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AF crawlora

Fetches structured public web data via the Crawlora REST API — search engines, e-commerce, social, finance, maps, app stores, media, and reviews — returning clean JSON instead of HTML. Use whenever the user needs real data from a public website (prices, listings, reviews, transcripts, SERPs, trends, financials, places) and would otherwise have to scrape or parse HTML.

ClawHub Agent Skills author: Crawlora v1.0.20 MIT-0 3 files · 1 script body ≈ 1 201 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

Fetches structured public web data via the Crawlora REST API — search engines, e-commerce, social, finance, maps, app stores, media, and reviews — returning…

As a process F 44/100 · Will not run — References files that are not bundled: reference/catalog.md

IntegrationYouTubeShopifyMedia and videoMarketingtype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
A
91/100
safety, quality, tests
Safety 60%
98
Quality 40%
81
Run on models
none yet
Process rating
F
44/100
Will not run
References files that are not bundled: reference/catalog.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

The same skill appears in 1 more place: ClawHub

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 · 2

✓ No critical or high findings

Medium and low: 2
  • low Exfiltration net-credential-use scripts/crawlora.sh:16
    Credential used in a network call (verify the destination is the intended service) (the skill's own vendor host; quoted — discussed, not commanded)
    : "${CRAWLORA_API_KEY:?Set CRAWLORA_API_KEY first — get a free key at https://crawlora.net?utm_source=…&utm_medium=…&utm_campaign=…"
    vendor-hostquoted
  • low Exfiltration net-credential-use scripts/crawlora.sh:285
    Credential used in a network call (verify the destination is the intended service) (quoted — discussed, not commanded)
    printf 'header = "x-api-key: %s"\n' "$CRAWLORA_API_KEY" >"$curl_config"
    quoted

Files scanned: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: reference/catalog.md

Process rating: all ten parameters 44/100

Will not run. References files that are not bundled: reference/catalog.md
  • 0Tools and files. 1 referenced file(s) missing: reference/catalog.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 1 mutating operations with no state check
  • 50Failures and branches. 0 branches, has a failure section
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 21 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1201 tokens

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
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +3Description length 370: enough signal without eating the budget
  • +4Structure: 8 headings
  • +3Step-by-step instructions: 21 items
  • +4Has examples (2 code blocks)
  • +3All 1 scripts are documented

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

External checks

ClawHub: clean
The skill is a disclosed wrapper for Crawlora's public web data API and its sensitive behavior is limited to sending requested public-data queries and the Crawlora API key to that service.
LLM: benign (high) · VirusTotal: · 10 Sept 2026