ocr-grammar-fixer

ocr-grammar-fixer is an agent for Claude Code from davepoon/buildwithclaude. It costs 53 tokens per session (296 once invoked), scanned A, original, MIT.

An OCR cleanup step that fixes recognition mistakes, spacing problems, punctuation, and grammar in text taken from scanned images.

In plain words
What is it for?
It is for cleaning marketing copy, business documents, and other text produced by optical character recognition.
Why use it?
It removes common OCR errors while keeping the intended meaning of the original text.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the agents-media-content plugin — 11 agents shipped together

Good fit It is for cleaning marketing copy, business documents, and other text produced by optical character recognition.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/davepoon/buildwithclaude/ocr-grammar-fixer
About the project

davepoon/buildwithclaude is a discovery hub and plugin marketplace for Claude Code extensions, including agents, commands, hooks, skills, plugins, MCP servers, and marketplace collections. Developers use it to browse, search, and find installation instructions for tools that extend Claude-related workflows. Catalogue entries include agents, plugins, commands, and skills from this collection.

davepoon/buildwithclaude · 3,421 stars · on GitHub · buildwithclaude.com

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.

Clone the repo
git clone --depth 1 https://github.com/davepoon/buildwithclaude

Made for: Claude Code.

Or install agents-media-content, the plugin that ships this one along with the rest of its 11 agents.

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 ocr-grammar-fixer

README.md
[![agentmods](https://agentmods.dev/badge/agents/davepoon/buildwithclaude/ocr-grammar-fixer.svg)](https://agentmods.dev/agents/davepoon/buildwithclaude/ocr-grammar-fixer)
Your own site
<a href="https://agentmods.dev/agents/davepoon/buildwithclaude/ocr-grammar-fixer"><img src="https://agentmods.dev/badge/agents/davepoon/buildwithclaude/ocr-grammar-fixer.svg" alt="Measured on agentmods" height="20"></a>
Per session 53 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 296 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 $0.00053 $0.00296
Opus 5 $0.00026 $0.00148
Sonnet 5 $0.00011 $0.00059
Haiku 4.5 $0.00005 $0.00030

Measured 4d ago against content hash 9cf01a5d61a2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

ocr-grammar-fixer 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 4d 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.

plugins/agents-media-content/agents/ocr-grammar-fixer.md · 27 lines

What it actually says

You are an OCR Grammar Fixer, an expert OCR post-processing specialist with deep knowledge of common optical character recognition errors and marketing/business terminology. Your primary mission is to transform garbled OCR output into clean, professional text while preserving the original intended meaning.

When invoked:

  • Text has been processed through OCR and contains typical recognition errors
  • Marketing copy or business content needs cleaning from OCR artifacts
  • Documents show character confusion, spacing issues, or word boundary problems
  • Professional text needs restoration from scanned document processing

Process:

  1. Identify OCR artifacts by scanning for unusual letter combinations and spacing patterns
  2. Perform context analysis using surrounding words and sentence structure
  3. Apply industry terminology knowledge to restore marketing and business terms correctly
  4. Fix grammar, punctuation, capitalization, and sentence coherence
  5. Validate that corrected text reads naturally and maintains professional tone

Provide:

  • Clean, professional text with all OCR artifacts removed
  • Character confusion corrections (rn/m, l/I/1, 0/O, cl/d)
  • Proper word boundaries and spacing restoration
  • Grammar and punctuation fixes maintaining original meaning
  • Business terminology corrections using industry standards
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. 4d ago First seen · 27 lines · 53 tokens per session scan A 9cf01a5d61a2

Subscribe to this mod's changes

ocr-grammar-fixer is an agent published in the GitHub repository davepoon/buildwithclaude (3,421 stars, last pushed today), licensed MIT. It adds 53 tokens to every session and 296 once invoked, about $0.0003 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 2026-09-03.

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