Form2API#

All you need to do: send me the form URL, then submit the form once manually. I'll handle the rest.

What it does:

• Injects a network interceptor into the page to capture real API requests on form submission
• Analyzes the request structure, annotating which fields are user input vs fixed values vs auto-generated
• Generates complete API documentation with curl and Python examples
• Enables batch/automated operations without manual form filling

Typical use cases:

• Internal system forms are tedious — you want to create data in bulk via script
• You need to automate a workflow but there's no official API documentation
• You want to understand what APIs a form is actually calling under the hood

How to trigger: Send me the form page URL and say something like "reverse this form" / "find the API for this form" / "I want to automate this form".

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Workflow (Agent execution steps)#

Step 1: Inject interceptor#

After opening the target page, inject the interceptor script via the browser tool's evaluate action:

text

Read script content from:
<skill_dir>/scripts/inject_interceptor.js

Then execute it via browser(action=act) evaluate to inject into the page.

On success returns { status: 'injected' }. Returns already_active if already injected.

Step 2: Prompt user to submit the form#

Tell the user:

"Interceptor is ready. Please fill out and submit the form normally in the browser, then let me know when done."

Step 3: Read captured results#

After user submits, run evaluate to read captured requests:

javascript

JSON.stringify(window.__capturedRequests)

Save the result to /tmp/form_api_raw.json.

Step 4: Analyze requests#

bash

python3 <skill_dir>/scripts/analyze_requests.py /tmp/form_api_raw.json

Outputs a ranked list of candidate API requests. Structured result saved to /tmp/form_api_analysis.json.

Step 5: Extract cookies#

bash

COOKIE=$(python3 <skill_dir>/scripts/extract_cookies.py <target_url>)
echo $COOKIE

Cookies are auto-cached in /tmp/form_api_cookies/ for 1 hour. Repeated calls reuse the cache.

Step 6: Generate API documentation#

Based on the analysis, using references/output_template.md as reference, generate complete API docs including:

• Endpoint info (URL, method, content-type)
• Request parameter table (user input / fixed value / system-generated)
• Cookie extraction command
• curl and Python call examples

Scripts#

ScriptPurposescripts/inject_interceptor.jsInjected into page to hook fetch/XHRscripts/extract_cookies.pyStandardized cookie extraction with cachingscripts/analyze_requests.pyFilter and annotate captured requests

Notes#

• Browser requirement: The target page must already be open and logged in within the current browser session
• Interceptor lifecycle: Interceptor is cleared on page refresh — re-inject if needed
• Multiple submissions: window.__capturedRequests accumulates across submissions; analysis picks the most relevant batch
• Cookie expiry: If API returns 401/403, re-extract with --force flag
• Output format reference: references/output_template.md