crucible

crucible is a skill for Claude Code from IamK77/Skill. It costs 36 tokens per session (596 once invoked), scanned A, original, Apache-2.0.

A method-design guide for research that tests competing approaches through experiments, such as machine learning, optimization, operations research, and systems.

In plain words
What is it for?
Use it to turn a research gap into a testable method, compare candidate approaches, build prototypes, and stress-test a method before writing it up.
Why use it?
It helps researchers avoid becoming attached to one idea before comparing it with alternatives and checking whether the evidence supports it.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the inquiry plugin — 6 skills shipped together

Good fit Use it to turn a research gap into a testable method, compare candidate approaches, build prototypes, and stress-test a method before writing it up.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/iamk77/skill/crucible
Install

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.

Any agent
npx skills add IamK77/Skill --skill crucible
Clone the repo
git clone --depth 1 https://github.com/IamK77/Skill

Made for: Claude Code.

Or install inquiry, the plugin that ships this one along with the rest of its 6 skills.

Wrote 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.

agentmods badge for crucible

README.md
[![agentmods](https://agentmods.dev/badge/skills/iamk77/skill/crucible/github.svg)](https://agentmods.dev/skills/iamk77/skill/crucible)
Your own site
<a href="https://agentmods.dev/skills/iamk77/skill/crucible"><img src="https://agentmods.dev/badge/skills/iamk77/skill/crucible/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.

agentmods 80×15 button for crucible

Your own site · 80×15
<a href="https://agentmods.dev/skills/iamk77/skill/crucible"><img src="https://agentmods.dev/badge/skills/iamk77/skill/crucible.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 36 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 596 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00036 $0.00596
Opus 5.5 $0.00014 $0.00238
Sonnet 5.5 $0.00007 $0.00119
Haiku 4.5 $0.00004 $0.00060

Measured 1mo ago against content hash a80151098f7f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

crucible 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 1mo 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.

skills/inquiry/crucible/SKILL.md · 56 lines

How it starts

The opening of the file, as written. The whole thing — 56 lines — stays where its author put it; the contents beside it link to each section on GitHub.

crucible

Invent and reshape research mechanisms through analogy, inversion, and recombination. Use while the idea is unsettled; no mandatory tournament, novelty certificate, or convergence.

Starting point

A mechanism is a story about how one change could produce another. Keep several incompatible stories alive long enough to learn what each lets you notice.

Bring a question, fragment, reference, or tension. Follow whichever association becomes useful; these invitations are not a sequence to complete. Speculation should remain distinguishable from an observed fact.

Thought experiments

Transfer a mechanism, not its costume

Borrow feedback, competition, memory, or conservation from another domain. Name the relation being transferred and where the analogy would break.

Invert the expensive assumption

If a method assumes perfect information, abundant compute, or stationary data, imagine the opposite. Does the objective change, or can the mechanism exploit the apparent weakness?

Recombine at the seam

Take the representation of one idea and the update rule of another. Sketch the simplest interesting case before adding machinery. A deliberately awkward hybrid can reveal a third option.

A possible turn

A search procedure repeatedly restarts after failure. A memory analogy suggests retaining forbidden regions; a market analogy suggests reallocating effort by opportunity cost; a developmental analogy suggests changing the representation over time. The aim is distinct causal stories, not renamed parameter settings.

Leave the space open

Offer a few genuinely different possibilities, a sketch, an analogy, or a sharper question when useful. Do not turn every prompt into a scored diagnostic, a completion gate, or a demand for an action plan. The human may choose a direction, combine them, or leave the question open.

Read the full file on GitHub · 56 lines

Files

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.

Changes

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.

  1. 1mo ago Changed · -128 lines · -140 tokens per session a80151098f7f
  2. 1mo ago First seen · 184 lines · 176 tokens per session scan A 4478c52a9d54

Subscribe to this mod's changes

crucible is a skill published in the GitHub repository IamK77/Skill (2 stars, last pushed 15d ago), licensed Apache-2.0. It adds 36 tokens to every session and 596 once invoked, about $0.0001 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 2026-08-31.

Related

Other skills, from other repositories

health-nutrition-expert

Apply cutting-edge 2025 nutrition science on longevity, metabolic health, gut microbiome, and evidence-based dietary patterns for optimal vitality and disease prevention. Use when planning a diet, evaluating a nutrition claim, or applying evidence-based guidance on longevity, metabolic, and gut health.

frankxai/claude-skills-library · 62 tokens

ai-analyzer

An AI health-analysis system that combines health, lifestyle, mental-health, and medical-history data. It detects unusual patterns, estimates selected health risks, answers questions about the data, and creates reports.

lingxling/awesome-skills-cn · 46 tokens

feature-engineering

Use when building or improving time series forecasting models and the user asks about exogenous variables, calendar features, rolling statistics, cyclical encoding, differencing, or feature scaling — or when forecast accuracy has plateaued and new features may help.

Lu1sDV/skillsmd · 52 tokens

vast-experiment-ops

Use when running or reporting ML experiments on rented Vast.ai GPU instances — diagnosing strict FP32 equivalence checks that pass on CPU but fail on CUDA (cuDNN TF32), parsing JSON metrics collected over SSH, and keeping held-out/test-scope reporting accurate.

Lu1sDV/skillsmd · 59 tokens

tabpfn-regress

Run a TabPFN regression baseline, generate the first submission, then optimize with GBT ensembles and regression-specific post-processing (clipping, target transforms, rank blending). Use after tabpfn-explore has prepared the data and CV folds.

dianaprior/kaggle-competition-agent-skill · 55 tokens

tabpfn-explore

EDA, data profiling, adversarial validation, preprocessing checks, CV scheme setup, and API budget verification for tabular Kaggle competitions. Run at the start of every new competition before any modeling.

dianaprior/kaggle-competition-agent-skill · 45 tokens