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 Solitario119/iccap-mcp-server --skill iccap-extractiongit clone --depth 1 https://github.com/Solitario119/iccap-mcp-serverWrote 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/solitario119/iccap-mcp-server/iccap-extraction)<a href="https://agentmods.dev/skills/solitario119/iccap-mcp-server/iccap-extraction"><img src="https://agentmods.dev/badge/skills/solitario119/iccap-mcp-server/iccap-extraction/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/solitario119/iccap-mcp-server/iccap-extraction"><img src="https://agentmods.dev/badge/skills/solitario119/iccap-mcp-server/iccap-extraction.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 | $0.00000 | $0.00352 |
| Opus 5.5 | $0.00000 | $0.00141 |
| Sonnet 5.5 | $0.00000 | $0.00070 |
| Haiku 4.5 | $0.00000 | $0.00035 |
Grade A, and why
iccap-extraction 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 2mo 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.
What it actually says
IC-CAP Parameter Extraction Skills
Use this resource group to plan, execute, evaluate, and refine compact-model parameter extraction in IC-CAP.
Skill index
Reusable extraction operations
Extraction-strategy skills
The strategy files encode triggers, prerequisites, parameter dependencies, phase order, physical constraints, validation criteria, and corrective actions for a model family. They do not store expert-extracted final parameter values. Initial values must be estimated from the target device measurements or chosen from justified physical ranges.
Adapt parameter names and available mechanisms to the installed compact-model version and the measurement set.
Extraction loop
- Identify the model family, characterization domain, and available data.
- Check project and data prerequisites.
- Select the smallest parameter group identified by the current domain.
- Estimate starting values from the target measurements.
- Apply physically meaningful bounds.
- Simulate and inspect the initial state.
- Optimize the active group through IC-CAP.
- Evaluate numerical error, curve shape, and physical plausibility.
- Apply a targeted corrective action when the phase is not acceptable.
- Recheck earlier domains before moving to the next phase.
Parameter extraction is not a single optimizer call. Project construction, data preparation, phase order, parameter coupling, physical constraints, and cross-domain evaluation all affect the accepted result.
What ships with it
6 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.
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.
- 2mo ago First seen · 45 lines · 0 tokens per session scan A d2259e8a8426
iccap-extraction is a skill published in the GitHub repository Solitario119/iccap-mcp-server (5 stars, last pushed 1mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 352 tokens. 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 2026-08-31.
iccap-extraction compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| iccap-extractionSolitario119/iccap-mcp-server | Skill | 5 | 1mo ago | MIT | A | 0 | Claude Code, Codex |
| neuroskill-bciNousResearch/hermes-agent | Skill | 261k | yesterday | MIT | A | 18 | Claude Code, Codex |
| ruview-applicationsruvnet/RuView | Skill | 103k | yesterday | MIT | A | 79 | Claude Code |
| lab-hardware-cadK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 108 | Claude Code |
| pylabrobotK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 49 | Claude Code |
| pybammK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 70 | Claude Code, Codex |
| calibrate-roomruvnet/RuView | Skill | 103k | yesterday | MIT | A | 41 | Claude Code |