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reverse-eng-site-skill

Reverse-engineer a website's undocumented internal API by instrumenting browser traffic, replaying captured requests as direct HTTP, proving auth and response…

Skill by hamelsmu

IndexedMIT★ 12
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/hamelsmu-reverse-eng-site-skill

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Reverse-engineer a website's undocumented internal API by instrumenting browser traffic, replaying captured requests as direct HTTP, proving auth and response fidelity, and packaging a resilient client or site-specific skill. Use when asked to discover, automate, wrap, download from, or repair an integration with a website that lacks a public API or MCP.

Use cases: backend, security, agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found
Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/reverse-eng-site-skill

What's inside

Skill name
reverse-eng-site-skill
Description
Reverse-engineer a website's undocumented internal API by instrumenting browser traffic, replaying captured requests as direct HTTP, proving auth and response fidelity, and packaging a resilient client or site-specific skill. Use when asked to discover, automate, wrap, download from, or repair an integration with a website that lacks a public API or MCP.
License
MIT
Instructions
167 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (8)

  • SKILL.md
  • openai.yaml · agents/
  • SKILL.md · assets/site-skill-template/
  • browser-capture.md · references/
  • protocols.md · references/
  • security-and-validation.md · references/
  • har_candidates.py · scripts/
  • test_har_candidates.py · scripts/

SKILL.md (first lines)

# Reverse Engineer Site APIs

Follow one transition: **instrument, then replay**. Use the logged-in browser as
an instrumented probe to establish state and provoke requests. As soon as the
target request is captured, end UI navigation and move execution to direct HTTP.
The browser may remain the authenticated transport for direct requests or
refresh authentication, but later steps do not resume clicking through the site.

## 1. Define the operation

Write one observable operation in this form:

`Given <state>, perform <action>, obtain <exact result>.`

Classify it as read-only or state-changing. For a state-changing operation,
choose a reversible test object and keep bulk execution outside discovery.

**Complete when:** the operation is classified read-only or state-changing, the
target result is explicit, and a state-changing operation has a reversible test
action.

## 2. Capture one request

Use the user's existing authenticated browser session. Start network capture
before the action, preserve the log, clear unrelated traffic, then perform the
smallest UI action that produces the result once. Prefer a DevTools Protocol or
HAR capture that includes request bodies and survives navigation.

Record:

- method, full URL, query parameters, status, and initiator
- request headers and body shape, with secret values redacted
- response content type, size, top-level shape, and two non-secret UI canaries
- whether cookies, authorization headers, CSRF tokens, or request signatures exist

If a HAR is available, run:

```bash
python <skill-dir>/scripts/har_candidates.py capture.har
```

Here and below, `<skill-dir>` means the directory containing this `SKILL.md`.

Write `capture.har` to a private temporary directory outside the repository. It
may contain unredacted cookies and tokens. Read the
[Secret boundary](references/security-and-validation.md#secret-boundary) before
storing it.

Read [references/browser-capture.md](references/browser-capture.md) when the
available browser tool hides bodies, loses events on navigation, or exposes
multiple ways to access the logged-in session.

**Complete when:** at least one captured request can plausibly account for the
exact target result and at least one UI canary has been saved. When the UI
exposes two, reserve one as a fidelity holdout and do not use it to select the
endpoint. Record when only one canary exists. A rendered page or DOM selector is
not request evidence.

## 3. Replay the request outside the UI

Start from the captured request, not a guessed endpoint. Reproduce it with
`curl`, `httpx`, or the site's native protocol. Preserve its method, encoding,
cookies, headers, and body exactly for the first replay. Use the browser's cookie
store or authenticated request context programmatically; exhaust those paths
before asking the user to copy a cookie.

Read [references/browser-capture.md](references/browser-capture.md) for the
ordered auth-acquisition ladder before asking the user for a cookie.

Compare capture and replay using status, byte length, stable keys, item count,
and the captured canary. When a browser-only anti-bot or signed request blocks
standalone HTTP, replay with `fetch` inside the authenticated browser and record
that constraint instead of substituting DOM automation.

**Complete when:** a repeatable command returns the same target data, or the
specific browser-bound requirement is demonstrated with request evidence.

## 4. Minimize and map

Remove nonessential headers one at a time. Vary one input at a time to map:

- identity and publication, workspace, account, or resource IDs
- pagination or cursors, sort, filters, search, and limits
- list, detail, download, and mutation endpoints
- REST, GraphQL operations, persisted queries, RPC batches, or streaming frames
- authentication lifetime, CSRF coupling, and refresh behavior

Compare authenticated and unauthenticated replays. A successful public list
request proves only that the list is public; it says nothing about full detail,
paid content, private fields, or mutations.

Read [references/protocols.md](references/protocols.md) when the request is
GraphQL, a framework RPC, a Server Action, a batch, or a stream.

**Complete when:** the smallest known request is documented and every input
needed for the user's operation has a known source.

## 5. Prove fidelity

Read [references/security-and-validation.md](references/security-and-validation.md)
before comparing samples or testing a write.

Compare the direct response with the UI canary or canaries saved during Step 2,
using the reserved holdout when two were available. Perform this comparison
without further UI navigation. Report exact response fields. Treat previews,
summaries, search snippets, and list payloads as incomplete until a detail
response proves otherwise. Preserve source data; format it rather than
reconstructing missing text.

For writes, use one reversible sample, inspect the response, and read it back
through an independent endpoint.

**Complete when:** two controlled samples reproduce the expected result and the
auth/no-auth difference is measured. For writes, the sample is also verified by
read-back.

## 6. Build the durable client

Implement the proven request with:

From hamelsmu/reverse-eng-site-skill, MIT.

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Forks
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Last commit (this folder)
Jul 12, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

reverse-eng-site-skill. Agent Mart. https://agentmart.dev/skills/hamelsmu-reverse-eng-site-skill (last updated 2026-10-24)