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.
At a glance
| Publisher | K-Dense-AI |
|---|---|
| Repository | K-Dense-AI/claude-scientific-skills (177 listed skills) |
| Category | Science and Research |
| License | MIT |
| Last commit | October 12, 2026 (repository) |
| SKILL.md | 330 lines, 2,570 words |
| Bundled files | 17 files, including references, scripts, assets or templates |
| Quality score | 88/100 · B Passes all seven graded checks |
| Security scan | Not scanned |
| README badge | Get 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.
- Bundled scripts: 8 script files (8 Python). Your agent may run them, so read them first.
- Tool permissions requested:
Read Write Edit Bash(theallowed-toolsfield of SKILL.md). - License: MIT, an open-source or open-content license.
Install analytical-method-validation
The skills CLI works with Claude Code, Codex, Cursor and other agents; the other routes copy the folder by hand.
npx skills add https://github.com/K-Dense-AI/claude-scientific-skills/tree/main/skills/analytical-method-validation
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"
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
| Compatibility | Requires 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
- When to use
- The two rules
- Scope
- Copyright boundary
- Frameworks
- Scripts
- Workflow
- 1. Fix the framework and the required characteristics
- 2. Generate the protocol and fill in the criteria
- 3. Evaluate the response
- 4. Evaluate accuracy and precision
- 5. Establish DL and QL, and confirm them
- 6. Bioanalytical runs under ICH M10
- 7. Transfer and method comparison
- What this skill exists to prevent
- References
Files in the skill folder
SKILL.mdassets/validation-protocol-template.mdassets/validation-report-template.mdreferences/compendial-and-clsi.mdreferences/framework-selection.mdreferences/ich-m10-bioanalytical.mdreferences/ich-q2r2.mdreferences/source-ledger.mdreferences/statistics.mdscripts/_catalog.pyscripts/_common.pyscripts/check_accuracy_precision.pyscripts/check_bioanalytical_run.pyscripts/check_detection_limits.pyscripts/check_response.pyscripts/compare_methods.pyscripts/plan_validation.py
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.
Download report · Request a fresh review
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
| Check | Result |
|---|---|
| Frontmatter parses and declares a name and a description | Pass |
| Name uses lowercase letters, digits and hyphens, 64 characters or fewer | Pass |
| Name matches the skill's folder name | Pass |
| Description is between 50 and 1,024 characters | Pass |
| Description says when an agent should use the skill | Pass |
| SKILL.md body is 500 lines or fewer | Pass |
| A license is declared in the frontmatter or the repository | Pass |
| Repository has a commit in the last 12 months | Pass |
| Score component | Points |
|---|---|
| Structural checks | 56 of 56 |
| Description length | 1 of 5 |
| Boundary clause | 0 of 4 |
| Example request | 3 of 3 |
| Instruction depth | 7 of 7 |
| Reference files | 3 of 3 |
| Bundled scripts | 2 of 2 |
| Recent maintenance | 9 of 9 |
| Curated-list citations | 3 of 7 |
| Tool permissions declared | 2 of 2 |
| Compatibility declared | 2 of 2 |
Two badges for analytical-method-validation
Choose the numeric badge, the letter badge, or both. Each links to this skill’s Suede listing; either valid linked badge can qualify for the feature offer.
[](https://skills.suedeai.ai/directory/k-dense-ai/claude-scientific-skills/analytical-method-validation/)
[](https://skills.suedeai.ai/directory/k-dense-ai/claude-scientific-skills/analytical-method-validation/)<a href="https://skills.suedeai.ai/directory/k-dense-ai/claude-scientific-skills/analytical-method-validation/"><img src="https://skills.suedeai.ai/directory/k-dense-ai/claude-scientific-skills/analytical-method-validation/score.svg" alt="Suede Skill Check: 88/100" width="160" height="175"></a>
<a href="https://skills.suedeai.ai/directory/k-dense-ai/claude-scientific-skills/analytical-method-validation/"><img src="https://skills.suedeai.ai/directory/k-dense-ai/claude-scientific-skills/analytical-method-validation/badge.svg" alt="Suede Skill Check: Grade B" width="160" height="175"></a>Suede Certified on the shield refers to this published structural quality check. Security scan: not scanned. Read the methodology.
Limited-time feature offer: display either the numeric or letter badge in your repository or skill README (both also qualify), then request badge verification. Eligible skills scoring 80–99 can receive a featured placement after Suede verifies at least one valid badge linked to the skill’s listing. Suede has not announced an end date.
Where this skill is cited
K-Dense-AI/claude-scientific-skills appears in 2 curated lists: BehiSecc/awesome-claude-skills, travisvn/awesome-claude-skills.