Scholar Compute
joshzyj/open-scholar-skill
Design and execute computational social science analyses across 11 modules: text-as-data/NLP (STM, BERTopic, Wordfish, BERT, conText embedding regression, LLM annotation + DSL bias correction…
Basic Chinese NLP and text analysis workflows for PDF text/table extraction, jieba tokenization, word and sentence frequency, word clouds, TF-IDF, Word2Vec, sentence embeddings, and text similarity.
Install Text Analysis Basic
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit text-analysis-basic --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/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic' .claude/skills/text-analysis-basic && 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 "text-analysis-basic" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basic into .claude/skills/text-analysis-basic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analysis-basic", 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/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basicType 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 Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit text-analysis-basic --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic' .agents/skills/text-analysis-basic && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "text-analysis-basic" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basic into .agents/skills/text-analysis-basic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analysis-basic", 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 Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit text-analysis-basic --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic' .cursor/skills/text-analysis-basic && 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 "text-analysis-basic" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basic into .cursor/skills/text-analysis-basic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analysis-basic", 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/Drchronx/ai-agent-research-starter-kit.git --path '综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic'--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 Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit text-analysis-basic --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic' .gemini/skills/text-analysis-basic && 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 "text-analysis-basic" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basic into .gemini/skills/text-analysis-basic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analysis-basic", 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 Drchronx/ai-agent-research-starter-kit text-analysis-basicInstalls 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 Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/'综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic' .github/skills/text-analysis-basic && 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 "text-analysis-basic" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basic into .github/skills/text-analysis-basic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analysis-basic", 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 Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit text-analysis-basic --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic' .opencode/skills/text-analysis-basic && 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 "text-analysis-basic" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E7%BB%BC%E5%90%88%E5%AD%A6%E6%9C%AF%E9%83%A8%E7%BD%B2%E5%8C%85/05_%E6%96%87%E6%9C%AC%E6%8C%96%E6%8E%98%E4%B8%8ENLP%20Skills/text-analysis-basic into .opencode/skills/text-analysis-basic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "text-analysis-basic", 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
text-analysis-basic- GitHub stars
- 134
- Token cost
- ~737 tokens
- SKILL.md length
- 311 words
- Files
- 17 (incl. scripts, references)
- Skills in repo
- 53
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Basic Chinese NLP and text analysis workflows for PDF text/table extraction, jieba tokenization, word and sentence frequency, word clouds, TF-IDF, Word2Vec, sentence embeddings, and text similarity.
- Works in 5 steps: Decide whether the user's request is… → If it is not covered, state that the… → If it is covered, write a short plan… → …
- A user asks Codex to extract text from PDFs
- SKILL.md covers Operating Rule, Capability Map, Input Expectations and Course Context
- Runs Python scripts from its folder
What it does
Text Analysis Basic is an agent skill from Drchronx/ai-agent-research-starter-kit. Basic Chinese NLP and text analysis workflows for PDF text/table extraction, jieba tokenization, word and sentence frequency, word clouds, TF-IDF, Word2Vec, sentence embeddings, and text similarity. Use when a user asks Codex to extract text from PDFs, segment Chinese text, count terms or sentences, create word clouds, vectorize text, train Word2Vec, encode embeddings, or compute text similarity from files or short inputs.
Its SKILL.md is about 740 tokens, which your agent loads only when the skill is triggered. The skill folder holds 19 other files, including scripts and reference files (for example `agents/openai.yaml`, `readme.md` and `references/embedding.md`).
It sits in AI & LLM Engineering, covering Natural language processing, Embeddings and PDF. The repository describes itself as: AI Agent 科研全流程教学包，能教学生从零部署 Codex、Claude Code、OpenClaw、Hermes 等 Agent，学会使用 Skills、飞书、AMiner、AI4Scholar、Zotero、Obsidian…
When your agent uses it
- A user asks Codex to extract text from PDFs
- Segment Chinese text
- Create word clouds
- Encode embeddings
Example prompts
- “/text-analysis-basic”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Decide whether the user's request is covered by the capabilities below.
- If it is not covered, state that the skill cannot solve it and identify the missing capability.
- If it is covered, write a short plan before running commands. The plan must list
- Ask only for missing data paths or parameters that cannot be inferred safely.
- Execute the relevant script with command-line arguments. Do not write one-off Python code for the operation.
What it can do on your machine
Read from SKILL.md and the folder at commit aab1133. 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
Ships 6 files in scripts/ (Python), which the agent can run.
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
Text Analysis Basic loads about 737 tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 112 tokens; SKILL.md has 311 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); the scripts in this folder 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 311 words (~737 tokens).
“Use this skill as a command-line workflow, not as a code-writing prompt.”
- name
- text-analysis-basic
Files
SKILL.md and 16 other files (scripts, references) in 综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic of Drchronx/ai-agent-research-starter-kit.
- SKILL.md
- agents/openai.yaml
- readme.md
- references/embedding.md
- references/frequency.md
- references/jieba-tokenization.md
- references/pdf-extraction.md
- references/similarity.md
- references/tfidf.md
- references/word2vec.md
- references/wordcloud.md
- scripts/frequencies.py
- scripts/jieba_tokenize.py
- scripts/pdf_extract.py
- scripts/similarity.py
- scripts/vectorize.py
- scripts/wordcloud_generate.py
Open the folder on GitHubat commit aab1133
Compare with similar skills
Text Analysis Basic 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 |
|---|---|---|---|---|---|---|
| Text Analysis Basic this skillDrchronx/ai-agent-research-starter-kit | 134 | — | ~737 | Automated safety check: Pass | Custom licence | |
| Scholar Computejoshzyj/open-scholar-skill | 167 | — | ~15k | Automated safety check: Pass | Custom licence | |
| I3brycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Comparetaishi-i/awesome-japanese-nlp-resources | 1k | — | ~4.1k | Automated safety check: Notes | CC0-1.0 | |
| Sentence Transformers EmbeddingsOrchestra-Research/AI-Research-SKILLs | 13k | 3 repos | ~1.6k | Automated safety check: Pass | MIT | |
| Researchtaishi-i/awesome-japanese-nlp-resources | 1k | — | ~3.5k | Automated safety check: Notes | CC0-1.0 |
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Related
Categories
Questions about Text Analysis Basic
What does Text Analysis Basic do?
Basic Chinese NLP and text analysis workflows for PDF text/table extraction, jieba tokenization, word and sentence frequency, word clouds, TF-IDF, Word2Vec, sentence embeddings, and text similarity. Text Analysis Basic is an agent skill from Drchronx/ai-agent-research-starter-kit. Basic Chinese NLP and text analysis workflows for PDF text/table extraction, jieba tokenization, word and sentence frequency, word clouds, TF-IDF, Word2Vec, sentence embeddings, and text similarity.
When should I use Text Analysis Basic?
Text Analysis Basic fits situations like: A user asks Codex to extract text from PDFs; segment Chinese text; create word clouds; encode embeddings.
How do I install Text Analysis Basic in Claude Code?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a claude-code`. Or copy the skill folder (综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic in Drchronx/ai-agent-research-starter-kit) into .claude/skills/text-analysis-basic in your project. Claude Code loads it when a task matches its description.
How do I install Text Analysis Basic in Codex?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a codex`. Or copy the skill folder (综合学术部署包/05_文本挖掘与NLP Skills/text-analysis-basic in Drchronx/ai-agent-research-starter-kit) into .agents/skills/text-analysis-basic in your project. Codex loads it when a task matches its description.
Can I use Text Analysis Basic 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 Drchronx/ai-agent-research-starter-kit --skill text-analysis-basic -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/text-analysis-basic, .gemini/skills/text-analysis-basic, .github/skills/text-analysis-basic and .opencode/skills/text-analysis-basic in your project.
What does Text Analysis Basic need to run?
Going by SKILL.md and its folder, Text Analysis Basic needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Text Analysis Basic 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 Text Analysis Basic 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Text Analysis Basic use?
Text Analysis Basic 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 Text Analysis Basic use?
About 737 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.9k tokens, read only when the agent opens those files.
What are the alternatives to Text Analysis Basic?
Skills that share tags, products or a category with Text Analysis Basic: Scholar Compute (joshzyj/open-scholar-skill, 167 stars), I3 (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Compare (taishi-i/awesome-japanese-nlp-resources, 1k stars) and Sentence Transformers Embeddings (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Text Analysis Basic?
Drchronx (a GitHub user) maintains it in Drchronx/ai-agent-research-starter-kit, which has 134 GitHub stars. The repository holds 53 skills in this directory. The repository was last updated on May 19, 2026.
Source: Drchronx/ai-agent-research-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.