georgian-newspaper-visual-analysis

georgian-newspaper-visual-analysis is a skill for Claude Code, Codex from DavidOsipov/nplg-dspace-mcp. It costs 39 tokens per session (1,402 once invoked), scanned A, original, MIT.

Instructions for researching scanned Georgian newspapers and historical documents from the NPLG Iverieli library. NPLG is Georgia's National Parliamentary Library, and Iverieli is its digital collection.

In plain words
What is it for?
Use it to find a public document, verify its metadata and access status, retrieve an eligible PDF, and confirm wording against the scanned pages.
Why use it?
Scanned historical print and automatic text recognition can contain mistakes, especially for Georgian. The workflow requires checking the original PDF visually and preserving the document's source details.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to find a public document, verify its metadata and access status, retrieve an eligible PDF, and confirm wording against the scanned pages.

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Install with agentmods
npx agentmods add skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add DavidOsipov/nplg-dspace-mcp --skill georgian-newspaper-visual-analysis
Clone the repo
git clone --depth 1 https://github.com/DavidOsipov/nplg-dspace-mcp

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for georgian-newspaper-visual-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis/github.svg)](https://agentmods.dev/skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis)
Your own site
<a href="https://agentmods.dev/skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis"><img src="https://agentmods.dev/badge/skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for georgian-newspaper-visual-analysis

Your own site · 80×15
<a href="https://agentmods.dev/skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis"><img src="https://agentmods.dev/badge/skills/davidosipov/nplg-dspace-mcp/georgian-newspaper-visual-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,402 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00039 $0.01402
Opus 5 $0.00019 $0.00701
Sonnet 5 $0.00008 $0.00280
Haiku 4.5 $0.00004 $0.00140

Measured 12d ago against content hash dbd7f1df2f41, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

georgian-newspaper-visual-analysis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/georgian-newspaper-visual-analysis/SKILL.md · 119 lines

How it starts

The opening of the file, as written. The whole thing — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Georgian Newspaper Visual Analysis

Core rule

OCR is not authoritative for historical Georgian print. Treat repository metadata and the downloaded source PDF as provenance, then verify wording visually. Do not automatically run OCR or present OCR output as a quotation.

This is an instruction-only, client-executed workflow. It does not grant network, filesystem, installation, or execution authority. Follow the user's instructions and the client host's security policy throughout. This workflow requires MCP resource support. Not every MCP host will discover, load, or follow it automatically.

Retrieve one public PDF

  1. Call search_documents and select one canonical NPLG handle.
  2. Call get_document_metadata with that handle. Preserve the title, date, creators, rights, collections, canonical handle, and metadata source. If the record is restricted, stop PDF retrieval and report public metadata only.
  3. Call list_document_files with the same canonical handle. Select only an entry whose access_status is exactly public and whose reported format or filename plausibly indicates a PDF. Reported format and filename are hints, not proof. If no eligible entry exists, stop at metadata.
  4. Retrieve only the exact returned source_url for the selected bitstream ID. Never construct, alter, substitute, or reuse a previously saved URL. Apply the client host's egress allowlist, require HTTPS, send no ambient credentials or cookies, bound response bytes and elapsed time, limit redirects, and reject redirects outside the permitted origin. Store the response in client-controlled local temporary storage.
  5. Verify locally that the response is a PDF using both its file signature and a safe PDF parser; an HTTP content type is not proof. Compute and preserve a local SHA-256 over the exact downloaded bytes before analysis.

If the client cannot enforce a bounded download, verify the PDF safely, or view the pages locally, report the workflow as blocked and stop at metadata. Do not install software, expand permissions, or send the PDF to another service without explicit user approval.

Read the full file on GitHub · 119 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 119 lines · 39 tokens per session scan A dbd7f1df2f41

Subscribe to this mod's changes

georgian-newspaper-visual-analysis is a skill published in the GitHub repository DavidOsipov/nplg-dspace-mcp (0 stars, last pushed 5d ago), licensed MIT. It adds 39 tokens to every session and 1,402 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.