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A Claude skill for analyzing tranches of declassified UAP/UFO documents (war.gov PURSUE, FBI Vault, NARA, AARO). Inventory + text extraction + entity surfacing + standardized 11-section REPORT.md.

144
22
100% credibility
Found May 08, 2026 at 65 stars 2x -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
Python
AI Summary

This tool takes a folder of declassified UAP/UFO government PDF documents and generates inventories, text extractions, term frequencies, entity detections, redaction analyses, and a comprehensive human-readable report.

How It Works

1
🛸 Discover UFO document releases

You hear about newly declassified government files on unidentified flying objects from agencies like the FBI or NASA.

2
📁 Gather your files

Download or collect a folder full of PDF documents from these official releases.

3
🚀 Launch the analyzer

Simply tell the tool to examine your folder, and it gets to work organizing and reading everything.

4
📋 Get the file inventory

It lists every file, notes the source agency, sizes, and pulls out text where possible, skipping scanned pages.

5
🔍 Spot hidden patterns

The magic happens as it uncovers top words, places, UFO terms, redactions, and quick summaries for each document.

6
📊 Explore the details

Check lists of frequent mentions, agency links, year clusters, and cross-file insights.

📄 Enjoy your full report

Celebrate with a clear, sectioned write-up that reveals the big picture of what's in your UFO files.

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Star Growth

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AI-Generated Review

What is uap-release-analyzer?

This Python tool processes folders of declassified UAP/UFO documents from war.gov PURSUE, FBI Vault, NARA, or AARO releases, generating an inventory.csv, extracted text files (flagging scanned PDFs), analytics on terms/entities/redactions, and a standardized 11-section REPORT.md. Point `run_all.py` at your directory for the full pipeline, or run steps individually—it's idempotent and skips done work. As a Claude skill, install via git clone to your Claude skills dir or package for claude github integration and claude skills marketplace.

Why is it gaining traction?

Its niche focus on UAP tranches delivers quick wins like agency breakdowns, phenomena counts, and cross-doc patterns that manual skimming can't match, with evals proving 23% better coverage than baselines. The 11-section report turns raw PDFs into readable intel fast, and claude github skills like this shine in claude skills examples or claude skill creator workflows. Idempotent CLI handles huge batches without rework, ideal for iterative analysis.

Who should use this?

UAP researchers dumping FBI Vault tranches or AARO pubs for entity surfacing and redaction stats. Devs building claude github apps, claude skills github repos, or claude github connectors for doc pipelines. FOIA analysts inventorying NARA boxes before OCR or NER follow-ups.

Verdict

Worth a spin for UAP doc dives—strong README, evals, and example dataset make it dev-ready despite 47 stars and 1.0% credibility signaling early maturity. Fork and tweak agency rules if you're in the claude skills library game.

(198 words)

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