This skill should be used when the user wants to find the right looplia skills for a task, match requirements to available capabilities, or determine which skills should handle each workflow step. Use when someone says "which looplia skill handles X", "find skills for this task", "match my requirements to skills", or "/build" (after registry scan). Second step in looplia workflow building: takes user requirements and skill registry, recommends skill sequences with missions. Designs one workflow step → one skill-executor → multiple skills orchestration pattern.
/plugin marketplace add memorysaver/looplia-core/plugin install memorysaver-looplia-plugins-looplia-core@memorysaver/looplia-coreThis skill inherits all available tools. When active, it can use any tool Claude has access to.
Match natural language requirements to available skills, designing an optimal workflow step sequence.
Parse user's workflow description, understand their intent, and recommend which skills should handle each part of the workflow. Output includes step IDs, skill names, missions, and data flow.
Extract from the user's description:
Input Types:
Processing Goals:
Output Format:
Read the plugin registry from plugin-registry-scanner output:
{
"plugins": [...],
"summary": { "totalSkills": N }
}
Build a capability index from skill descriptions and inferred capabilities.
Score each skill by:
For each matched skill:
needs:)Order skills logically:
Ensure proper data dependencies.
If requirements can't be fully satisfied:
Provide:
{
"requirements": {
"inputType": "video transcript",
"goals": ["extract key points", "generate outline"],
"outputFormat": "structured JSON"
},
"recommendations": [
{
"skill": "media-reviewer",
"suggestedStepId": "analyze-content",
"goalId": "analyze",
"matchScore": 0.92,
"capabilities": ["content analysis", "theme extraction"],
"mission": "Deep analysis of video transcript. Extract key themes, quotes, and narrative structure.",
"rationale": "Primary skill for content understanding"
},
{
"skill": "idea-synthesis",
"suggestedStepId": "generate-ideas",
"goalId": "generate",
"matchScore": 0.85,
"capabilities": ["idea generation", "hooks and angles"],
"mission": "Generate hooks, angles, and questions from the analysis. Read user profile for personalization.",
"rationale": "Creates engaging content ideas from analysis"
}
],
"suggestedSequence": ["analyze-content", "generate-ideas", "build-output"],
"dataFlow": {
"analyze-content": {
"needs": [],
"provides": "analysis.json"
},
"generate-ideas": {
"needs": ["analyze-content"],
"provides": "ideas.json"
},
"build-output": {
"needs": ["analyze-content", "generate-ideas"],
"provides": "output.json"
}
},
"gaps": [],
"customSkillNeeded": false,
"clarificationNeeded": true,
"clarifications": {
"sections": [
{
"id": "input",
"title": "Input",
"completed": false,
"questions": [
{
"id": "content-type",
"text": "What type of content will this workflow process?",
"type": "single-select",
"options": [
{ "id": "video", "label": "Video transcripts", "inferred": true },
{ "id": "audio", "label": "Audio transcripts" },
{ "id": "text", "label": "Text articles" },
{ "id": "web", "label": "Web pages (fetched via search)" }
],
"reason": "Inferred 'video' from description, confirm or change"
}
]
},
{
"id": "goals",
"title": "Goals",
"completed": false,
"questions": [
{
"id": "primary-goal",
"text": "What are the primary goals for this workflow?",
"type": "multi-select",
"options": [
{ "id": "analyze", "label": "Analyze and extract key insights" },
{ "id": "summarize", "label": "Create structured summaries" },
{ "id": "generate", "label": "Generate creative content ideas" },
{ "id": "document", "label": "Build comprehensive reports" }
]
},
{
"id": "depth",
"text": "How deep should the analysis be?",
"type": "single-select",
"options": [
{ "id": "quick", "label": "Quick overview (1-2 key points)" },
{ "id": "standard", "label": "Standard analysis (5-7 key points)" },
{ "id": "deep", "label": "Deep analysis (comprehensive)" }
]
}
]
},
{
"id": "output",
"title": "Output",
"completed": false,
"questions": [
{
"id": "format",
"text": "What output format do you need?",
"type": "single-select",
"options": [
{ "id": "json", "label": "Structured JSON" },
{ "id": "markdown", "label": "Markdown document" },
{ "id": "both", "label": "Both JSON and Markdown" }
]
}
]
},
{
"id": "review",
"title": "Review",
"completed": false,
"questions": []
}
]
}
}
| Match Type | Score |
|---|---|
| Exact capability match | 0.9-1.0 |
| Strong description overlap | 0.7-0.9 |
| Partial capability match | 0.5-0.7 |
| Weak/inferred match | 0.3-0.5 |
| No clear match | < 0.3 |
Each mission should:
Good mission example:
Deep analysis of video transcript. Extract key themes, important quotes with timestamps, and narrative structure. Focus on insights that would interest the user based on their profile.
Bad mission example:
Analyze the content.
goalId linking it to a clarification goalWhen user requirements are ambiguous, include clarifying questions in the response. The wizard UI uses these to gather additional context before generating the final workflow.
| Field | Type | Description |
|---|---|---|
clarificationNeeded | boolean | Whether clarifying questions should be shown |
clarifications.sections | Section[] | Tab-based sections for wizard navigation |
{
"id": "goals",
"title": "Goals",
"completed": false,
"questions": [...]
}
{
"id": "primary-goal",
"text": "What are the primary goals for this workflow?",
"type": "single-select | multi-select | text",
"options": [
{ "id": "analyze", "label": "Analyze and extract key insights", "inferred": true }
],
"reason": "Optional explanation for why this was inferred"
}
| Type | Description | Use Case |
|---|---|---|
single-select | One option only (●/○) | Content type, depth level |
multi-select | Multiple options (✓/☐) | Goals, features to include |
text | Free-form input | Custom names, descriptions |
Set inferred: true on options that match keywords in the user's description:
Each recommendation must include a goalId that links to a goal option:
{
"skill": "media-reviewer",
"suggestedStepId": "analyze-content",
"goalId": "analyze",
"matchScore": 0.92
}
This allows the wizard to filter recommendations based on selected goals in real-time.
When wizard answers are included in the enriched prompt (via "User clarifications: Q: ... A: ..."), these become structured preferences that MUST be incorporated into the workflow.
| Preference Category | Example Questions | How to Use |
|---|---|---|
| PLATFORMS | "Which social media platforms?" | Inject into social/output step missions |
| ARTICLE_COUNT | "How many articles/items?" | Inject into search/filter step missions |
| FOCUS_AREAS | "Which topics/areas to focus on?" | Inject into search and analysis missions |
| OUTPUT_FORMAT | "What format should output be?" | Inject into final output step mission |
| DEPTH | "How deep should analysis be?" | Adjust analysis step detail level |
When receiving an enriched prompt like:
User clarifications: Q: Which platforms? A: twitter, linkedin. Q: How many articles? A: top5. Q: Focus areas? A: llm, adoption.
Extract as structured data:
PLATFORMS: twitter, linkedin
ARTICLE_COUNT: 5
FOCUS_AREAS: llm, adoption
WITHOUT preferences (BAD):
Search for AI news articles.
WITH preferences (GOOD):
Search for top 5 AI news articles focusing on LLM developments and adoption trends.
WITHOUT preferences (BAD):
Compile findings into a report.
WITH preferences (GOOD):
Create engaging social media posts optimized for twitter and linkedin, focusing on LLM and adoption angles.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.