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Agent skill
Post OCR Cleanup
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Clean post-OCR text: correction, QA, multilingual handling, provenance.
Install Post OCR Cleanup
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills post-ocr-cleanup --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup .claude/skills/post-ocr-cleanup && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "post-ocr-cleanup" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup into .claude/skills/post-ocr-cleanup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-ocr-cleanup", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanupType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills post-ocr-cleanup --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup .agents/skills/post-ocr-cleanup && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "post-ocr-cleanup" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup into .agents/skills/post-ocr-cleanup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-ocr-cleanup", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills post-ocr-cleanup --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup .cursor/skills/post-ocr-cleanup && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "post-ocr-cleanup" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup into .cursor/skills/post-ocr-cleanup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-ocr-cleanup", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills post-ocr-cleanup --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup .gemini/skills/post-ocr-cleanup && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "post-ocr-cleanup" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup into .gemini/skills/post-ocr-cleanup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-ocr-cleanup", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills post-ocr-cleanupInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup .github/skills/post-ocr-cleanup && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "post-ocr-cleanup" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup into .github/skills/post-ocr-cleanup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-ocr-cleanup", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills post-ocr-cleanup --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup .opencode/skills/post-ocr-cleanup && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "post-ocr-cleanup" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup into .opencode/skills/post-ocr-cleanup/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "post-ocr-cleanup", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
post-ocr-cleanup- GitHub stars
- 4.5k
- Token cost
- ~4.7k tokens
- SKILL.md length
- 2,410 words
- Files
- 2
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Clean post-OCR text: correction, QA, multilingual handling, provenance.
- Works in 7 steps: Cleanup Strategy Selection → LLM-Based Correction → Rule-Based Fixes → …
- Documents & Office work in your project
- SKILL.md covers Instructions and Quality Checks
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Post OCR Cleanup is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Clean post-OCR text: correction, QA, multilingual handling, provenance.
Its SKILL.md is about 4.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `reference/prompt-templates-and-schema.md`).
It sits in Documents & Office. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Documents & Office work in your project
Example prompts
- “/post-ocr-cleanup”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Cleanup Strategy Selection
- LLM-Based Correction
- Rule-Based Fixes
- Quality Diagnostics and Metrics
- Multilingual Considerations
- Corpus-Level Quality Assurance
- Provenance and Documentation
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Post OCR Cleanup loads about 4.7k tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 2,410 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 2,410 words (~4,673 tokens).
- name
- post-ocr-cleanup
- argument-hint
- [describe your OCR output, languages, and error patterns]
Files
SKILL.md and 1 other file in skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- reference/prompt-templates-and-schema.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Post OCR Cleanup next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Post OCR Cleanup this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~4.7k | Automated safety check: Pass | Custom licence | |
| Markdown Article FormatterJimLiu/baoyu-skills | 26k | 6 repos | ~3.5k | Automated safety check: Pass | MIT | |
| MarkitdownImCa0/just-laws | 782 | 14 repos | ~3.2k | Automated safety check: Notes | MIT | |
| Obsidian MarkdownAtmosphere/atmosphere | 3.8k | 20 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| DOCXrvdbreemen/OTGW-firmware | 207 | 33 repos | ~4.3k | Automated safety check: Pass | Proprietary | |
| Gzh Designisjiamu/gzh-design-skill | 3.9k | 1 repos | ~2.2k | Automated safety check: Pass | AGPL-3.0 |
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Related
Categories
Questions about Post OCR Cleanup
What does Post OCR Cleanup do?
Clean post-OCR text: correction, QA, multilingual handling, provenance. Post OCR Cleanup is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Clean post-OCR text: correction, QA, multilingual handling, provenance.
When should I use Post OCR Cleanup?
Post OCR Cleanup fits situations like: documents & Office work in your project.
How do I install Post OCR Cleanup in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a claude-code`. Or copy the skill folder (skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/post-ocr-cleanup in your project. Claude Code loads it when a task matches its description.
How do I install Post OCR Cleanup in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a codex`. Or copy the skill folder (skills/54-scdenney-open-science-skills/skills/post-ocr-cleanup in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/post-ocr-cleanup in your project. Codex loads it when a task matches its description.
Can I use Post OCR Cleanup in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill post-ocr-cleanup -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/post-ocr-cleanup, .gemini/skills/post-ocr-cleanup, .github/skills/post-ocr-cleanup and .opencode/skills/post-ocr-cleanup in your project.
What does Post OCR Cleanup need to run?
SKILL.md names no scripts, command-line tools or credentials: Post OCR Cleanup is instructions for the agent only.
Does Post OCR Cleanup access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Post OCR Cleanup safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Post OCR Cleanup use?
Post OCR Cleanup has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Post OCR Cleanup use?
About 4.7k tokens (SKILL.md is roughly 19k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Post OCR Cleanup?
Skills that share tags, products or a category with Post OCR Cleanup: Markdown Article Formatter (JimLiu/baoyu-skills, 26k stars), Markitdown (ImCa0/just-laws, 782 stars), Obsidian Markdown (Atmosphere/atmosphere, 3.8k stars) and DOCX (rvdbreemen/OTGW-firmware, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Post OCR Cleanup?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.