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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.

53

Quality

60%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

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tessl review fix ./skills/amplitude-automation/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

62%Scale 1-3

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

This is a competent integration skill with clear workflow sequencing and good coverage of Amplitude operations via Rube MCP. Its main weaknesses are redundancy (pitfalls repeated in multiple places) and lack of fully executable examples — the guidance is specific but stays at the pseudocode/description level rather than showing complete tool invocations with realistic payloads and responses.

Suggestions

Consolidate the per-workflow pitfalls and the 'Known Pitfalls' section into a single location to eliminate redundancy and reduce token count by ~25%.

Add at least one complete end-to-end example showing an actual tool call with realistic parameters and the expected response structure.

Remove the generic 'When to Use' and 'Limitations' boilerplate sections at the bottom — they add no actionable information beyond what the description and workflows already convey.

DimensionReasoningScore

Conciseness

The skill is reasonably structured but contains significant redundancy — pitfalls are repeated across individual workflows and then again in the 'Known Pitfalls' section (e.g., user ID resolution, timestamps). The 'Common Patterns' section re-explains ID resolution already covered in workflow #2. The boilerplate 'When to Use' and 'Limitations' sections add no value. Could be tightened by ~30%.

2 / 3

Actionability

Tool names and parameters are clearly specified, and the JSON example for user properties is helpful. However, the 'Common Patterns' sequences are pseudocode-style numbered lists rather than executable code/commands, and there are no complete end-to-end examples showing actual tool invocations with realistic parameters and expected responses. The guidance is specific enough to follow but not copy-paste ready.

2 / 3

Workflow Clarity

Multi-step workflows are clearly sequenced with explicit tool ordering, prerequisite steps (e.g., FIND_USER before GET_USER_ACTIVITY), and the async cohort pattern includes a proper feedback loop (repeat status check until complete/error). Each workflow has clear 'when to use' triggers and labeled required vs optional steps.

3 / 3

Progressive Disclosure

The content is well-organized with clear sections and a quick reference table, but it's a monolithic document with no references to external files. The repeated pitfalls and the length (~180 lines of substantive content) suggest some material could be split into separate reference files. However, with no bundle files provided, this is somewhat expected. The structure within the single file is reasonable but could benefit from consolidation.

2 / 3

Total

9

/

12

Passed

Description

57%Scale 1-3

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 identifies a clear and distinctive niche (Amplitude automation via Rube MCP/Composio) which minimizes conflict risk, but it lacks an explicit 'Use when...' clause and could benefit from more natural trigger terms that users would actually say. The capability list is present but terse, reading more like a keyword list than a comprehensive description of actions.

Suggestions

Add an explicit 'Use when...' clause, e.g., 'Use when the user asks about Amplitude analytics, tracking events, viewing user activity, managing cohorts, or identifying users.'

Include additional natural trigger terms users might say, such as 'analytics', 'product analytics', 'tracking', 'funnel analysis', 'retention', or 'event data'.

DimensionReasoningScore

Specificity

Lists some concrete actions (events, user activity, cohorts, user identification) but they are terse and not fully elaborated as specific operations. The instruction to 'search tools first for current schemas' adds a procedural detail but doesn't expand on capabilities.

2 / 3

Completeness

Describes what it does (automate Amplitude tasks) but lacks an explicit 'Use when...' clause. The when is only implied by the mention of Amplitude and Composio. Per rubric guidelines, missing explicit trigger guidance caps this at 2.

2 / 3

Trigger Term Quality

Includes relevant keywords like 'Amplitude', 'events', 'user activity', 'cohorts', 'Rube MCP', and 'Composio', but misses common user phrasings like 'analytics', 'tracking', 'funnel', 'retention', or 'product analytics' that users might naturally say.

2 / 3

Distinctiveness Conflict Risk

The combination of 'Amplitude', 'Rube MCP', and 'Composio' creates a very specific niche that is unlikely to conflict with other skills. This is clearly distinguishable from generic analytics or data skills.

3 / 3

Total

9

/

12

Passed

Validation

90%

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

Validation — 10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

10

/

11

Passed

Repository
popey/claude-code-skills
Reviewed

Table of Contents

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