Transformers
K-Dense-AI/scientific-agent-skills
Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and multimodal tasks.
Transform passive 'Verify X' test descriptions into active, observable test actions.
MITAuto-check passed
Install Test Idea Rewriting
$ npx skills add proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install proffesor-for-testing/agentic-qe test-idea-rewriting --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/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .claude/skills && cp -r skills-src/assets/skills/test-idea-rewriting .claude/skills/test-idea-rewriting && 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 "test-idea-rewriting" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewriting into .claude/skills/test-idea-rewriting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-idea-rewriting", 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/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewritingType 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 proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install proffesor-for-testing/agentic-qe test-idea-rewriting --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .agents/skills && cp -r skills-src/assets/skills/test-idea-rewriting .agents/skills/test-idea-rewriting && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "test-idea-rewriting" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewriting into .agents/skills/test-idea-rewriting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-idea-rewriting", 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 proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install proffesor-for-testing/agentic-qe test-idea-rewriting --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/assets/skills/test-idea-rewriting .cursor/skills/test-idea-rewriting && 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 "test-idea-rewriting" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewriting into .cursor/skills/test-idea-rewriting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-idea-rewriting", 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/proffesor-for-testing/agentic-qe.git --path assets/skills/test-idea-rewriting--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 proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install proffesor-for-testing/agentic-qe test-idea-rewriting --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/assets/skills/test-idea-rewriting .gemini/skills/test-idea-rewriting && 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 "test-idea-rewriting" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewriting into .gemini/skills/test-idea-rewriting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-idea-rewriting", 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 proffesor-for-testing/agentic-qe test-idea-rewritingInstalls 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 proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .github/skills && cp -r skills-src/assets/skills/test-idea-rewriting .github/skills/test-idea-rewriting && 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 "test-idea-rewriting" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewriting into .github/skills/test-idea-rewriting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-idea-rewriting", 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 proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install proffesor-for-testing/agentic-qe test-idea-rewriting --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/proffesor-for-testing/agentic-qe.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/assets/skills/test-idea-rewriting .opencode/skills/test-idea-rewriting && 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 "test-idea-rewriting" agent skill from https://github.com/proffesor-for-testing/agentic-qe/tree/main/assets/skills/test-idea-rewriting into .opencode/skills/test-idea-rewriting/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "test-idea-rewriting", 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
test-idea-rewriting- GitHub stars
- 494
- Token cost
- ~1.8k tokens
- SKILL.md length
- 616 words
- Files
- 1
- Skills in repo
- 95
- Repo updated
- First seen
- Licence
- MIT
At a glance
Transform passive 'Verify X' test descriptions into active, observable test actions.
- Works in 6 steps: DETECT all "Verify X" patterns via regex → IDENTIFY appropriate action verb category → TRANSFORM to "[ACTION] [trigger];… → …
- Test ideas lack specificity
- SKILL.md covers Quick Reference Card, Transformation Rules, Action Verb Reference and Quality Validation, plus 4 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Test Idea Rewriting is an agent skill from proffesor-for-testing/agentic-qe. Transform passive 'Verify X' test descriptions into active, observable test actions. Use when test ideas lack specificity, use vague language, or fail quality validation. Converts to action-verb format for clearer, more testable descriptions.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Agentic QE Fleet is an open-source AI-powered QA/QE platform designed for use with Coding Agents (works best with Claude Code) featuring specialized agents and skills to support… The licence is MIT.
When your agent uses it
- Test ideas lack specificity
- Use vague language
- Fail quality validation
Example prompts
- “Verify X”
- “/test-idea-rewriting”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- DETECT all "Verify X" patterns via regex
- IDENTIFY appropriate action verb category
- TRANSFORM to "[ACTION] [trigger]; [OBSERVE] [result]" pattern
- PRESERVE all metadata (IDs, priorities, automation types)
- VALIDATE zero "Verify" patterns remain
- OUTPUT in same format as input
What it can do on your machine
Read from SKILL.md and the folder at commit 829d030. 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 (its code samples are regex, javascript and typescript).
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
Test Idea Rewriting loads about 1.8k tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 616 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
The full file from proffesor-for-testing/agentic-qe at commit 829d030, republished under its MIT licence (© proffesor-for-testing). 616 words, ~1,817 tokens.
Download SKILL.mdSave it as
.claude/skills/test-idea-rewriting/SKILL.md (or your agent's skills folder).- name
- test-idea-rewriting
- description
- Transform passive 'Verify X' test descriptions into active, observable test actions. Use when test ideas lack specificity, use vague language, or fail quality validation. Converts to action-verb format for clearer, more testable descriptions.
- category
- test-design
- priority
- medium
- tokenEstimate
- 800
- agents
- qe-test-idea-rewriter
- implementation_status
- optimized
- optimization_version
- 1
- last_optimized
- 2026-01-17
- quick_reference_card
- true
- tags
- test-ideas, rewriting, action-verbs, quality, transformation
Test Idea Rewriting
<default_to_action> When transforming test ideas:
- DETECT all "Verify X" patterns via regex
- IDENTIFY appropriate action verb category
- TRANSFORM to "[ACTION] [trigger]; [OBSERVE] [result]" pattern
- PRESERVE all metadata (IDs, priorities, automation types)
- VALIDATE zero "Verify" patterns remain
- OUTPUT in same format as input
Success Criteria: /<td>Verify\s/gi returns 0 matches
</default_to_action>
Quick Reference Card
Transformation Pattern
[ACTION VERB] [specific trigger]; [OUTCOME VERB] [observable result]Action Verb Quick Reference
| Category | Verbs | Use When |
|---|---|---|
| Interaction | Click, Type, Submit, Navigate, Scroll | UI actions |
| Trigger | Send, Inject, Force, Simulate, Load | API/system actions |
| Measurement | Measure, Time, Count, Profile | Performance checks |
| State | Set, Configure, Enable, Disable, Toggle | Setup actions |
| Observation | Confirm, Assert, Check, Observe | Outcome verification |
Common Transformations
| Before | After |
|---|---|
| Verify login works | Submit valid credentials; confirm session created |
| Verify API returns 200 | Send GET request; assert 200 response within 500ms |
| Verify error displays | Trigger validation error; observe error message |
| Verify data saves | Insert record; query database; confirm fields match |
| Verify performance | Execute 100 requests; measure p99 < 200ms |
Transformation Rules
Pattern Detection
/<td>Verify\s/gi // HTML table cells
/^Verify\s/gim // Line starts
/"Verify\s[^"]+"/gi // Quoted stringsTransformation Categories
API/Network Tests
| Input Pattern | Output Pattern |
|---|---|
| Verify API returns X | Send [METHOD] request; assert [STATUS] response |
| Verify endpoint accepts Y | Post [PAYLOAD] to endpoint; confirm [RESPONSE] |
| Verify webhook fires | Trigger [EVENT]; observe webhook received |
UI/UX Tests
| Input Pattern | Output Pattern |
|---|---|
| Verify button works | Click [BUTTON]; observe [EFFECT] |
| Verify form submits | Fill [FIELDS]; submit form; confirm [RESULT] |
| Verify navigation works | Click [LINK]; observe [PAGE] loads |
Data Tests
| Input Pattern | Output Pattern |
|---|---|
| Verify data saves | Insert [RECORD]; query; confirm [MATCH] |
| Verify validation works | Enter [INVALID]; observe [ERROR] |
| Verify format accepted | Submit [FORMAT]; confirm [PROCESSED] |
Performance Tests
| Input Pattern | Output Pattern |
|---|---|
| Verify performance is good | Execute [LOAD]; measure [METRIC] < [THRESHOLD] |
| Verify scalability | Increase [USERS] to [N]; monitor [RESOURCE] |
| Verify timeout works | Inject [DELAY]; confirm timeout after [TIME] |
Action Verb Reference
Interaction Verbs
| Verb | When to Use | Example |
|---|---|---|
| Click | UI element interaction | Click "Submit" button |
| Type | Text entry | Type "user@example.com" |
| Submit | Form completion | Submit registration form |
| Navigate | Page changes | Navigate to /settings |
| Scroll | Viewport movement | Scroll to page bottom |
| Drag | Drag-and-drop | Drag file to upload zone |
| Hover | Mouse positioning | Hover over tooltip trigger |
| Select | Dropdown/checkbox | Select "Admin" from role dropdown |
Show full SKILL.md (263 more words)Show less
Trigger Verbs
| Verb | When to Use | Example |
|---|---|---|
| Send | HTTP requests | Send POST to /api/orders |
| Inject | Fault injection | Inject 500ms latency |
| Force | State manipulation | Force offline mode |
| Simulate | Event generation | Simulate device rotation |
| Load | Resource loading | Load 50MB test file |
| Execute | Script/command | Execute database migration |
| Invoke | Function/webhook | Invoke payment callback |
| Trigger | Event firing | Trigger scheduled job |
Measurement Verbs
| Verb | When to Use | Example |
|---|---|---|
| Measure | Quantitative check | Measure response time |
| Time | Duration tracking | Time page render |
| Count | Quantity check | Count search results |
| Profile | Resource analysis | Profile CPU usage |
| Benchmark | Comparison | Benchmark against v1.0 |
| Capture | State recording | Capture network traffic |
| Monitor | Ongoing observation | Monitor memory for 5 minutes |
Observation Verbs
| Verb | When to Use | Example |
|---|---|---|
| Confirm | Boolean check | Confirm user is logged in |
| Assert | Value comparison | Assert total equals $99.99 |
| Check | State verification | Check cart has 3 items |
| Observe | Behavior watching | Observe spinner appears |
| Validate | Rule compliance | Validate email format |
| Expect | Predicted outcome | Expect redirect to /home |
| Verify (avoid) | Use alternatives | Use confirm/assert instead |
Quality Validation
Pre-Transform Checks
- Count "Verify" patterns in input
- Identify context for each pattern
- Map to appropriate action verb category
Post-Transform Checks
- Regex validation: zero "Verify" matches
- Every test idea starts with action verb
- Each test includes observable outcome
- All metadata preserved unchanged
Validation Regex
// Must return 0 matches for success
const verifyPattern = /<td>Verify\s/gi;
const matches = content.match(verifyPattern);
if (matches && matches.length > 0) {
throw new Error(`${matches.length} "Verify" patterns remain`);
}Agent Integration
// Single file transformation
await Task("Rewrite Test Ideas", {
inputFile: "assessment.html",
outputFile: "assessment-rewritten.html",
preserveFormatting: true
}, "qe-test-idea-rewriter");
// Batch transformation
await Task("Batch Rewrite", {
inputDir: "./assessments/",
outputDir: "./assessments-clean/",
pattern: "*.html"
}, "qe-test-idea-rewriter");Memory Namespace
aqe/rewriting/
├── transformations/* - Transformation logs
├── patterns/* - Learned patterns
└── vocabulary/* - Custom verb mappingsRelated Skills
- sfdipot-product-factors - Assessment generation
- test-design-techniques - Proper test structuring
- brutal-honesty-review - Quality validation
Remember
Every test idea should be actionable. "Verify X works" tells you nothing about HOW to test. "[Action] X; [Observe] Y" gives clear steps and expected outcomes. Transform passive descriptions into active, observable tests.
© proffesor-for-testing, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in assets/skills/test-idea-rewriting of proffesor-for-testing/agentic-qe.
Open the folder on GitHubat commit 829d030
Compare with similar skills
Test Idea Rewriting 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 |
|---|---|---|---|---|---|---|
| Test Idea Rewriting this skillproffesor-for-testing/agentic-qe | 494 | — | ~1.8k | Automated safety check: Pass | MIT | |
| TransformersK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2.8k | Automated safety check: Notes | Apache-2.0 | |
| Duplicate Descriptionthedaviddias/Front-End-Checklist | 74k | — | ~695 | Automated safety check: Pass | MIT | |
| Idea Darwinsickn33/agentic-awesome-skills | 47k | 2 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Idea Refinementaddyosmani/agent-skills | 103k | 6 repos | ~2k | Automated safety check: Pass | MIT | |
| Rewrite Plannexu-io/open-design | 100k | — | ~511 | Automated safety check: Pass | Apache-2.0 |
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Questions about Test Idea Rewriting
What does Test Idea Rewriting do?
Transform passive 'Verify X' test descriptions into active, observable test actions. Test Idea Rewriting is an agent skill from proffesor-for-testing/agentic-qe. Transform passive 'Verify X' test descriptions into active, observable test actions.
When should I use Test Idea Rewriting?
Test Idea Rewriting fits situations like: test ideas lack specificity; use vague language; fail quality validation.
How do I install Test Idea Rewriting in Claude Code?
Run `npx skills add proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a claude-code`. Or copy the skill folder (assets/skills/test-idea-rewriting in proffesor-for-testing/agentic-qe) into .claude/skills/test-idea-rewriting in your project. Claude Code loads it when a task matches its description.
How do I install Test Idea Rewriting in Codex?
Run `npx skills add proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a codex`. Or copy the skill folder (assets/skills/test-idea-rewriting in proffesor-for-testing/agentic-qe) into .agents/skills/test-idea-rewriting in your project. Codex loads it when a task matches its description.
Can I use Test Idea Rewriting 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 proffesor-for-testing/agentic-qe --skill test-idea-rewriting -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/test-idea-rewriting, .gemini/skills/test-idea-rewriting, .github/skills/test-idea-rewriting and .opencode/skills/test-idea-rewriting in your project.
What does Test Idea Rewriting need to run?
SKILL.md names no scripts, command-line tools or credentials: Test Idea Rewriting is instructions for the agent only.
Does Test Idea Rewriting 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 Test Idea Rewriting 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 Test Idea Rewriting use?
Test Idea Rewriting is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Test Idea Rewriting use?
About 1.8k tokens (SKILL.md is roughly 7.3k 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 Test Idea Rewriting?
Skills that share tags, products or a category with Test Idea Rewriting: Transformers (K-Dense-AI/scientific-agent-skills, 48k stars), Duplicate Description (thedaviddias/Front-End-Checklist, 74k stars), Idea Darwin (sickn33/agentic-awesome-skills, 47k stars) and Idea Refinement (addyosmani/agent-skills, 103k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Test Idea Rewriting?
proffesor-for-testing (a GitHub user) maintains it in proffesor-for-testing/agentic-qe, which has 494 GitHub stars. The repository holds 95 skills in this directory. The repository was last updated on October 4, 2026.
Source: proffesor-for-testing/agentic-qe on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.