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DF browser-agent

(no description)

ClawHub Agent Skills author: kaka4413 v1.0.0 MIT-0 10 files · 2 scripts body ≈ 817 tokens Open the sourceclawhub.ai↗ analyzed 9 d ago

浏览器自动化 Agent 技能，基于 Chrome DevTools Protocol (CDP) 和 WebSocket 实现 AI 对浏览器的直接控制。支持 OpenClaw 浏览器工具的原生集成，让 AI 能够像人类一样操作浏览器。 1.

As a process F 33/100 · No process to follow — References files that are not bundled: ../../docs/browser.md, scripts/cdp_connector.py

ProcedureGitHubAI and agentstype 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
D
60/100
safety, quality, tests
Safety 60%
100
Quality 40%
0
Run on models
none yet
Process rating
F
33/100
No process to follow
References files that are not bundled: ../../docs/browser.md, scripts/cdp_connector.py
Tools and files w 18
0
Result and completion w 14
0
When it triggers w 12
0
the three weakest of ten parameters · all ten

How to improve

  1. Add a description to the frontmatter: without it the skill never triggers.
  2. 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: 10. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • error frontmatter SKILL.md: no YAML frontmatter block found
  • error name-missing SKILL.md: frontmatter has no `name`
  • error description-missing SKILL.md: no `description` — the skill can never trigger
  • warning missing-ref reference to a missing file: ../../docs/browser.md
  • warning missing-ref reference to a missing file: scripts/cdp_connector.py

Process rating: all ten parameters 33/100

Will not run. References files that are not bundled: ../../docs/browser.md, scripts/cdp_connector.py
  • 0Tools and files. 2 referenced file(s) missing: ../../docs/browser.md, scripts/cdp_connector.py
  • 0Result and completion. Does not say what the result is
  • 0When it triggers. No condition that starts the skill
  • 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. 24 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 817 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
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Description length 0: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • -41 reference files, but SKILL.md never points to them: the model will not open them
  • +1No license
  • +2Single-language instructions
  • +4Structure: 16 headings
  • +3Step-by-step instructions: 24 items
  • +4Has examples (6 code blocks)
  • +3All 2 scripts are documented

Quality base 70; lint remarks subtract, signals add up to 100. Result: 0.

External checks

ClawHub: suspicious
This browser automation skill is coherent, but it asks users to expose high-impact browser control over authenticated sessions with weak scoping and safety guidance.
LLM: suspicious (high) · VirusTotal: · 12 Sept 2026