Atlas / Skills / revfactory / Language Tutor

Language TutorSAFE

skills/revfactory/language-tutor
Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
Apache-2.0
Stars
1,297
01

Overview

An agent skill published by revfactory.

Read from source at commit 459e1bb8f76eOBSERVED · 2026-10-12
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: language-tutor
description: "A foreign language learning full pipeline. An agent team collaborates to provide level testing, curriculum design, lesson generation, quizzes, and review management. Use this skill for requests like 'study English', 'learn Japanese', 'learn a foreign language', 'language learning', 'English grammar', 'conversation practice', 'level test', 'vocabulary memorization', 'self-study English', 'beginner Chinese', 'TOEIC preparation', 'English conversation', and other foreign language learning needs. Also supports learning specific skill areas only. However, real-time voice conversation (STT/TTS), native speaker matching, and taking official exams on behalf of the learner are outside the scope of this skill."
---

# Language Tutor — Foreign Language Learning Full Pipeline

An agent team collaborates to deliver level testing, curriculum design, lesson generation, quiz creation, and review management.

## Execution Mode

**Agent Team** — 5 agents communicate directly via SendMessage and cross-verify each other's work.

## Agent Roster

| Agent | File | Role | Type |
|-------|------|------|------|
| level-assessor | `.claude/agents/level-assessor.md` | CEFR-based level diagnosis, skill-area strength/weakness analysis | general-purpose |
| curriculum-designer | `.claude/agents/curriculum-designer.md` | Customized curriculum, weekly plans, learning strategies | general-purpose |
| lesson-tutor | `.claude/agents/lesson-tutor.md` | Grammar, vocabulary, conversation, reading, and writing lessons | general-purpose |
| quiz-master | `.claude/agents/quiz-master.md` | Varied quiz types, difficulty adjustment, grading | general-purpose |
| review-coach | `.claude/agents/review-coach.md` | Spaced repetition, weakness reinforcement, progress tracking, motivation | general-purpose |

## Workflow

### Phase 1: Preparation (Orchestrator performs directly)

1. Extract from user input:
    - **Target language**: Which foreign language the learner wants to study
    - **Native language**: The learner's native language (default: English)
    - **Learning experience**: Prior study experience and self-assessed current level
    - **Learning goal**: Travel / work / exam / immigration / hobby, etc.
    - **Available time**: Weekly hours available for study
    - **Existing materials** (optional): Prior study materials, exam scores, etc.
2. Create a `_workspace/` directory at the project root
3. Organize the input and save it to `_workspace/00_input.md`

### Phase 2: Team Assembly and Execution

| Order | Task | Agent | Depends On | Deliverable |
|-------|------|-------|-----------|-------------|
| 1 | Level assessment | level-assessor | None | `_workspace/01_level_assessment.md` |
| 2 | Curriculum design | curriculum-designer | Task 1 | `_workspace/02_curriculum.md` |
| 3 | First lesson | lesson-tutor | Task 2 | `_workspace/03_lesson_01.md` |
| 4 | First quiz | quiz-master | Task 3 | `_workspace/04_quiz_01.md` |
| 5 | Review plan | review-coach | Tasks 2, 3, 4 | `_workspace/05_review_plan.md` |

**Inter-agent communication flow:**
- level-assessor completes -> sends skill-area levels, strengths/weaknesses, learning goals, and available time to curriculum-designer
- curriculum-designer completes -> sends Week 1 topics, grammar, and vocabulary to lesson-tutor; sends milestone criteria to quiz-master
- lesson-tutor completes -> sends key learning items to quiz-master; sends learning items to review-coach
- quiz-master -> sends results to review-coach -> weakness reinforcement + review schedule generated

**Continuous learning cycle:**
Lessons, quizzes, and reviews run iteratively. When the user requests more lessons:
1. lesson-tutor generates the next lesson (`03_lesson_02.md`, `03_lesson_03.md`, ...)
2. quiz-master creates a quiz for that lesson (`04_quiz_02.md`, ...)
3. review-coach updates the review plan + generates a progress report

### Phase 3: Progress Reporting

review-coach periodically generates progress reports:
- `_workspace/06_progress_report.md` — Overall progress, skill-area growth, quiz trends, study patterns

## Task-Scale Modes

| User Request Pattern | Execution Mode | Agents Deployed |
|---------------------|---------------|----------------|
| "I want to start learning English" | **Full Pipeline** | All 5 agents |
| "Test my English level" | **Diagnostic Mode** | level-assessor only |
| "Give me an English grammar lesson" | **Lesson Mode** | lesson-tutor (+ level-assessor if needed) |
| "Quiz me on this unit" | **Quiz Mode** | quiz-master only |
| "Create a review plan" | **Review Mode** | review-coach only |
| "Create a TOEIC prep curriculum" | **Exam-Specific Mode** | level-assessor + curriculum-designer + quiz-master |

**Automatic level detection**: If the user does not know their level, provisionally estimate it from the expressions they use in conversation and suggest a diagnostic test.

## Data Transfer Protocol

| Strategy | Method | Purpose |
|----------|--------|---------|
| File-based | `_workspace/` directory | Store and share major deliverables |
| Message-based | SendMessage | Real-time key information exchange, difficulty adjustment requests |
| Task-based | TaskCreate/TaskUpdate | Track progress, manage learning cycles |

File naming convention: `{order}_{deliverable}_{number}.{extension}`

## Error Handling

| Error Type | Strategy |
|-----------|----------|
| Target language not specified | Default to English, but ask for confirmation |
| Level diagnosis refused | Set provisional level via self-assessment; adjust in first lesson |
| Agent failure | Retry once -> proceed without that deliverable if still failing |
| Difficulty mismatch | Adjust immediately based on learner feedback; update curriculum |
| Limited support for rare languages | Inform the user of supported range; focus on major languages (English, Japanese, Chinese, Spanish, French, German) |

## Test Scenarios

### Normal Flow
**Prompt**: "I want to get better at English speaking. I t
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (1)

LOWPrompt injection · review.misleading_scope · CWE-94, CWE-1427
en/100-ip-portfolio/.claude/agents/license-strategist.md
You are an intellectual property licensing strategy specialist. You maximize IP asset monetization and create business value through strategic partnerships.
Why it matters. The package description claims to be a foreign language learning pipeline, but the instruction surface contains injected agent definitions for IP licensing strategy and open source license management that are completely unrelated to language learning.
Fix. rewrite it so the instruction says plainly what it does, and asks the user before it acts

Gates applied: no_behavioural_pass.

Audited 2026-10-12 · audit v0.4.1 · source sha 459e1bb8f76efull audit observations/trust-audit/skill/revfactory__language-tutor.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-12459e1bb8f76eSAFEB89first audit
05

Questions

Is Language Tutor safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Language Tutor access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (459e1bb8f76e), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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