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 skills add equinor/neqsim-community-skills --skill neqsim-ncs-value-chain-optimizationgit clone --depth 1 https://github.com/equinor/neqsim-community-skillsWrote 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/skills/equinor/neqsim-community-skills/neqsim-ncs-value-chain-optimization)<a href="https://agentmods.dev/skills/equinor/neqsim-community-skills/neqsim-ncs-value-chain-optimization"><img src="https://agentmods.dev/badge/skills/equinor/neqsim-community-skills/neqsim-ncs-value-chain-optimization/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/equinor/neqsim-community-skills/neqsim-ncs-value-chain-optimization"><img src="https://agentmods.dev/badge/skills/equinor/neqsim-community-skills/neqsim-ncs-value-chain-optimization.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00114 | $0.02768 |
| Opus 5.5 | $0.00046 | $0.01107 |
| Sonnet 5.5 | $0.00023 | $0.00554 |
| Haiku 4.5 | $0.00011 | $0.00277 |
Grade A, and why
neqsim-ncs-value-chain-optimization 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 19d 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 — 210 lines — stays where its author put it; the contents beside it link to each section on GitHub.
NCS Value-Chain Optimisation
This skill optimises the Norwegian Continental Shelf as one system. It takes the
open-data export graph from neqsim-ncs-infrastructure-network, puts supply on
it for every year, and answers:
- how much each field and discovery should produce each year to maximise value when all fields share the same trunklines, plants and terminals;
- which elements bind, and what one more MSm3/d or Sm3/d of capacity is worth there (shadow price);
- how an outage, capacity change, price shift or new tie-in propagates;
- where spare capacity (ullage) opens up over time, and which discoveries use it best;
- which producing fields could ship more, and whether the field or the network limits them.
Everything is public screening data. Governed inputs (corporate forecasts, Gassled tariffs, gas-quality specs, metered flows) enter through a scenario JSON produced by a private enterprise binding skill (a company writes its own; see the Enterprise Agent and Skill Repositories guide). This skill never reads company systems.
When to Use
- "Maximise NCS production/value for 2026–2040 given the pipeline system."
- "What is the most valuable debottleneck on the NCS, and when does it bind?"
- "If Kollsnes runs at 70% in 2027, what is lost and where does gas reroute?"
- "Which discoveries should be tied in first, into which host, and is there ullage?"
- "Which fields could produce more today, and what limits them?"
- Before a detailed NeqSim host process-model study: to get the rate targets the host must handle, including tie-ins.
Inputs
- An
NcsNetwork(bundled snapshot or a live rebuild). - A scenario (
ncs_value_chain_scenario.v1, seescenario.py) with these keys:years;prices(gas NOK/Sm3, liquid NOK/Sm3, exit-market factors);tariffs(default and per arc);discount_rate;capacity_overrides;outages(element, years, available fraction);forecast_overrides(e.g. corporate forecast per field);include_discoveries,tieback_max_km,max_paths_per_entity. All have stated public defaults.
What ships with it
11 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- examples/ncs_value_chain_study.py 2.4 KB runs code
- pyproject.toml 854 B
- README.md 1.4 KB
- src/ncs_value_chain_optimization/__init__.py 982 B runs code
- src/ncs_value_chain_optimization/neqsim_bridge.py 8.7 KB runs code
- src/ncs_value_chain_optimization/opportunities.py 7.2 KB runs code
- src/ncs_value_chain_optimization/optimizer.py 14 KB runs code
- src/ncs_value_chain_optimization/scenario.py 3.4 KB runs code
- src/ncs_value_chain_optimization/supply.py 11 KB runs code
- tests/conftest.py 328 B runs code
- tests/test_value_chain.py 6.3 KB runs code
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.
- 19d ago Changed fccd07ae7c99
- 1mo ago First seen · 210 lines · 114 tokens per session scan A 9d08faf7fb4a
neqsim-ncs-value-chain-optimization is a skill published in the GitHub repository equinor/neqsim-community-skills (4 stars, last pushed today), licensed Apache-2.0. It adds 114 tokens to every session and 2,768 once invoked, about $0.0005 per session on Opus 5.5. 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 2026-09-27.
neqsim-ncs-value-chain-optimization compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| neqsim-ncs-value-chain-optimizationequinor/neqsim-community-skills | Skill | 4 | today | Apache-2.0 | A | 114 | Claude Code, Codex |
| instrument-data-to-allotropeanthropics/knowledge-work-plugins | Skill | 35k | 3d ago | Apache-2.0 | A | 123 | Claude Code |
| exploratory-data-analysisK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 83 | Claude Code |
| matlabK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 44 | Claude Code |
| phylogeneticsK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 71 | Claude Code, Codex |
| research-engineerdavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 43 | Claude Code, Codex |
| mapping-to-snomedmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 205 | Claude Code |