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Agent Skill · 研究检索

browser-trace(浏览器跟踪)

browser-trace 用于处理浏览器自动化、网页检查和页面信息提取,适合在 Codex、Claude、Cursor、Gemini CLI 中需要让 Agent 打开页面、读取网页或验证前端流程时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

browser-trace 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为操作浏览器;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 14,413。

总安装 8,568周安装 350GitHub Stars 619下载 2,772核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:browser-trace(浏览器跟踪)
来源仓库:https://github.com/browserbase/skills
仓库路径:skills/browser-trace
安装命令:
npx skills add https://github.com/browserbase/skills --skill browser-trace
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/browserbase/skills --skill browser-trace

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

browser-trace 作为只读监听器附加到正在运行的浏览器自动化会话。完整记录 DevTools 协议流量并以 NDJSON 格式持久化存储。并行整理屏幕截图与 DOM 快照便于后续离线分析与问题回溯。必须配合其他 CDP 驱动工具(如 Stagehand)共同完成完整流程。

适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/browser-trace

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/browserbase/skills --skill browser-trace;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要操作浏览器,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

browser-trace 怎么安装?

在终端执行 npx skills add https://github.com/browserbase/skills --skill browser-trace。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

browser-trace 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

browser-trace 需要什么权限?

权限级别是操作浏览器。该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

browser-trace 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

browser-trace 用的人多吗?

公开数据是累计安装 8,568 次,近一周安装 350 次,下载 2,772 次,GitHub 619 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

browser-trace 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
browser-trace

浏览器跟踪 · 本页

8,568619操作浏览器未明确有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Browser Trace

Attach a second, read-only CDP client to a browser session that is already being driven by your main automation. The trace records the full DevTools firehose to NDJSON, polls for screenshots and DOM dumps in parallel, and slices everything into a directory tree that bash tools can search.

This skill does not drive pages — it only listens. Pair it with the browser skill, bb, Stagehand, Playwright, or anything else that speaks CDP.

When to use

  • The user wants to debug a browser-automation run (failing form, missing element, hung navigation, JS exception).
  • The user has a running automation and wants to attach a trace mid-flight without restarting it.
  • The user wants to split a CDP firehose into network / console / DOM / page buckets.
  • The user wants screenshots + DOM snapshots over time, joined to CDP events by timestamp.

If the user just wants to drive the browser, use the browser skill instead.

Setup check

node --version                                  # require Node 18+
which browse || npm install -g @browserbasehq/browse-cli@alpha
which bb     || npm install -g @browserbasehq/cli   # only needed for Browserbase remote
which jq     || true                                # optional — used only for ad-hoc querying

Verify browse cdp exists (it ships in 0.5.0-alpha-a4ca430+):

browse --help | grep -q "^\s*cdp " || echo "browse cdp not in this version — install @alpha"

How it works

Every Chrome DevTools target accepts multiple concurrent CDP clients. Your main automation is one client; this skill adds a second one that only enables observation domains (Network, Console, Runtime, Log, Page) and never sends action commands.

The tracer has three pieces:

  1. Firehose: browse cdp <target> streams every CDP event as one JSON object per line to cdp/raw.ndjson.
  2. Sampler: a polling loop calls browse --ws <target> screenshot and browse --ws <target> get html body on an interval (default 2s). --ws is one-shot and bypasses the daemon, so it doesn't fight the main automation.
  3. Bisector: after the run, bisect-cdp.mjs walks raw.ndjson once, slices it into per-bucket JSONL files keyed by CDP method, and additionally bisects per page using top-level Page.frameNavigated events as boundaries.

Quickstart

Local Chrome

# 1. Launch Chrome with a debugger port (any user-data-dir keeps it isolated).
"/Applications/Google Chrome.app/Contents/MacOS/Google Chrome" \
  --remote-debugging-port=9222 \
  --user-data-dir=/tmp/chrome-o11y \
  about:blank &

# 2. Start the tracer.
node scripts/start-capture.mjs 9222 my-run

# 3. Run your main automation against port 9222.
browse env local 9222
browse open https://example.com
# ...whatever the run does...

# 4. Stop and bisect.
node scripts/stop-capture.mjs my-run
node scripts/bisect-cdp.mjs my-run

Browserbase remote

Two helpers wrap the platform-side bookkeeping: bb-capture.mjs creates or attaches to a session and starts the tracer; bb-finalize.mjs pulls platform artifacts (final session metadata, server logs, downloads) into the run dir at the end.

Browserbase ends a session as soon as its last CDP client disconnects. Always create with --keep-alive and attach an automation client before (or together with) the tracer. bb-capture.mjs --new does this for you.
export BROWSERBASE_API_KEY=...

# 1. Create a keep-alive session AND start the tracer in one step.
#    Prints the session id, connectUrl prefix, and a live debugger URL you
#    can open in a browser to watch the run interactively.
node scripts/bb-capture.mjs --new my-run

# 2. Drive automation. bb-capture stamped the session id into the manifest.
SID=$(jq -r .browserbase.session_id .o11y/my-run/manifest.json)
browse --connect "$SID" open https://example.com
browse --connect "$SID" open https://news.ycombinator.com

# 3. Stop the tracer, bisect, then pull platform artifacts and release.
node scripts/stop-capture.mjs my-run
node scripts/bisect-cdp.mjs my-run
node scripts/bb-finalize.mjs my-run --release

Attaching to a session that's *already running* (e.g. one your production worker created) — bb-capture.mjs accepts a session id instead of --new:

# Pick a running session (filter client-side; bb sessions list has no --status flag)
bb sessions list | jq -r '.[] | select(.status == "RUNNING") | .id'

node scripts/bb-capture.mjs <session-id> mid-flight-debug
# ...tracer runs alongside the existing automation client; no disruption...
node scripts/stop-capture.mjs mid-flight-debug
node scripts/bisect-cdp.mjs mid-flight-debug
node scripts/bb-finalize.mjs mid-flight-debug   # without --release: leave the session running
What you get from the Browserbase platform

bb-capture.mjs adds a browserbase block to manifest.json (session id, project, region, started_at, expires_at, debugger URL). bb-finalize.mjs writes:

  • <run>/browserbase/session.json — final bb sessions get snapshot (proxyBytes, status, ended_at, viewport, …)
  • <run>/browserbase/logs.json — bb sessions logs output. Often empty. The CDP firehose in cdp/raw.ndjson is the source of truth; this is a side channel.
  • <run>/browserbase/downloads.zip — files the session downloaded, if any (the script discards the empty 22-byte zip you get when there are none)

bb sessions recording (rrweb session replay) is deprecated and isn't fetched. Use the screenshots + DOM dumps in screenshots/ and dom/ for visual ground truth.

The live debugger_url in the manifest opens an interactive Chrome DevTools view served by Browserbase — handy for *watching* a long-running automation while the tracer captures the firehose to disk.

Filesystem layout

.o11y/<run-id>/
  manifest.json                 run metadata: target, domains, started_at, stopped_at
  index.jsonl                   one line per sample: {ts, screenshot, dom, url}
  cdp/
    raw.ndjson                  full CDP firehose (one JSON object per line)
    summary.json                {sessionId, duration, totalEvents, pages[]} — see shape below
    network/{requests,responses,finished,failed,websocket}.jsonl   session-wide buckets (always written)
    console/{logs,exceptions}.jsonl
    runtime/all.jsonl
    log/entries.jsonl
    page/{navigations,lifecycle,frames,dialogs,all}.jsonl
    dom/all.jsonl                                                  (only if O11Y_DOMAINS includes DOM)
    target/{attached,detached}.jsonl
    pages/                      per-page slices, indexed by top-level frameNavigated boundaries
      000/                      first concrete page
        url.txt                 the URL for this page
        summary.json            this page's domains/network/timing block (same shape as a pages[] entry)
        raw.jsonl               firehose scoped to this page
        network/, console/, page/, runtime/, log/, target/, dom/    same buckets, only non-empty files
  screenshots/<iso-ts>.png      one PNG per sample interval
  dom/<iso-ts>.html             one HTML dump per sample interval
  browserbase/                  added by bb-finalize.mjs (Browserbase runs only)
    session.json                final `bb sessions get` snapshot (proxyBytes, status, ended_at, …)
    logs.json                   `bb sessions logs` output (often [])
    downloads.zip               `bb sessions downloads get` output (only if the session downloaded files)

When a run was started via bb-capture.mjs, manifest.json also carries a top-level browserbase block: session_id, project_id, region, started_at, expires_at, keep_alive, debugger_url.

Summary shape

cdp/summary.json is the entry point for any analysis: it has session-level totals and a pages[] array indexed by top-level Page.frameNavigated. Per-page entries are emitted in navigation order (page 0 = first concrete URL).

{
  "sessionId": "45f28023-…",
  "duration": { "startMs": 1777312533000, "endMs": 1777312609000, "totalMs": 76000 },
  "totalEvents": 420,
  "pages": [
    {
      "pageId": 0,
      "url": "https://example.com/",
      "startMs": 1777312533000, "endMs": 1777312538886, "durationMs": 5886,
      "eventCount": 60,
      "domains": {
        "Network": { "count": 18, "errors": 1 },
        "Console": { "count": 2 },
        "Page":    { "count": 24 },
        "Runtime": { "count": 13 }
      },
      "network": { "requests": 4, "failed": 1, "byType": { "Document": 2, "Script": 1, "Other": 1 } }
    }
  ]
}

startMs / endMs / durationMs are wall-clock ms, derived from manifest.started_at plus the offset of each event's CDP monotonic timestamp. domains[*] only includes errors/warnings keys when non-zero.

Drilling in with query.mjs

For interactive exploration, use scripts/query.mjs <run-id> <command> instead of remembering paths:

node scripts/query.mjs my-run list                    # one-line table of pages
node scripts/query.mjs my-run page 1                  # full summary for page 1
node scripts/query.mjs my-run page 1 network/failed   # cat failed.jsonl for page 1
node scripts/query.mjs my-run errors                  # all errors across pages, attributed by pid
node scripts/query.mjs my-run errors 2                # errors from page 2 only
node scripts/query.mjs my-run hosts                   # top hosts by request count
node scripts/query.mjs my-run host api.example.com    # all requests/responses for a host
node scripts/query.mjs my-run summary                 # full summary.json

Behind the scenes it just reads cdp/summary.json and the cdp/pages/<pid>/ tree — feel free to bypass it with raw jq/rg once you know the shape.

Top traversal recipes

# All failed network requests (use jq -c to keep it line-delimited)
jq -c '.params' .o11y/<run>/cdp/network/failed.jsonl

# Find requests to a specific host
jq -c 'select(.params.request.url | test("api\\.example\\.com"))' \
  .o11y/<run>/cdp/network/requests.jsonl

# 4xx/5xx responses
jq -c 'select(.params.response.status >= 400)
       | {status: .params.response.status, url: .params.response.url}' \
  .o11y/<run>/cdp/network/responses.jsonl

# Console errors only
jq -c 'select(.params.type == "error")' .o11y/<run>/cdp/console/logs.jsonl

# Sequence of URLs visited
jq -r '.params.frame.url' .o11y/<run>/cdp/page/navigations.jsonl

# Find the screenshot taken closest to a timestamp (e.g., when an exception fired)
ls .o11y/<run>/screenshots/ | sort | awk -v t=20260427T1714123NZ '
  $0 >= t { print; exit }'

See REFERENCE.md for the full jq recipe library and a method-by-method bisect map. See EXAMPLES.md for end-to-end debug scenarios.

Best practices

  1. Use bb-capture.mjs on Browserbase: it enforces --keep-alive, fetches the connectUrl, captures the debugger URL, and stamps the manifest. Doing it manually invites mistakes.
  2. Don't --release a session you don't own: bb-finalize.mjs --release is for sessions *you* created with --new. When attaching to a production session via bb-capture.mjs <session-id>, run bb-finalize.mjs without --release so the original automation keeps running.
  3. Order matters for remote: on Browserbase, attach the main automation client before (or together with) the tracer, and create the session with --keep-alive. Otherwise the session ends as soon as the tracer's WS closes.
  4. Don't poll faster than ~1s: each sample opens a one-shot CDP connection and screenshots Chrome. 2s is a good default.
  5. Pick domains deliberately: defaults (Network Console Runtime Log Page) cover most debugging. Add DOM for DOM-tree mutations (very noisy) via O11Y_DOMAINS="$O11Y_DOMAINS DOM".
  6. Use --connect <session-id> for the automation client on remote, not a fresh browse env remote (which would create a new session each time).
  7. Always run stop-capture.mjs, even after a crash, so background processes don't linger and the manifest gets stopped_at.
  8. Bisect once per run: bisect-cdp.mjs is idempotent — it overwrites the per-bucket files from raw.ndjson each time.

Troubleshooting

  • browse cdp exited immediately: usually means the target is unreachable (wrong port) or the Browserbase session has already ended. For remote, verify with bb sessions get <id> — if status is COMPLETED, recreate with --keep-alive and attach automation first.
  • Empty raw.ndjson even though processes are running: confirm a CDP client is actually driving the page. The tracer only emits events that the browser generates, so an idle browser produces ~5 lines of attach/discover messages and nothing else.
  • Screenshots all look identical: check index.jsonl — if url doesn't change, the page hasn't navigated yet. The polling loop runs independently of the main automation's pace.
  • Browserbase session ends mid-run: it likely hit --timeout. Recreate with a higher timeout (BB_SESSION_TIMEOUT=1800 node scripts/bb-capture.mjs --new...) or remove the timeout flag.
  • bb-capture.mjs <id> says "not RUNNING": the session you tried to attach to ended. List candidates with bb sessions list | jq '.[] | select(.status == "RUNNING")' and try again.
  • browserbase/logs.json is empty []: expected — bb sessions logs is sparse in practice. The CDP firehose in cdp/raw.ndjson is the source of truth.
  • Where's the session recording (rrweb)?: bb sessions recording is deprecated; this skill doesn't fetch it. Use the screenshot stream in screenshots/ and DOM dumps in dom/.

For full reference, see REFERENCE.md. For example debug runs, see EXAMPLES.md.

平台分布

Codex

33.34%
按下载量换算924

Claude

30.15%
按下载量换算836

Cursor

18.68%
按下载量换算518

Gemini CLI

10.12%
按下载量换算281

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

操作浏览器

该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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