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chatbase

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

Quality

68%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

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tessl review fix ./skills/chatbase/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

61%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 strongly actionable, executable Membrane CLI guidance with a clear connection-establishing workflow and good state-machine handling. Weaknesses are broken internal step references ('skip to Step 2' with no Step 2), an empty 'Popular actions' section, missing verification steps for data-managing actions, and moderate prose padding.

Suggestions

Fix the workflow numbering: either number the sections (1, 1b, 2) consistently or replace 'skip to Step 2' with a named section link like 'Searching for actions'.

Add a validation step after running actions, e.g. 'Check the output field for success before proceeding; for batch record updates, verify with a read/list action afterwards' to lift workflow clarity past the batch-operation cap.

Populate 'Popular actions' with actual example actions (e.g. list data sources, update record) or delete the stub, and trim marketing-style prose like 'focus on the integration logic rather than auth plumbing'.

DimensionReasoningScore

Conciseness

The body is mostly efficient, command-first content, but includes unnecessary padding: 'Membrane handles authentication and credentials refresh automatically — so you can focus on the integration logic rather than auth plumbing', 'This will burn less tokens and make communication more secure', and a filler overview ('Use action names and parameters as needed'). This matches 'mostly efficient but includes some unnecessary explanation', not anchor 4 which requires only minor trims.

3 / 5

Actionability

Concrete, executable commands appear throughout (npm install, membrane login, connection ensure, action run with --input, request with a full flag table), matching 'mostly executable guidance; concrete code or commands with minor gaps'. Not anchor 5 because the 'Popular actions' section lists no actual actions — it just repeats the discovery command.

4 / 5

Workflow Clarity

The sequence (install → login → connect → poll → discover → run) is present with good state-handling feedback (BUILDING/CLIENT_ACTION_REQUIRED/READY), but the text says 'skip to Step 2' when no Step 2 exists, and workflows that manage records/data ('Manage data, records') include no validation or verification of action results — the batch-operations rule caps this at 3.

3 / 5

Progressive Disclosure

The body has good structure with well-labeled sections (Install, Authentication, Connecting, Searching for actions, Running actions, Proxy requests, Best practices) appropriate for a single-file skill with no bundle files. Minor organization gaps — inconsistent numbering ('1b' with no 'Step 2') and a stub 'Chatbase Overview' — keep it at anchor 4 rather than 5.

4 / 5

Total

14

/

20

Passed

Description

61%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 an explicit 'Use when...' clause and a distinctive product-name trigger, but its capability statement is generic ('Manage data, records, and automate workflows') and trigger vocabulary is limited to the single word 'Chatbase' repeated twice. It would benefit from listing concrete Chatbase operations and natural synonyms.

Suggestions

Replace generic verbs with concrete Chatbase operations, e.g. 'Ingest and manage data sources, chatbot records, and analytics for Chatbase chatbots' to raise specificity.

Add natural trigger variations users would say, such as 'chatbot training data', 'Chatbase sources', or 'update my chatbot's answers', instead of repeating only 'Chatbase'.

Tighten the 'when' clause to concrete trigger phrases, e.g. 'Use when the user mentions Chatbase, chatbot training data, or wants to update chatbot records or analytics'.

DimensionReasoningScore

Specificity

The description names the domain ('Chatbase integration') but the actions are generic — 'Manage data, records, and automate workflows' describes no concrete operation, matching the anchor 'Names the domain but actions are minimal or generic'. It falls below anchor 3 because no specific action (e.g., 'ingest documents', 'update chatbot sources') is stated.

2 / 5

Completeness

Both a 'what' ('Chatbase integration. Manage data, records, and automate workflows') and an explicit 'when' ('Use when the user wants to interact with Chatbase data') are present, matching anchor 4. Not anchor 5 because the 'what' is vague and the 'when' lacks concrete trigger phrases beyond restating Chatbase.

4 / 5

Trigger Term Quality

'Chatbase' is a natural term a user would say, but it is essentially the only keyword and is repeated in both sentences; common variations like 'chatbot', 'train', 'FAQ', or 'sources' are missing. This is 'some relevant keywords but missing common variations', not anchor 4's 'good keyword coverage'.

3 / 5

Distinctiveness Conflict Risk

'Chatbase' is a distinct product name and the trigger 'interact with Chatbase data' is unambiguous, giving a clear niche with minimal conflict risk against other skills. It does not fall to anchor 4 because no closely related skill would plausibly capture this trigger.

5 / 5

Total

14

/

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/chatbase/SKILL.md

Reviewed

Table of Contents

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