DeepTutor CLI
HKUDS/DeepTutor
Teaches the agent to set up and run DeepTutor from the command line: chat and capabilities, knowledge bases, partners, memory, sessions, notebooks and the server or Web app.
Advanced intent interpretation system that analyzes user requests using cognitive science principles and extrapolates logical volition.
Install Intent Analyzer
$ npx skills add aiskillstore/marketplace --skill intent-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace intent-analyzer --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/dnyoussef/intent-analyzer .claude/skills/intent-analyzer && 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 "intent-analyzer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzer into .claude/skills/intent-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intent-analyzer", 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/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzerType 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 aiskillstore/marketplace --skill intent-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace intent-analyzer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/dnyoussef/intent-analyzer .agents/skills/intent-analyzer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "intent-analyzer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzer into .agents/skills/intent-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intent-analyzer", 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 aiskillstore/marketplace --skill intent-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace intent-analyzer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/dnyoussef/intent-analyzer .cursor/skills/intent-analyzer && 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 "intent-analyzer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzer into .cursor/skills/intent-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intent-analyzer", 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/aiskillstore/marketplace.git --path skills/dnyoussef/intent-analyzer--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 aiskillstore/marketplace --skill intent-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace intent-analyzer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/dnyoussef/intent-analyzer .gemini/skills/intent-analyzer && 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 "intent-analyzer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzer into .gemini/skills/intent-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intent-analyzer", 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 aiskillstore/marketplace intent-analyzerInstalls 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 aiskillstore/marketplace --skill intent-analyzer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/dnyoussef/intent-analyzer .github/skills/intent-analyzer && 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 "intent-analyzer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzer into .github/skills/intent-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intent-analyzer", 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 aiskillstore/marketplace --skill intent-analyzer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace intent-analyzer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/dnyoussef/intent-analyzer .opencode/skills/intent-analyzer && 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 "intent-analyzer" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/dnyoussef/intent-analyzer into .opencode/skills/intent-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intent-analyzer", 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
intent-analyzer- GitHub stars
- 430
- Used in
- 1 other repo
- Token cost
- ~4.6k tokens
- SKILL.md length
- 2,168 words
- Files
- 4 (incl. references)
- Skills in repo
- 1,108
- Repo updated
- First seen
- Licence
- None found
At a glance
Advanced intent interpretation system that analyzes user requests using cognitive science principles and extrapolates logical volition.
- Works in 4 steps: Deep Analysis (Internal Processing) → Decision Point → Socratic Clarification (When Needed) → …
- User requests are ambiguous
- SKILL.md covers Overview, When to Use This Skill, Core Principles and The Intent Analysis Process, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Intent Analyzer is an agent skill from aiskillstore/marketplace. Advanced intent interpretation system that analyzes user requests using cognitive science principles and extrapolates logical volition. Use when user requests are ambiguous, when deeper understanding would improve response quality, or when helping users clarify what they truly need. Applies probabilistic intent mapping, first principles decomposition, and Socratic clarification to transform vague requests into well-understood goals.
Its SKILL.md is about 4.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/intent-patterns.md` and `skill-report.json`).
It sits in Education, covering Tutoring and explanations. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
When your agent uses it
- User requests are ambiguous
- Deeper understanding would improve response quality
- Helping users clarify what they truly need
Example prompts
- “/intent-analyzer”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Deep Analysis (Internal Processing)
- Decision Point
- Socratic Clarification (When Needed)
- Interpretation Reconstruction
What it can do on your machine
Read from SKILL.md and the folder at commit ad8daf7. 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
Intent Analyzer loads about 4.6k tokens when it runs, and up to ~6.8k if it reads all its reference files. Until then it costs about 113 tokens; SKILL.md has 2,168 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 2,168 words (~4,556 tokens).
“An advanced system for deeply understanding user intent by going beyond surface-level requests to discover underlying goals, unstated constraints, and true needs.”
- name
- intent-analyzer
Files
SKILL.md and 3 other files (references) in skills/dnyoussef/intent-analyzer of aiskillstore/marketplace.
- SKILL.md
- intent-analyzer-process.dot
- references/intent-patterns.md
- skill-report.json
Open the folder on GitHubat commit ad8daf7
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Intent Analyzer 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 |
|---|---|---|---|---|---|---|
| Intent Analyzer this skillaiskillstore/marketplace | 430 | 1 repos | ~4.6k | Automated safety check: Pass | None | |
| DeepTutor CLIHKUDS/DeepTutor | 41k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| AI Engineering Project Tutorrohitg00/ai-engineering-from-scratch | 66k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Hung-Yi Lee Teaching Stylevoidful/hung-yi-lee-skill | 1.3k | — | ~13k | Automated safety check: Pass | None | |
| Claude Certification Tutorrohitg00/ai-engineering-from-scratch | 66k | — | ~3k | Automated safety check: Pass | MIT | |
| StudyVault Quiz Tutorbevibing/tutor-skills | 1.3k | — | ~1.4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Intent Analyzer
What does Intent Analyzer do?
Advanced intent interpretation system that analyzes user requests using cognitive science principles and extrapolates logical volition. Intent Analyzer is an agent skill from aiskillstore/marketplace. Advanced intent interpretation system that analyzes user requests using cognitive science principles and extrapolates logical volition.
When should I use Intent Analyzer?
Intent Analyzer fits situations like: user requests are ambiguous; deeper understanding would improve response quality; helping users clarify what they truly need.
How do I install Intent Analyzer in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill intent-analyzer -a claude-code`. Or copy the skill folder (skills/dnyoussef/intent-analyzer in aiskillstore/marketplace) into .claude/skills/intent-analyzer in your project. Claude Code loads it when a task matches its description.
How do I install Intent Analyzer in Codex?
Run `npx skills add aiskillstore/marketplace --skill intent-analyzer -a codex`. Or copy the skill folder (skills/dnyoussef/intent-analyzer in aiskillstore/marketplace) into .agents/skills/intent-analyzer in your project. Codex loads it when a task matches its description.
Can I use Intent Analyzer 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 aiskillstore/marketplace --skill intent-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/intent-analyzer, .gemini/skills/intent-analyzer, .github/skills/intent-analyzer and .opencode/skills/intent-analyzer in your project.
What does Intent Analyzer need to run?
SKILL.md names no scripts, command-line tools or credentials: Intent Analyzer is instructions for the agent only.
Does Intent Analyzer 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 Intent Analyzer 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 Intent Analyzer use?
No licence was found for Intent Analyzer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Intent Analyzer use?
About 4.6k tokens (SKILL.md is roughly 18k 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 2.3k tokens, read only when the agent opens those files.
What are the alternatives to Intent Analyzer?
Skills that share tags, products or a category with Intent Analyzer: DeepTutor CLI (HKUDS/DeepTutor, 41k stars), AI Engineering Project Tutor (rohitg00/ai-engineering-from-scratch, 66k stars), Hung-Yi Lee Teaching Style (voidful/hung-yi-lee-skill, 1.3k stars) and Claude Certification Tutor (rohitg00/ai-engineering-from-scratch, 66k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Intent Analyzer?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.