SKILLEMALL.ai

AF firecrawl-interact

Control and interact with a live browser session on any scraped page — click buttons, fill forms, navigate flows, and extract data using natural language prompts or code. Use when the user needs to interact with a webpage beyond simple scraping: logging into a site, submitting forms, clicking through pagination, handling infinite scroll, navigating multi-step checkout or wizard flows, or when a regular scrape failed because content is behind JavaScript interaction. Also useful for authenticated scraping via profiles. Triggers on "interact", "click", "fill out the form", "log in to", "sign in", "submit", "paginated", "next page", "infinite scroll", "interact with the page", "navigate to", "open a session", or "scrape failed".

ClawHub Agent Skills author: eohmig v1.0.0 MIT-0 2 files body ≈ 767 tokens Open the sourceclawhub.ai analyzed 15 h ago

Control and interact with a live browser session on any scraped page — click buttons, fill forms, navigate flows, and extract data using natural language…

As a process F 45/100 · Will not run — References files that are not bundled: firecrawl-cli, ../firecrawl-scrape/SKILL.md, ../firecrawl-search/SKILL.md

IntegrationSoftware developmenttype and topics are labelled automatically from the skill text
JSON
Technical rating
A
92/100
safety, quality, tests
Safety 60%
100
Quality 40%
81
Run on models
none yet
Process rating
F
45/100
Will not run
References files that are not bundled: firecrawl-cli, ../firecrawl-scrape/SKILL.md, ../firecrawl-search/SKILL.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • 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-ref reference to a missing file: firecrawl-cli
  • warning missing-ref reference to a missing file: ../firecrawl-scrape/SKILL.md
  • warning missing-ref reference to a missing file: ../firecrawl-search/SKILL.md
  • warning missing-ref reference to a missing file: ../firecrawl-agent/SKILL.md

Process rating: all ten parameters 45/100

Will not run. References files that are not bundled: firecrawl-cli, ../firecrawl-scrape/SKILL.md, ../firecrawl-search/SKILL.md
  • 0Tools and files. 4 referenced file(s) missing: firecrawl-cli, ../firecrawl-scrape/SKILL.md, ../firecrawl-search/SKILL.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 100Steps. 12 steps
  • 100When it triggers. States when to use and when not to
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 767 tokens
  • 100Running it twice. No mutating operations
  • low The response is described with custom markup (3 tags): a typed call is more reliable

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

  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +5Description quotes 12 example trigger phrases
  • +4Description says when NOT to use the skill
  • +3Description length 734: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 12 items
  • +4Has examples (3 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 81.

External checks

ClawHub: suspicious
This browser-automation skill appears coherent, but it can use authenticated sessions and perform real website actions without enough guardrails.
LLM: suspicious (medium) · VirusTotal: · 5 Jun 2026