Name: precisefp
Rating: 60 (1 reviews)
Author: membranedev

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precisefp

PreciseFP integration. Manage Clients, Firms. Use when the user wants to interact with PreciseFP data.

Quality

70%

Does it follow best practices?

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Securityby

Low

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tessl review fix ./skills/precisefp/SKILL.md

Quality

Content

75%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 skill body is highly actionable with copy-paste CLI commands and a sensible multi-step workflow including a connection-state feedback loop. It loses some conciseness to motivational prose and a redundant actions section, and could tighten output-validation guidance.

Suggestions

Remove the redundant "Popular actions" section that repeats the action-list command already shown under "Searching for actions", or merge them.

Trim motivational filler (e.g. "so you can focus on the integration logic rather than auth plumbing") to reduce token cost.

Add a brief validation/error-handling note for `membrane action run` output so failures are caught and retried explicitly.

Dimension	Reasoning	Score
Conciseness	The body is mostly efficient with executable commands, but includes padded prose ("so you can focus on the integration logic rather than auth plumbing", "This is the fastest way to get a connection") and a redundant "Popular actions" section that restates the earlier action-list command, so it could be tightened.	3 / 5
Actionability	It provides fully executable, copy-paste-ready commands for every stage (install, login, connection ensure/get, action list/run, request proxy) plus a concrete flags table, covering the common cases.	5 / 5
Workflow Clarity	There is a clear install→authenticate→connect→poll→search→run sequence with a state-based feedback loop (READY / CLIENT_ACTION_REQUIRED / CONFIGURATION_ERROR with re-polling), but guidance on validating or handling action-run output errors is lighter, leaving minor checkpoint gaps.	4 / 5
Progressive Disclosure	The content is well-organized into clear sections with no bundle files to reference; the inline reference material (proxy flags, connection-state machine) is reasonable for a single-purpose CLI integration skill, with only minor organization gaps.	4 / 5
	Total	16 / 20 Passed

Description

66%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 is clear and distinct, explicitly answering both what the skill does and when to use it, but its action vocabulary is generic ("Manage") and trigger-term coverage is limited to the product name and two entities. Tightening the action list and adding natural synonyms would raise specificity and trigger quality.

Suggestions

Replace the generic verb "Manage" with concrete operations, e.g. "Create, update, and query Clients and Firms in PreciseFP".

Expand the trigger clause with natural user phrasings such as "client onboarding", "firm data", or "PreciseFP records".

Add common synonyms or aliases so the trigger fires on more varied user language.

Dimension	Reasoning	Score
Specificity	The description names the domain ("PreciseFP integration") and two concrete entities ("Manage Clients, Firms"), but the verb "Manage" is generic and coverage is not comprehensive, matching the anchor for naming a domain with 1-2 concrete actions.	3 / 5
Completeness	Both "what" ("PreciseFP integration. Manage Clients, Firms.") and "when" ("Use when the user wants to interact with PreciseFP data") are present and explicit, but the trigger phrases are not as specific or varied as the top anchor, so it sits below 5.	4 / 5
Trigger Term Quality	It surfaces the app name and "Clients"/"Firms" with an explicit trigger phrase ("Use when the user wants to interact with PreciseFP data"), but keyword coverage is thin with no synonyms or variations beyond the product name.	3 / 5
Distinctiveness Conflict Risk	PreciseFP is a named, niche financial-advisor platform with distinct triggers, so it is clearly distinguishable from other skills with minimal conflict risk.	5 / 5
	Total	15 / 20 Passed

Validation

93%

Warnings & errors only

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

Criteria	Description	Result
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/precisefp/SKILL.md
Commit: f484c82

Reviewed: 5 days ago

Table of Contents

Discovery Implementation Validation

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