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uap-release-analyzer

Analyze declassified UFO document collections into structured summaries and entity counts.

153|24|Updated May 8, 2026
Search Tags:#reporting#classification#document analysis#information extraction#UAP#UFO
One-click install
npx skills add https://github.com/ckpxgfnksd-max/uap-release-analyzer --skill uap-release-analyzer
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: uap-release-analyzer
Source: https://github.com/ckpxgfnksd-max/uap-release-analyzer/tree/main
Command: npx skills add https://github.com/ckpxgfnksd-max/uap-release-analyzer --skill uap-release-analyzer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pdfplumber, pypdf, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill streamlines the process of inventorying, analyzing, and summarizing large collections of declassified UAP/UFO documents, saving researchers time.

Core Features & Use Cases

  • Automated File Inventory: Classifies files, counts pages, and infers source agencies based on filename patterns.
  • Text Extraction & Flagging: Extracts readable text from PDFs using pdfplumber, flags files needing OCR, and handles scan-only documents.
  • Content Analysis & Pattern Surfacing: Identifies key locations, phenomena, redaction markers, and named entities via keyword and regex matching.
  • Structured Reporting: Generates comprehensive reports with summaries, top terms, and redaction patterns to facilitate quick understanding and comparison of document tranches.
  • Use Case: Upload a folder of thousands of UFO-related documents; run the skill to produce an immediate, structured overview suitable for intelligence analysis or academic research.

Quick Start

Run the entire analysis pipeline on your document folder by executing 'python scripts/run_all.py' with the folder path to generate the inventory, analytics, and report.

Frequently Asked Questions about uap-release-analyzer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract text and analyze declassified UFO documents in bulk?▼

To analyze declassified UFO documents in bulk, this Skill extracts text using pdfplumber, classifies files, and produces structured reports with summaries, entity counts, and redaction insights, automatically flagging scan-only PDFs that need OCR.

What is the best way to inventory and summarize large collections of UAP files?▼

The best way to inventory UAP files is running the automated pipeline, which classifies documents, counts pages, infers source agencies from filenames, and surfaces key locations, phenomena, and redaction markers into a comprehensive structured overview.

Do I need Python and pdfplumber to extract text from declassified PDFs?▼

Yes, you need Python, pdfplumber, and pypdf libraries to extract text from declassified PDFs. These dependencies enable the Skill to perform text extraction, classify readable documents, and flag unprocessable scan-only files.

How does the tool handle scan-only or unprocessable UFO PDFs?▼

The tool handles unprocessable UFO PDFs by flagging scan-only documents that require OCR. It uses pdfplumber for text extraction and explicitly marks files where readable text cannot be parsed, ensuring they are excluded from standard content analysis.

Can I automatically detect redaction markers and named entities in UFO reports?▼

Yes, you can automatically detect redaction markers and named entities in UFO reports. The Skill uses keyword and regex matching to identify key locations, phenomena, and redaction patterns, surfacing them in the final structured report.

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