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flowio

Read, inspect, and write Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. Use for low-level FCS metadata and channel inspection, NumPy event extraction, multi-dataset files, table export, and FCS 3.1 creation; use FlowKit for compensation, cytometry transforms, gating, or FlowJo workspaces.

75

Quality

93%

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SKILL.md
Quality
Evals
Security

Quality

Content

86%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

Well-structured, executable, and properly progressively disclosed content for a complex technical skill, with strong validation guidance and real bundle files backing every reference. Minor conciseness and feedback-loop gaps keep it just below perfect.

DimensionReasoningScore

Conciseness

The body is efficient and assumes Claude's competence on basics while explaining only FCS-specific semantics, but the administrative "Citing Scientific Agent Skills" section and a few contextual asides add length that could be trimmed without loss.

4 / 5

Actionability

Multiple copy-paste-ready, executable examples (read, multi-dataset, create FCS, write/copy) plus exact `uv` install and inspector commands cover the common cases with complete, runnable code.

5 / 5

Workflow Clarity

The six-step Operating Workflow includes an explicit validation checkpoint ("Validate writes by reopening them") and a Non-Negotiable Checks checklist, but it lacks an explicit fix-and-retry feedback loop for failed validations.

4 / 5

Progressive Disclosure

A clear overview structure points to five one-level-deep reference files (all verified present) and a bundled inspector script, each signaled with a one-line description, making navigation easy.

5 / 5

Total

18

/

20

Passed

Description

100%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, third-person description that states concrete capabilities, gives explicit use-when triggers, and clearly separates FlowIO's scope from FlowKit's. It is comprehensive without padding.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — "Read, inspect, and write", "low-level FCS metadata and channel inspection", "NumPy event extraction", "multi-dataset files", "table export", and "FCS 3.1 creation" — giving comprehensive coverage of the library's capabilities.

5 / 5

Completeness

Explicitly answers both what it does (read/inspect/write FCS files with the enumerated capabilities) and when to use it ("Use for low-level FCS metadata...") with concrete trigger phrases, and adds a negative trigger ("use FlowKit for...").

5 / 5

Trigger Term Quality

Covers natural user-facing terms including "Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files", "FCS metadata", "channel inspection", "event extraction", "table export", plus contrastive terms like "compensation", "gating", and "FlowJo workspaces".

5 / 5

Distinctiveness Conflict Risk

It carves a clear niche around low-level FCS I/O with FlowIO and explicitly redirects compensation, transforms, gating, and FlowJo workspaces to FlowKit, minimizing conflict with related cytometry skills.

5 / 5

Total

20

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
K-Dense-AI/scientific-agent-skills
Reviewed

Table of Contents

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