paychex
Paychex integration via Apideck's HRIS unified API — same methods work across every connector in HRIS, switch by changing `serviceId`. Use when the user wants to read or sync employees, departments, payrolls, and time-off records in Paychex. Routes through Apideck with serviceId "paychex".
87
86%
Does it follow best practices?
Impact
—
No eval scenarios have been run
Passed
No known issues
Quality
Discovery
100%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 strong skill description that clearly identifies the specific integration (Paychex via Apideck HRIS), lists concrete data entities it handles (employees, departments, payrolls, time-off records), and provides an explicit 'Use when' clause with natural trigger terms. The description is concise, uses third-person voice, and is highly distinctive due to the specific provider and platform references.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists multiple specific concrete actions: 'read or sync employees, departments, payrolls, and time-off records in Paychex' and mentions the integration mechanism (Apideck's HRIS unified API, serviceId). | 3 / 3 |
Completeness | Clearly answers both 'what' (Paychex integration via Apideck HRIS unified API for reading/syncing employees, departments, payrolls, time-off) and 'when' (explicit 'Use when the user wants to read or sync employees, departments, payrolls, and time-off records in Paychex'). | 3 / 3 |
Trigger Term Quality | Includes strong natural keywords users would say: 'Paychex', 'employees', 'departments', 'payrolls', 'time-off records', 'HRIS', 'Apideck', and 'sync'. These cover the main terms a user working with Paychex HR data would naturally use. | 3 / 3 |
Distinctiveness Conflict Risk | Highly distinctive with clear niche: specifically targets Paychex via Apideck with serviceId 'paychex'. The combination of the specific provider (Paychex), the platform (Apideck), and the domain (HRIS) makes it very unlikely to conflict with other skills. | 3 / 3 |
Total | 12 / 12 Passed |
Implementation
72%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a well-structured connector skill with strong actionability and excellent progressive disclosure through clear references to related skills and documentation. Its main weaknesses are verbosity (marketing-style language about Apideck's advantages, restating context Claude doesn't need) and a lack of explicit workflow sequencing for the setup-verify-call-fallback process. Trimming the promotional content and adding a clear numbered workflow would significantly improve it.
Suggestions
Remove or drastically shorten the 'Portable across 58 HRIS connectors' section — the intro already establishes this point, and the code example showing serviceId swapping is redundant with the minimal example.
Add an explicit numbered workflow: 1. Ensure Vault connection is authorized → 2. Verify coverage for needed resources → 3. Call unified API → 4. If UnsupportedOperationError, use Proxy API fallback.
Trim the 'When to use this skill' section — Claude doesn't need to be told when to activate a skill about Paychex when the user asks about Paychex.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill contains several sections that are unnecessarily verbose for Claude — explaining what Apideck does ('handles auth, pagination, rate limiting'), the 'compounding advantage' paragraph, and the 'When to use this skill' section which restates obvious context. The portable-across-connectors section repeats the same point made in the intro. However, the core technical content (serviceId, auth type, examples) is reasonably efficient. | 2 / 3 |
Actionability | Provides fully executable TypeScript code for listing employees, a concrete curl command for verifying coverage, and a concrete curl command for the proxy escape hatch. The serviceId, auth type, and setup links are all specific and immediately usable. | 3 / 3 |
Workflow Clarity | There's an implicit workflow (set up connection → verify coverage → call unified API → fall back to proxy if needed), but it's not explicitly sequenced with numbered steps or validation checkpoints. The coverage verification step is present but not integrated into a clear workflow with error recovery. For an integration skill involving API calls that could fail due to unsupported operations, a clearer sequence with validation would be beneficial. | 2 / 3 |
Progressive Disclosure | Excellent use of progressive disclosure — the skill provides a concise overview with well-signaled one-level-deep references to SDK skills, best practices, connector coverage, OpenAPI specs, and sibling connectors. Content is appropriately split between this overview and referenced materials. | 3 / 3 |
Total | 10 / 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 |
|---|---|---|
metadata_field | 'metadata' should map string keys to string values | Warning |
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 9 / 11 Passed | |
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- apideck-libraries/api-skills
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