browser-to-api — скилл для Claude Code: что делает и как установить
Разбирает запись браузерной сессии и собирает из неё спецификацию OpenAPI 3.1, клиент на fetch и отчёт о покрытии. Пригодится, когда у сайта нет опубликованной документации на API.
npx skills add browserbase/skills --skill browser-to-api -a claude-codeЧто делает browser-to-api
Скилл берёт прогон browser-trace и превращает его в спецификацию. Пары запрос-ответ склеиваются по CDP, конкретные id в путях заменяются шаблонами, схемы JSON выводятся из живых примеров. Сам он трафик не ловит — это разбор уже снятой сессии.
Запуск один: node scripts/discover.mjs --run .o11y/my-site. В папке api-spec рядом с openapi.yaml появляются client.mjs с функцией на каждую операцию, report.md с примерами curl и confidence.json — по нему видно, каким эндпоинтам не хватило данных. Флаги --include и --exclude отсекают лишние URL, --origins держит только нужный домен, --redact прячет заголовки и ключи.
Заранее нужны Node 18+ и папка прогона .o11y/<run>/ от скилла browser-trace. Без browse network on схемы ответов останутся заглушкой с одним content-type, потому что поток CDP тела не отдаёт. Ставить npm-пакеты не надо: скрипты живут на стандартной библиотеке Node.
Какие задачи решает
- вытащить эндпоинты из записанной браузерной сессии
- собрать OpenAPI 3.1 для чужого API без документации
- сгенерировать клиент на fetch под найденные методы
- посмотреть, каких запросов не хватает для полной схемы
- отфильтровать шум аналитики и оставить только домен API
Примеры запросов агенту
- Разбери прогон в
.o11y/my-siteи собери OpenAPI-спеку - Сделай из этого трейса клиент на fetch и покажи отчёт о покрытии
- Оставь в спеке только запросы к
api.example.com
Как установить browser-to-api
1Через Skills CLI (Vercel)
npx skills add browserbase/skills --skill browser-to-api -a claude-code2Вручную: положить файлы
~/.claude/skills/browser-to-api/SKILL.mdПапка скилла целиком; для одного проекта — .claude/skills/browser-to-api/
1Через Skills CLI (Vercel)
npx skills add browserbase/skills --skill browser-to-api -a codex2Вручную: положить файлы
.agents/skills/browser-to-api/SKILL.mdДля всех проектов — ~/.agents/skills/
1Через Skills CLI (Vercel)
npx skills add browserbase/skills --skill browser-to-api -a cursor2Вручную: положить файлы
.cursor/skills/browser-to-api/SKILL.mdCursor читает и .agents/skills/, и .claude/skills/
1GitHub CLI
gh skill install browserbase/skills browser-to-api2Вручную: положить файлы
.github/skills/browser-to-api/SKILL.md1Через Skills CLI (Vercel)
npx skills add browserbase/skills --skill browser-to-api -a gemini-cli2Командой платформы
gemini skills install https://github.com/browserbase/skills --path skills/browser-to-apiВручную: положить файлы
.devin/skills/browser-to-api/SKILL.mdСтарый путь .windsurf/skills/ тоже читается
Через Skills CLI (Vercel)
npx skills add browserbase/skills --skill browser-to-api -a opencodeClaude.ai
Упакуйте папку в zip и загрузите в Settings → Capabilities → Skills
По шагам, с командами для каждой платформы: Как установить скилл в Claude Code: пять способов
Из того же набора16
Похожие
Рядом в теме «Браузер и парсинг»
Все скиллы по теме «Браузер и парсинг» →Вопросы о browser-to-api
Как установить browser-to-api в Claude Code?
Одной командой: npx skills add browserbase/skills --skill browser-to-api -a claude-code. Файл скилла окажется в ~/.claude/skills/browser-to-api/SKILL.md.
Что делает browser-to-api?
Собирает из записи browser-trace спецификацию OpenAPI 3.1 с шаблонами путей, схемами из примеров и клиентом на fetch. Плюс выдаёт HTML-отчёт по каждому найденному вызову.
Что нужно, чтобы скилл заработал?
Node 18+ и готовая папка прогона .o11y/<run>/, которую создаёт скилл browser-trace. Без неё разбирать нечего.
Исходный текст
SKILL.md · MIT
---
name: browser-to-api
description: Turn a website's observable HTTP traffic into a best-effort OpenAPI 3.1 spec by analyzing a `browser-trace` capture. Use when the user wants to discover/extract API endpoints from a browser session, build an OpenAPI doc from network traffic, or document a third-party site's XHR/fetch surface for client integration.
compatibility: "Requires Node 18+ and a `browser-trace` run directory (`.o11y/<run>/`) produced by the sibling `browser-trace` skill. The scripts use only the Node standard library — no `npm install` step. `jq` is referenced in docs for ad-hoc querying but is not required by the scripts."
license: MIT
allowed-tools: Bash, Read, Grep
---
# Browser to API
Replay-driven API discovery. Consume a `browser-trace` capture, pair its CDP request / response events, templatize observed URLs, infer JSON schemas from samples, and emit an **OpenAPI 3.1** document plus a human-readable coverage report.
This skill **does not capture traffic**. It is purely offline post-processing on top of `browser-trace`'s `cdp/network/*.jsonl` buckets. The two skills compose:
```
browser-trace → .o11y/<run>/cdp/network/{requests,responses}.jsonl
browser-to-api → .o11y/<run>/api-spec/index.html + openapi.yaml + client.mjs
```
## When to use
- The user wants an OpenAPI document for a third-party or undocumented website API.
- The user has a `browser-trace` run and wants endpoints + schemas extracted from it.
- The user is building a client/SDK against a site that doesn't publish a spec.
- The user wants a coverage report showing which flows would broaden the spec.
If the user wants to **capture** traffic, send them to `browser-trace` first.
## Two-step workflow
### 1. Capture with `browser-trace` (and optionally bodies via `browse network on`)
```bash
# Local example against an existing debuggable Chrome target
TARGET=9222
node ../browser-trace/scripts/start-capture.mjs "$TARGET" my-site
browse open about:blank --cdp "$TARGET"
browse network on # capture request/response bodies
browse open https://example.com
# ...drive whatever flows you want covered...
# Snapshot the bodies dir BEFORE turning capture off (the temp dir is shared
# per-session, so subsequent `browse network on` runs would mix your bodies
# with whatever a future capture writes if you skip this step).
cp -r "$(browse network path | jq -r .path)" .o11y/my-site/cdp/network/bodies/
browse network off
node ../browser-trace/scripts/stop-capture.mjs my-site
node ../browser-trace/scripts/bisect-cdp.mjs my-site
```
`browse network on` is **optional but strongly recommended** — without it, the spec has no response-body schemas (the CDP firehose used by `browse cdp` does not embed bodies). With it, both request bodies (already captured by CDP) *and* response bodies are joined into the trace by CDP `requestId`.
### 2. Generate the spec
```bash
node scripts/discover.mjs --run .o11y/my-site
# → .o11y/my-site/api-spec/index.html ← open this
# .o11y/my-site/api-spec/client.mjs
# .o11y/my-site/api-spec/openapi.yaml
# .o11y/my-site/api-spec/openapi.json
# .o11y/my-site/api-spec/report.md
# .o11y/my-site/api-spec/confidence.json
# .o11y/my-site/api-spec/samples/*.json
# .o11y/my-site/api-spec/intermediate/*.jsonl
```
`discover.mjs` auto-detects `<run>/cdp/network/bodies/`. To use a body capture from elsewhere (e.g. didn't snapshot, want the live `browse network` dir), pass `--bodies <path>` explicitly.
### 3. Open the HTML report
After `discover.mjs` finishes, **always open the generated HTML report**:
```bash
open .o11y/my-site/api-spec/index.html
```
The report is a self-contained HTML file (no server needed) that shows each discovered operation as an expandable card with variables, client usage, request/response examples, and a generated `client.mjs` snippet at the bottom. This is the primary deliverable — always open it for the user.
## CLI flags
| Flag | Required | Meaning |
|---|---|---|
| `--run <path>` | yes | Path to a `browser-trace` run directory |
| `--out <path>` | no | Output dir; default `<run>/api-spec/` |
| `--bodies <path>` | no | `browse network` capture dir to join into the trace (auto-detected from `<run>/cdp/network/bodies/` when present) |
| `--include <regex>` | no | Only include URLs matching regex (repeatable) |
| `--exclude <regex>` | no | Exclude URLs matching regex (repeatable; in addition to defaults) |
| `--origins <list>` | no | Comma-separated origin allow-list (e.g. `api.example.com,example.com`) |
| `--format <yaml\|json\|both>` | no | Output format. Default `both` |
| `--title <string>` | no | OpenAPI `info.title`. Default derived from primary origin |
| `--redact <list>` | no | Extra header names / JSON keys to redact (comma-separated) |
| `--min-samples <n>` | no | Minimum samples per endpoint to include. Default `1` |
| `--stage <name>` | no | Run only one stage: `load`, `filter`, `normalize`, `infer`, `emit` |
## Output layout
```
<run>/api-spec/
├── index.html visual report — open this (self-contained, no server)
├── client.mjs zero-dep fetch client with typed functions per operation
├── openapi.yaml machine-readable spec
├── openapi.json mirror
├── report.md markdown summary + curl examples
├── confidence.json per-endpoint confidence + normalization flags
├── samples/ redacted request/response examples
│ └── <method>__<path-hash>.json
└── intermediate/ pipeline byproducts (paired/filtered/endpoints jsonl)
```
## What you get from `browse cdp` and `browse network`
Two complementary capture sources:
| Source | Provides | Limitation |
|---|---|---|
| `browse cdp` (used by `browser-trace`) | request method/URL/headers/`postData`, response status/headers/mimeType, full event timing | **Does not embed response bodies.** Bodies must be pulled with `Network.getResponseBody`, which the firehose doesn't do. |
| `browse network on` (separate command) | request bodies AND response bodies on disk, keyed by CDP `requestId` | Capture dir is shared per `browse` session; snapshot before another `browse network on` overwrites it. |
`discover.mjs` will pull bodies from a `browse network` dir if you pass `--bodies <path>` (or stash them under `<run>/cdp/network/bodies/`, which is auto-detected). The matching is by `requestId` — `browse network` writes that into each `request.json` as `id`, and we join directly.
What changes when bodies are present:
- ✅ Path templating, query-param schemas, status codes, content-types — same either way.
- ✅ Request-body schemas — `postData` from CDP is enough; bodies dir is a nice-to-have for non-`postData` cases.
- ✅ **Response-body schemas** — fully inferred from real samples. Without bodies you get `{ description, content: <mimeType> }` skeletons.
The report flags every endpoint that has no response-body sample.
## Automatic noise filtering
The normalize stage automatically classifies and drops infrastructure noise:
- **Tracking / analytics** — paths containing `/track`, `/pixel`, `/beacon`, `/impression`, `/pageview`, `/dag/v*`
- **Bot defense** — Akamai (`/akam/`), fingerprint payloads (`sensor_data`), obfuscated multi-segment paths
- **Session plumbing** — `/session`, `/authenticate/start`, cookie consent, A/B experiment endpoints
- **HTML page renders** — `GET` requests returning `text/html` (the rendered page, not the API)
This typically drops 60-80% of captured traffic. The `--include` flag can rescue a false positive.
## GraphQL / multiplexed endpoint decomposition
When a single endpoint (like `/dapi/fe/gql`) is called with different `operationName` values, the skill automatically splits it into separate logical operations. Each gets its own:
- OpenAPI path entry (e.g. `/dapi/fe/gql [Autocomplete]`)
- Request/response schema inferred from only that operation's samples
- Curl example and variables table in the report
Detection works on body fields (`operationName`, `method`, `action`) and query params (`opname`, `op`). This covers GraphQL (APQ and inline), JSON-RPC, and similar dispatch patterns.
## Limitations
- **Coverage is bounded by the captured flow.** Endpoints not exercised in the trace will not appear. The skill cannot prove completeness.
- **Schemas are inductive, not contractual.** A field might be optional on the server even if every sample contained it.
- **Auth is observed, not specified.** The skill records auth-shaped headers in an `x-observed-auth` extension but won't claim a security scheme.
- **Path templating is heuristic.** Numeric / UUID / hex / slug patterns are detected per segment. Ambiguous URLs are flagged in `confidence.json`.
- **Redaction is best-effort.** Default redactions cover common credentials, but app-specific secrets may slip through; use `--redact` for known custom headers/keys.
## Best practices
1. **Drive the flows you want documented.** The richer the browser-trace, the richer the spec.
2. **Use `--origins` for noisy sites.** A marketing page hits dozens of analytics hosts; restrict to the API origin you care about.
3. **Inspect `report.md` first.** It has curl-ready examples and response samples for every discovered operation.
4. **Bump `--min-samples` to 2+** when you want only confidently-shaped endpoints in the final doc — drop the long tail.
5. **Pair with `browse network on`** when response-body schemas matter. The CDP firehose alone has request bodies but not response bodies.
For pipeline internals and the file format reference, see [REFERENCE.md](REFERENCE.md).
© browserbase · MIT · browserbase/skills