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bundleiq

BundleIQ integration. Manage data, records, and automate workflows. Use when the user wants to interact with BundleIQ data.

Quality

69%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

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tessl review fix ./skills/bundleiq/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 delivers strong executable guidance: concrete CLI commands, a state-aware connection workflow with polling and error recovery, and clear best practices. Its main weaknesses are padded introductory material and structural sloppiness — a "skip to Step 2" reference with no Step 2 and a "1b" heading with no "1a" — that make the flow slightly harder to follow than it should be.

Suggestions

Fix the broken step references: define the numbered steps explicitly (e.g., label the connection setup as Step 1 and add a real "Step 2: Discover and run actions" section), or remove the "skip to Step 2" mentions entirely.

Trim the padded intro (who uses BundleIQ and why) and the filler line "Use action names and parameters as needed." to tighten token efficiency.

Consider moving the proxy options table and clientAction schema details into a reference file to keep SKILL.md as a lean overview.

DimensionReasoningScore

Conciseness

The body is mostly efficient and command-driven, but includes unnecessary padding: the intro paragraph about "researchers, analysts, and knowledge workers to build a centralized repository of insights and improve decision-making", the filler line "Use action names and parameters as needed.", and the rambling Agent Types sentence. This fits anchor 3 ('mostly efficient but includes some unnecessary explanation or could be tightened') rather than 4, where such sections would be minor and trimmable rather than several.

3 / 5

Actionability

Nearly all guidance is concrete and executable — `npm install -g @membranehq/cli@latest`, `membrane connection ensure` with polling, `action list/run` with `--input` JSON, and a proxy flags table — copy-paste ready for the common cases. Minor gaps (the dangling "skip to Step 2" reference) keep it at anchor 4 rather than 5.

4 / 5

Workflow Clarity

The setup sequence (install → login → connect → wait for ready → discover actions → run) is clear, and connection-state handling provides explicit checkpoints and a re-poll feedback loop, including error recovery for CONFIGURATION_ERROR/SETUP_FAILED. Not anchor 5 because the sequence is marred by a broken cross-reference ("skip to Step 2" with no Step 2 defined, and a "1b" section with no "1a"); not anchor 3 because checkpoints are explicit rather than implicit.

4 / 5

Progressive Disclosure

The single-file skill has well-organized sections (Install, Authentication, Connecting, Searching, Running, Proxy, Best practices) and no nested references, and no bundle files exist to verify. It is above the <50-line simple-skill exception, and content like the proxy options table and clientAction schema could arguably live in a reference file, matching anchor 4 ('good structure; most content is appropriately placed; minor organization gaps') rather than 5.

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 has a clear trigger clause naming the specific platform, which supports distinctiveness, but the capability statement is generic — "Manage data, records, and automate workflows" could describe almost any data tool. Tightening the 'what' with concrete BundleIQ-specific actions (e.g., searching the knowledge base, adding records) would raise both specificity and completeness.

Suggestions

Replace the generic "Manage data, records, and automate workflows" with 2-3 concrete BundleIQ-specific actions (e.g., "Search the BundleIQ knowledge base, add and tag records, summarize documents").

Add natural trigger synonyms users might say beyond the platform name, such as "knowledge base", "notes", or "workspace documents", to broaden trigger term coverage.

Clarify what BundleIQ is in one clause (e.g., "BundleIQ knowledge management platform") so users who mention the product differently still match the trigger.

DimensionReasoningScore

Specificity

The description names the domain ("BundleIQ integration") but the actions — "Manage data, records, and automate workflows" — are generic with no concrete verbs, matching anchor 2 ('names the domain but actions are minimal or generic') rather than 3, which requires at least one truly concrete action.

2 / 5

Completeness

Both parts are present: a 'what' ("Manage data, records, and automate workflows") and an explicit 'when' ("Use when the user wants to interact with BundleIQ data"), but the 'what' is generic and could be more specific, fitting anchor 4 rather than 5.

4 / 5

Trigger Term Quality

"BundleIQ" and "data"/"records" are relevant keywords a platform user would say, but the description misses common variations and synonyms (e.g., "knowledge base", "notes", "documents"), matching the 'some relevant keywords but missing common variations' anchor.

3 / 5

Distinctiveness Conflict Risk

The explicit "BundleIQ" platform name creates a clear niche with distinct triggers ("interact with BundleIQ data"), but the generic "Manage data, records, and automate workflows" phrasing carries minor overlap risk with other data-management skills.

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/bundleiq/SKILL.md

Reviewed

Table of Contents

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