langfuse-prod-checklist
Langfuse production readiness checklist and verification. Use when preparing to deploy Langfuse to production, validating production configuration, or auditing existing setup. Trigger with phrases like "langfuse production", "langfuse prod ready", "deploy langfuse", "langfuse checklist", "langfuse go live".
86
83%
Does it follow best practices?
Impact
93%
0.96xAverage score across 3 eval scenarios
Risky
Do not use without reviewing
Quality
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 description with excellent trigger terms and completeness. Its main weakness is that the 'what' portion is somewhat abstract — it mentions 'checklist and verification' without detailing what specific checks or validations are performed. The distinctiveness is excellent due to the narrow Langfuse production deployment niche.
Suggestions
Add 2-3 specific concrete actions to improve specificity, e.g., 'Validates environment variables, checks database configuration, verifies authentication setup, and reviews scaling settings for Langfuse production deployments.'
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (Langfuse production readiness) and some actions (checklist, verification, validating configuration, auditing setup), but doesn't list specific concrete actions like 'check database migrations, verify API keys, validate environment variables'. | 2 / 3 |
Completeness | Clearly answers both 'what' (production readiness checklist and verification for Langfuse) and 'when' (preparing to deploy, validating production config, auditing setup) with explicit trigger phrases. | 3 / 3 |
Trigger Term Quality | Includes explicit natural trigger phrases like 'langfuse production', 'langfuse prod ready', 'deploy langfuse', 'langfuse checklist', 'langfuse go live' — these are terms users would naturally say when needing this skill. | 3 / 3 |
Distinctiveness Conflict Risk | Very specific niche — Langfuse production readiness is a narrow, well-defined domain. The combination of 'Langfuse' + 'production/deploy/checklist' makes it highly unlikely to conflict with other skills. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
77%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a strong, actionable production checklist with executable code examples, a comprehensive verification script, and well-organized checklist categories. Its main weakness is length — the inline verification script and dual SDK version configs make it heavier than necessary, and the content could benefit from splitting the verification script and legacy config into separate referenced files.
Suggestions
Move the full verification script to a separate file (e.g., `scripts/verify-langfuse-prod.ts`) and reference it from the skill with a brief description of what it checks.
Consider moving the v3 legacy config to a separate reference file or collapsible section to reduce inline length and keep focus on the current recommended approach.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is mostly efficient with concrete code examples, but includes some unnecessary elements like the overview paragraph restating what the title already conveys, and the v3 legacy config could be trimmed or moved to a separate file. The verification script is quite long inline. | 2 / 3 |
Actionability | Provides fully executable TypeScript code for SDK configuration, error handling, and a complete verification script. The checklist items are specific and concrete, and the troubleshooting table maps issues directly to solutions. | 3 / 3 |
Workflow Clarity | The verification script provides an explicit validation workflow with numbered checks and pass/fail reporting. The checklist is well-sequenced across logical categories (security → config → reliability → monitoring → operations), and the pre-deployment script serves as a clear validation checkpoint before go-live. | 3 / 3 |
Progressive Disclosure | The content is fairly long with the full verification script and both v3/v4 configs inline. The verification script and possibly the v3 legacy config could be split into separate referenced files. External resources are linked at the end, but the main body could benefit from better content splitting. | 2 / 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 |
|---|---|---|
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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