Agent skill · Science · K-Dense-AI

analytical-method-validation agent skill by K-Dense-AI

Plans, executes, and documents validation, verification, and transfer of analytical procedures under frameworks such as ICH Q2(R2), USP, and ISO/IEC 17025.

View on GitHub Read SKILL.md

At a glance

PublisherK-Dense-AI
RepositoryK-Dense-AI/claude-scientific-skills (177 listed skills)
CategoryScience and Research
LicenseMIT
Last commitOctober 12, 2026 (repository)
SKILL.md330 lines, 2,570 words
Bundled files17 files, including references, scripts, assets or templates
Quality score88/100 · B Passes all seven graded checks
Security scanNot scanned
README badgeGet the badges for this listing

Before you install

Read from the skill's files at the directory's October 19, 2026 snapshot: what ships with it, what its code reads, and the terms it is published under.

Install analytical-method-validation

The skills CLI works with Claude Code, Codex, Cursor and other agents; the other routes copy the folder by hand.

Skills CLI
npx skills add https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/skills/analytical-method-validation
Claude Code, project-level copy
tmp="$(mktemp -d)"
git clone --depth 1 https://github.com/K-Dense-AI/claude-scientific-skills.git "$tmp/repo"
mkdir -p .claude/skills
cp -R "$tmp/repo/"skills/analytical-method-validation .claude/skills/
rm -rf "$tmp"
Codex installer
python3 ~/.codex/skills/.system/skill-installer/scripts/install-skill-from-github.py \
    --repo K-Dense-AI/claude-scientific-skills \
    --path skills/analytical-method-validation

K-Dense-AI/claude-scientific-skills is third-party code. Read SKILL.md and any bundled scripts before you install it.

How the author describes it

Plans, executes, and documents validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP <1220>/<1225>/<1226>, ICH M10 bioanalytical, CLSI EP, or ISO/IEC 17025. Use for HPLC, LC-MS/MS, GC, CE, ICP-MS, dissolution, qNMR, qPCR, NIR, and ligand binding or cell-based assays whenever the question is whether a procedure is fit for its intended purpose. Triggers include "method validation", "analytical method validation", "AMV", "validation protocol", "acceptance criteria", "linearity", "reportable range", "accuracy and precision", "repeatability", "intermediate precision", "recovery", "LOD", "LOQ", "detection limit", "quantitation limit", "specificity", "robustness", "method transfer", "method comparison", "Deming", "Passing-Bablok", "Bland-Altman", "equivalence testing", "OOS investigation", "ICH Q2", "Q2(R2)", "Q14", "USP 1225", "ICH M10", "incurred sample reanalysis", "ISR", "CLSI EP", and any request to show that an assay works.

From the description field of SKILL.md. Agents read this line to decide when to load the skill.

Compatibility, from SKILL.md

CompatibilityRequires Python 3.11+. Scripts use only the standard library - no numpy, scipy, or network access. Statistical distributions are computed from first principles so results are reproducible in any…

Sections in SKILL.md

Files in the skill folder

Suede Skill Check: 88/100 · B

Report snapshot · · graded-v2

The rubric totals 100 points; published scores are capped at 99. Security scan: not scanned.

Source revision: a1043ef544e3. Report version 37471b2ffd1a. Badge URLs follow the latest listing; save the report to keep this version.

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What to review next

  • Description length: 1 of 5 points. 5 for 150–600 characters; 3 for 100–900; 1 for 50–1,024.
  • Boundary clause: 0 of 4 points. 4 when the description says when not to use the skill (“Not for …”, “Do not use …”, “Use … instead”).

Add declarations and bundled files when they describe the skill’s actual needs. Update the source, then request a fresh review with the changed commit or PR.

analytical-method-validation passes the required frontmatter check and all seven graded checks, which cover the SKILL.md format, a declared license and a commit in the last year. Those checks earn 56 of the score’s points; the rest come from description quality, instruction depth, bundled files, maintenance and curated-list citations. How the score works.

See the checks and points
CheckResult
Frontmatter parses and declares a name and a descriptionPass
Name uses lowercase letters, digits and hyphens, 64 characters or fewerPass
Name matches the skill's folder namePass
Description is between 50 and 1,024 charactersPass
Description says when an agent should use the skillPass
SKILL.md body is 500 lines or fewerPass
A license is declared in the frontmatter or the repositoryPass
Repository has a commit in the last 12 monthsPass
Score componentPoints
Structural checks56 of 56
Description length1 of 5
Boundary clause0 of 4
Example request3 of 3
Instruction depth7 of 7
Reference files3 of 3
Bundled scripts2 of 2
Recent maintenance9 of 9
Curated-list citations3 of 7
Tool permissions declared2 of 2
Compatibility declared2 of 2

Two badges for analytical-method-validation

Suede Skill Check: 88/100Suede Skill Check: Grade B

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Where this skill is cited

K-Dense-AI/claude-scientific-skills appears in 2 curated lists: BehiSecc/awesome-claude-skills, travisvn/awesome-claude-skills.

All science and research skills

More from K-Dense-AI/claude-scientific-skills

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