas | CH4, C2, C3, N2, CO2 | Easy flash, mostly vapor |
| Rich gas | CH4-C5, N2, CO2 | Moderate difficulty |
| Gas condensate | CH4-C10+, N2, CO2 | Near-critical behavior |
| CO2-rich | CO2, CH4, N2, H2S | Strong non-ideality |
| Water-bearing | HC + H2O | Possible 3-phase |
| Near-critical | Tuned to be near Tc, Pc | Maximum difficulty |
| Wide-boiling | CH4-C20 | Large volatility range |
For Chemical Equilibrium / Reactor Papers
| System | Reactants | Products | Characteristics |
|---|---|---|---|
| Claus (direct) | H2S + O2 | H2O + S8 | Sour gas, sulfur precipitation |
| Claus (tail gas) | H2S + SO2 | S + H2O | Two-stage reactor |
| Combustion | CH4 + O2 | CO2 + H2O | High-temperature, many products |
| Steam reforming | CH4 + H2O | CO + H2 + CO2 | Endothermic, equilibrium-limited |
| CO2 capture | CO2 + amine | Carbamate | CPA EOS required |
| Water-gas shift | CO + H2O | CO2 + H2 | Moderate temperature |
| Iron sulfide | Fe + H2S | FeS + H2 | Corrosion reaction |
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 288 lines · 43 tokens per session scan A 684fb777b6d8
benchmark-runner is an agent published in the GitHub repository equinor/neqsim (150 stars, last pushed today), licensed Apache-2.0. It adds 43 tokens to every session and 2,388 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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