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ab-tasty

A/B Tasty integration. Manage data, records, and automate workflows. Use when the user wants to interact with A/B Tasty data.

Quality

69%

Does it follow best practices?

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SecuritybySnyk

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tessl review fix ./skills/ab-tasty/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

67%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.

The body is a solid, executable guide: real commands, a well-documented connection state machine, and a useful proxy fallback with a flags table. Its weaknesses are padding (hollow entity overview, redundant action-list instructions), a "Popular actions" section that contains no popular actions, and a dangling "Step 2" cross-reference that breaks the workflow's internal navigation.

Suggestions

Delete the contentless "A/B Tasty Overview" entity list and the vague "Agent Types" paragraph, or fold a one-line entity glossary into the intro — they spend tokens without teaching anything.

Fix the dangling "skip to **Step 2**" reference by numbering the actual steps (1. Connect, 2. Discover actions, 3. Run or proxy), and make the "1b" heading consistent with that numbering.

Either populate "Popular actions" with a short list of common A/B Tasty actions (e.g. list campaigns, get test results, manage variations) or merge it with "Searching for actions" to remove the duplicated discovery command.

DimensionReasoningScore

Conciseness

Mostly efficient commands and examples, but several sections add little: the hollow "A/B Tasty Overview" bullet list (Campaign/Variation/Account/User/Test with no explanation), the padded "Agent Types" sentence ("claude, openclaw, codex, warp, windsurf, etc. Those will be used to adjust tooling..."), and the "Popular actions" section that repeats the action-discovery command already shown under "Searching for actions" without listing any actual actions.

3 / 5

Actionability

Concrete, executable bash commands throughout — install (`npm install -g @membranehq/cli@latest`), login, `connection ensure`, polling with `--wait`, `action list --intent`, `action run ... --input '{...}'`, and a proxy flags table — with placeholders clearly marked (CONNECTION_ID). Falls short of anchor 5 because "Popular actions" lists no real example actions and the `clientAction.agentInstructions` handling is described but never demonstrated.

4 / 5

Workflow Clarity

A clear install → login → connection ensure → poll state → handle clientAction → search actions → run/proxy sequence with good checkpoints: the READY/BUILDING/CLIENT_ACTION_REQUIRED/CONFIGURATION_ERROR state machine tells the agent exactly what to do in each case, including re-polling after user auth. Minor gaps keep it from 5: the instruction "skip to **Step 2**" references a step that is never labeled, the "1b" heading has no "1a"/numbered structure, and CLI invocation is inconsistent (`npx @membranehq/cli` vs `membrane`).

4 / 5

Progressive Disclosure

With no bundle files, everything is inline in a single ~140-line SKILL.md with clear section headers (Install, Authentication, Connecting, Searching, Running, Proxy, Best practices) — appropriate for this size. Minor organization gaps: the contentless Overview entity list and the mislabeled "Popular actions" section, and the proxy flags table is borderline reference material.

4 / 5

Total

15

/

20

Passed

Description

57%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.

The description correctly anchors on the A/B Tasty brand and includes an explicit "Use when..." trigger, but its capability statement is generic. "Manage data, records, and automate workflows" provides almost no information about what the skill actually does with A/B Tasty, and it omits the domain's natural vocabulary (experiments, campaigns, variations, personalization).

Suggestions

Replace "Manage data, records, and automate workflows" with concrete A/B Tasty capabilities, e.g. "Run campaigns, view variations and test results, manage accounts and users, and automate A/B Tasty workflows via pre-built actions or direct API proxying."

Expand the trigger clause with natural user phrasing: "Use when the user mentions A/B Tasty, A/B tests, experiments, campaigns, variations, or personalization data."

Mention the Membrane-based interaction model (CLI-driven with automatic auth) in the description so it is clear the skill works through a connector rather than raw API keys.

DimensionReasoningScore

Specificity

The description names the domain ("A/B Tasty integration") but the actions are generic — "Manage data, records, and automate workflows" could describe almost any data tool, with no concrete capabilities like running campaigns, analyzing experiment results, or managing variations.

2 / 5

Completeness

Both parts are explicitly present: a "what" ("A/B Tasty integration. Manage data, records, and automate workflows.") and a "Use when the user wants to interact with A/B Tasty data" trigger clause, but the "what" is vague and the "when" could be more specific — matching anchor 4 rather than 5.

4 / 5

Trigger Term Quality

It includes the relevant brand keyword "A/B Tasty" and "data", but misses the natural phrases users would say — "A/B tests", "experiments", "campaigns", "variations", "personalization", "feature flags" — so coverage of synonyms is incomplete.

3 / 5

Distinctiveness Conflict Risk

Anchoring on the distinct brand "A/B Tasty" gives it a clear niche with minimal conflict risk, but generic requests about A/B testing or experimentation platforms without the brand name could bleed into adjacent analytics/experimentation skills — mostly distinct with minor overlap.

4 / 5

Total

13

/

20

Passed

Validation

93%

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

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository

membranedev/application-skills

Path

skills/ab-tasty/SKILL.md

Reviewed

Table of Contents

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