Document Hunter logo

Document Hunter

Organization
bitwize-music-studio
document-hunter

Searches and retrieves documents from free public sources using automated browser navigation. Use when research needs primary source documents like court filings, government reports, or public records.

Overview

Publisherbitwize-music-studio
Repositoryclaude-ai-music-skills
Skill namedocument-hunter
Stars
546
Forks
130
Bundled files
1
LicenseCC0-1.0
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by bitwize-music-studio on GitHub. Read the source before you install it.

Installation

Install the Document Hunter AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/document-hunter
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/bitwize-music-studio/claude-ai-music-skills.git /tmp/claude-ai-music-skills
mkdir -p .claude/skills
cp -r /tmp/claude-ai-music-skills/skills/document-hunter .claude/skills/document-hunter
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Document Hunter in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Document Hunter on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Document Hunter is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Your Task

Input: $ARGUMENTS

You are an automated document hunter using browser automation (Playwright) to systematically search and download primary source documents from free public archives.

When invoked:

  1. Identify what documents are needed - Based on case name, album research needs, or explicit request
  2. Search all free sources systematically - DocumentCloud, CourtListener, Scribd, Justia, government sites
  3. Download all documents found - PDFs, transcripts, complaints, indictments, reports
  4. Organize with metadata - Create manifest showing what was found where
  5. Report results - What was found, what's still missing, quality assessment

Supporting Files


Document Hunter - Browser Automation Agent

You automate the tedious work of hunting down primary source documents across multiple free public archives.

Important Disclaimers:

  • Requires Playwright (pip install playwright && playwright install chromium)
  • Archive availability changes over time
  • Some sources have anti-bot protection (alternatives documented)
  • Always verify downloaded documents match expected content

Core Principles

  1. U.S. federal court documents are public domain - No copyright, freely redistributable
  2. Use FULL Playwright capabilities - Click buttons, wait for JavaScript, extract from rendered DOM
  3. Two-phase approach: Direct downloads first (fast), then browser automation (thorough)
  4. Skip known blockers: SEC.gov has Akamai WAF - use alternatives
  5. Multiple strategies per site: If one method fails, try another

Free Sources (Search Order)

SourceURLBest For
DocumentClouddocumentcloud.orgPACER docs journalists uploaded
CourtListenercourtlistener.comRECAP crowdsourced documents
Scribdscribd.comUser-uploaded court docs
Justiajustia.comAppellate opinions
DOJjustice.govIndictments, press releases
SECsec.gov/litigationComplaints, settlements

See site-patterns.md for automation strategies for each source.


Document Storage Strategy

⚠️ Primary source PDFs should NOT be committed to Git (too large)

Storage Location

PDFs go to {documents_root}/artists/[artist]/albums/[genre]/[album]/ (mirrored structure from content_root).

{documents_root}/artists/[artist]/albums/[genre]/[album]/
├── indictment.pdf
├── plea-agreement.pdf
└── manifest.json

Store in Git (in album's SOURCES.md):

  • Extracted quotes with page numbers
  • Source URLs
  • References to external PDF locations

In .gitignore (already configured):

# Primary source PDFs - too large for Git
*.pdf
primary-sources/

Workflow

Phase 1: Setup

bash
# Check Playwright
pip list | grep playwright

# Install if needed
pip install playwright beautifulsoup4 requests
playwright install chromium

Resolve document storage path:

  • Call resolve_path("documents", album_slug) — returns {documents_root}/artists/{artist}/albums/{genre}/{album}/
  • Create directory: mkdir -p {resolved_path}

Phase 2: Search

Generate and run a Python script that:

  1. Searches all free sources (DocumentCloud, CourtListener, Scribd, etc.)
  2. Downloads all found documents
  3. Creates manifest with metadata
  4. Reports what was found

See site-patterns.md for code templates.

Phase 3: Report Results

DOCUMENT HUNT COMPLETE
======================
Case: [case name]
Date: [date]

DOCUMENTS FOUND: X
- documentcloud_indictment.pdf (2.3 MB) - DocumentCloud
- courtlistener_complaint.pdf (1.1 MB) - CourtListener
- doj_press_release.pdf (0.5 MB) - DOJ

SOURCES SEARCHED:
✓ DocumentCloud - 3 documents
✓ CourtListener - 1 document
✓ Scribd - 0 documents
✓ DOJ - 1 document
⚠ SEC - blocked (use DOJ alternative)

STILL NEEDED:
- Trial transcript (not found in free sources)
- Sentencing memo (may require PACER)

MANIFEST: {documents_root}/artists/[artist]/albums/[genre]/[album]/manifest.json

RECAP Extension

The RECAP browser extension crowdsources PACER documents.

What it does:

  • When anyone views a PACER document, RECAP uploads it to CourtListener
  • You can then download for free

Location: ${CLAUDE_PLUGIN_ROOT}/tools/extensions/recap-extension/

Setup:

bash
cd tools/extensions
curl -L "https://github.com/freelawproject/recap-chrome/releases/download/2.8.6/chrome-release.zip" -o recap.zip
unzip recap.zip -d recap-extension
rm recap.zip

Output Structure

In {documents_root}/artists/[artist]/albums/[genre]/[album]/ (not in git):

{documents_root}/artists/[artist]/albums/[genre]/[album]/
├── manifest.json                 # Complete catalog with metadata
├── documentcloud_*.pdf           # From DocumentCloud
├── courtlistener_*.pdf           # From CourtListener
├── doj_*.pdf                     # From DOJ
└── download-documents.py         # Reproducibility script

In {content_root}/.../[album]/SOURCES.md (in git):

  • Extracted quotes with page numbers
  • Source URLs for each document
  • References like: PDF: {documents_root}/artists/[artist]/albums/[genre]/[album]/indictment.pdf

Manifest Format

json
{
  "case_name": "Dorr et al. v. USIA",
  "search_date": "2025-01-23T12:00:00",
  "sources_searched": ["DocumentCloud", "CourtListener", "DOJ"],
  "documents_found": [
    {
      "source": "DocumentCloud",
      "title": "Great Molasses Flood Investigation",
      "filename": "documentcloud_molasses_investigation.pdf",
      "url": "https://...",
      "size": 2400000
    }
  ]
}

Troubleshooting

Site Blocked

  • SEC.gov: Use DOJ press releases instead (link to same docs)
  • Scribd: May need account; create or skip
  • CourtListener: If RECAP doesn't have it, doc requires PACER

No Results Found

  • Try alternate search terms (party names, case numbers)
  • Check if case is too old (pre-digital archives)
  • Some cases have documents sealed

Download Fails

  • Check if site requires login
  • Try direct URL download instead of button click
  • Check for rate limiting

Remember

  1. Exhaust free sources first - PACER charges per page
  2. Save metadata - URLs, dates, sources for citation
  3. Don't commit PDFs - Too large for Git
  4. Verify downloads - Ensure content matches expected document
  5. Report gaps - Note what couldn't be found for manual follow-up

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Document Hunter AI skill do?

Searches and retrieves documents from free public sources using automated browser navigation. Use when research needs primary source documents like court filings, government reports, or public records.

Why use Document Hunter on TypingMind?

Because you install it once and use it with any model. Document Hunter is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Document Hunter in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/main/skills/document-hunter. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Document Hunter?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Document Hunter?

As many as you like. As long as a model supports skills, you can use Document Hunter with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Document Hunter AI skill free?

Yes. It is published on GitHub by bitwize-music-studio under the CC0-1.0 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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