groq-local-dev-loop
Configure Groq local development with hot reload, mocking, and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Groq. Trigger with phrases like "groq dev setup", "groq local development", "groq dev environment", "develop with groq".
64
77%
Does it follow best practices?
Impact
—
No eval scenarios have been run
Passed
No known issues
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npx tessl skill review --optimize ./plugins/saas-packs/groq-pack/skills/groq-local-dev-loop/SKILL.mdQuality
Discovery
89%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a solid skill description that clearly communicates its purpose and when to use it. It includes explicit trigger phrases and a well-defined scope around Groq local development. The main weakness is that the 'what' portion could be more specific about the concrete actions performed (e.g., configuring specific files, setting up specific tools) rather than listing high-level concepts like 'hot reload' and 'mocking'.
Suggestions
Expand the capability list with more concrete actions, e.g., 'Sets up hot reload watchers, configures mock API responses, creates test harnesses' rather than just naming the concepts.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (Groq local development) and some actions (hot reload, mocking, testing), but doesn't list multiple concrete specific actions—'configure' is somewhat vague and the listed items are more features/concepts than discrete actions. | 2 / 3 |
Completeness | Clearly answers both 'what' (configure Groq local development with hot reload, mocking, and testing) and 'when' (setting up a development environment, configuring test workflows, establishing a fast iteration cycle) with explicit trigger phrases. | 3 / 3 |
Trigger Term Quality | Includes explicit trigger phrases like 'groq dev setup', 'groq local development', 'groq dev environment', 'develop with groq', plus natural terms like 'development environment', 'test workflows', 'fast iteration cycle'. Good coverage of terms a user would naturally say. | 3 / 3 |
Distinctiveness Conflict Risk | The description is clearly scoped to Groq-specific local development setup, which is a distinct niche. The trigger terms are specific to Groq and unlikely to conflict with generic development or other tool-specific skills. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
64%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a solid, actionable skill with excellent executable code examples covering the full dev loop from project setup through testing. Its main weaknesses are moderate verbosity (unnecessary explanatory text and some obvious tips), lack of explicit validation checkpoints between workflow steps, and a monolithic structure that could benefit from splitting detailed code into referenced files.
Suggestions
Remove the overview paragraph about Groq's sub-second response times and the 'context-switching' explanation — Claude doesn't need motivation, just instructions.
Add explicit validation checkpoints between steps, e.g., 'Run `npx tsx src/groq/client.ts` to verify the client initializes before proceeding to tests' and 'Run `npm test` to confirm mocks work before writing integration tests'.
Consider extracting the full test file contents into bundle files (e.g., tests/groq.test.ts, tests/groq.integration.ts) and referencing them from SKILL.md to reduce inline bulk.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The overview paragraph explaining Groq's sub-second response times and context-switching is unnecessary filler Claude doesn't need. The 'Dev Tips' section contains some useful but partially obvious advice. The project structure and code examples are reasonably efficient, but the overall content could be tightened — e.g., the error handling table is useful but the 'Port already in use' row is generic knowledge. | 2 / 3 |
Actionability | The skill provides fully executable, copy-paste ready code for every step: package.json scripts, TypeScript client singleton, model constants, unit tests with mocking, integration tests, and environment templates. All code is complete and specific, not pseudocode. | 3 / 3 |
Workflow Clarity | Steps are clearly numbered and sequenced, but there are no explicit validation checkpoints between steps. For example, there's no 'verify your client works before proceeding to tests' step, no feedback loop for when mocks fail, and no verification that the dev watch loop is actually running correctly before moving on. | 2 / 3 |
Progressive Disclosure | The content is well-structured with clear sections, but it's a monolithic file with ~150 lines of inline code that could benefit from being split into referenced files (e.g., the full test examples could be in separate files). The 'Next Steps' reference to 'groq-sdk-patterns' is good, but there are no bundle files to support progressive disclosure. | 2 / 3 |
Total | 9 / 12 Passed |
Validation
81%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 9 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
allowed_tools_field | 'allowed-tools' contains unusual tool name(s) | Warning |
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 9 / 11 Passed | |
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