AF felo
AI-synthesized web search via Felo API — aggregates 15-40 sources into structured summaries. Use when: (1) researching a topic that needs multi-source synthesis, (2) scanning community trends (Reddit, GitHub, X, blogs), (3) market news requiring cross-source analysis, (4) phrases like '幫我查', '搜尋一下', 'research', 'what's trending'. NOT for: single-site lookups (use web_fetch), time-critical queries needing exact timestamps (use web_search), or quick 1-second lookups.
As a process F 52/100 · Will not run — References files that are not bundled: \(.link
How to improve
- The text references files that are not there: add them or drop the references.
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 0
✓ No critical or high findings
Files scanned: 2. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
missing-refreference to a missing file: \(.link
Process rating: all ten parameters 52/100
- 0Tools and files. 1 referenced file(s) missing: \(.link
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Progress reporting. Says nothing while it works
- 50When it triggers. No condition that starts the skill
- 50Failures and branches. 0 branches, has a failure section
- 60Result and completion. Output format stated, no completion criterion
- 100Steps. 21 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 819 tokens
- 100Running it twice. No mutating operations
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +5Description has no quoted example phrases that should trigger the skill
- +2Single-language instructions
- +4Description says when NOT to use the skill
- +3Description length 469: enough signal without eating the budget
- +4Structure: 10 headings
- +3Step-by-step instructions: 21 items
- +3Output format is stated explicitly
- +4Has examples (4 code blocks)
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 86.