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amplitude-automation

Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas.

82

1.23x
Quality

Does it follow best practices?

Impact

83%

1.23x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Quality

Content

85%

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

The body is highly actionable and clearly sequenced with validation checkpoints and an async feedback loop, well-organized as a self-contained single-file skill; its only weakness is redundancy where the Known Pitfalls section restates pitfalls already covered per workflow.

Suggestions

Consolidate the 'Known Pitfalls' section or convert it to cross-references — it repeats the ms-timestamp, ID-resolution, and async-cohort points already in the per-workflow Pitfalls blocks, inflating token usage.

Pick one canonical location for each pitfall (e.g. keep the timestamp rule only in workflow #1's Pitfalls and the ID-resolution rule only in Common Patterns) to remove the triplicated guidance.

DimensionReasoningScore

Conciseness

The body is lean and avoids explaining concepts Claude already knows, but the 'Known Pitfalls' section duplicates timestamp (ms), ID-resolution, and async-cohort guidance already present in the per-workflow Pitfalls blocks, so it could be tightened.

2 / 3

Actionability

It provides exact tool slugs (e.g. AMPLITUDE_SEND_EVENTS), typed parameters with required/optional flags, a concrete JSON example for user_properties, and a quick-reference table — copy-paste ready guidance for an MCP-tool skill.

3 / 3

Workflow Clarity

Each workflow is a numbered tool sequence with [Required]/[Optional]/[Prerequisite] tags, setup includes an explicit ACTIVE-status validation checkpoint, and the batch/destructive cohort operation has a feedback loop (CHECK_COHORT_STATUS until complete/error).

3 / 3

Progressive Disclosure

As a single-file skill with no bundle files, it is well-organized into clear sections (Prerequisites, Setup, Core Workflows, Common Patterns, Known Pitfalls, Quick Reference) with a navigation table, and contains no nested or broken references.

3 / 3

Total

11

/

12

Passed

Description

72%

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 specific to a clear Amplitude-via-Rube niche with strong natural trigger terms, but it lacks an explicit 'Use when...' clause and leans on a generic verb, capping completeness and specificity at the mid level.

Suggestions

Add an explicit 'Use when...' clause, e.g. 'Use when the user wants to send Amplitude events, query user activity, look up users, or manage cohorts via Composio.'

Replace the generic 'Automate Amplitude tasks' phrasing with concrete action verbs, e.g. 'Send events, retrieve user activity, search and identify users, and manage cohort membership in Amplitude via Rube MCP (Composio).'

DimensionReasoningScore

Specificity

It names the Amplitude domain and four task areas ('events, user activity, cohorts, user identification'), but relies on a single generic verb ('Automate Amplitude tasks') rather than enumerating multiple concrete action verbs, so it does not reach the comprehensive level.

2 / 3

Completeness

The 'what' is clear ('Automate Amplitude tasks via Rube MCP...'), but there is no explicit 'Use when...' trigger clause; the closing sentence is an instruction ('Always search tools first'), not usage guidance, so completeness caps at 2.

2 / 3

Trigger Term Quality

Natural terms a user would actually say are well covered — 'Amplitude', 'events', 'user activity', 'cohorts', 'user identification' — giving good trigger coverage beyond the technical 'Rube MCP (Composio)' framing.

3 / 3

Distinctiveness Conflict Risk

The 'via Rube MCP (Composio)' Amplitude niche is specific and unlikely to trigger for unrelated skills, with distinct tooling triggers.

3 / 3

Total

10

/

12

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.

Validation15 / 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
davepoon/buildwithclaude
Reviewed

Table of Contents

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