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Browser To API skill

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.

$npx skills add browserbase/skills --skill browser-to-api
View this skill on GitHubbrowserbase/skills/skills/browser-to-api/SKILL.md
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Updated
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browserbase

Browser To API

Install Browser To API

Pick your agent. Every command is ready to paste.

$npx skills add browserbase/skills --skill browser-to-api

The open skills CLI detects your agents (Claude Code, Cursor, Codex and 70+ more) and installs to the right folder. Add -g to install globally.

01

Install it

Run the command above, or upload the folder in Claude.

02

Ask naturally

Describe the task. Your agent loads browser-to-api when the request matches its description.

03

Name it if needed

If it does not trigger, say “use the browser-to-api skill”. In Codex, type $browser-to-api.

The skill itself

SKILL.md

FolderGitHub

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)

# 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

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:

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.

Tips for Browser To API

  • • Start a fresh session after installing so your agent picks up the new skill.
  • • This skill ships scripts. Read them before the first run, and run it in a project without secrets first.
  • • It is part of a pack with 18 skills. Install only the ones you need with --skill to keep triggers precise.
  • • If two skills overlap, mention the one you want by name.

Questions about Browser To API

What does the Browser To API skill do?

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.

How do I install Browser To API?

Run "npx skills add browserbase/skills --skill browser-to-api" in your project. The skills CLI installs it for Claude Code, Cursor, Codex and 70+ other agents. In Claude on the web, upload the skill folder as a ZIP under Customize > Skills.

Does Browser To API work in Cursor and Codex?

Yes. Browser To API uses the open SKILL.md format, so it works in Claude Code, Claude, Cursor, OpenAI Codex, Gemini CLI, GitHub Copilot and other agents that support agent skills.

Is Browser To API free?

Browser To API is open source on GitHub. It is free to install; check the license before commercial use.

Who made Browser To API?

Browser To API is published by browserbase in the browserbase/skills repository, together with 17 other skills.

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