skill-recommender

Parse user requests and rank documentation skills by confidence scores.

16|3|Updated Nov 10, 2025
One-click install
npx skills add https://github.com/vladm3105/aidoc-flow-framework --skill skill-recommender-vladm3105
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-recommender
Source: https://github.com/vladm3105/aidoc-flow-framework/tree/main/.claude/skills/skill-recommender
Command: npx skills add https://github.com/vladm3105/aidoc-flow-framework --skill skill-recommender-vladm3105

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill analyzes user intent and project context to recommend appropriate documentation skills from the AI Dev Flow catalog, accelerating discovery and workflow initiation.

Core Features & Use Cases

  • Parse user requests and map to cataloged skills
  • Rank recommendations with confidence scores
  • Provide rationale and next-best actions

Quick Start

Ask for a recommendation when starting a documentation task to get 3 top skills for your goal.

Frequently Asked Questions about skill-recommender

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find the right documentation skill for my task?

This skill recommends appropriate documentation skills by analyzing your request and project context. Provide your task description and current project details to get ranked recommendations with confidence scores, helping you skip directly to the right skill instead of browsing the catalog manually.

Can I get skill recommendations for creating BRDs and PRDs?

Yes. The skill handles documentation task intent parsing including BRD and PRD creation, validation, and structure analysis. Describe what you're building and it ranks relevant documentation skills with rationales for each recommendation.

What input does the recommendation engine need to work effectively?

Provide your user request describing the documentation task, optional project context for scope and constraints, and maximum number of recommendations you want. The skill parses intent, matches against the AI Dev Flow catalog, and returns ranked results with reasoning.

How are recommended skills ranked and scored?

The skill applies confidence scoring to rank recommendations by relevance to your request and project context. Each suggestion includes its confidence score and rationale, so you understand why it matches your task and can prioritize which skill to invoke first.

What happens if I'm unsure which documentation skill applies to my workflow?

This skill resolves that uncertainty by mapping your described task to skills in the AI Dev Flow catalog. Instead of guessing, submit your documentation goal and receive a prioritized list of next-best actions with clear rationales for each skill.