/browser-to-api
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
$ npx -y skills add browserbase/skills --skill browser-to-api --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/browser-to-api
Context preview
The summary Claude sees to decide when to auto-load this 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
SKILL.md
browser-to-api.SKILL.mdname: 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.mjsWhen 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 fi
Read more
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.mjsWhen 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 fi
A set of skills for enabling Claude Code to work with Browserbase through browser automation and the official browse CLI.
Repo: browserbase/skills
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