How do I install the Skill RAG Router skill?

Run npx skillmds add zpankz/skill-rag-router in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Skill RAG Router safe to use?

This skill has not completed SkillMD's automated safety review yet. Capability flags: executes scripts. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Skill RAG Router?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Skill RAG Router free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Skill RAG Router?

Zpankz (@zpankz) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Skill RAG Router by zpankz — Agent Skill

Name: Skill RAG Router
Rating: 4.2 (5 reviews)
Author: Zpankz

Skill RAG Router

Semantic skill discovery and routing using GraphRAG, vector embeddings, and multi-tool search. Automatically matches user intent to the most relevant skills from 144+ available options using ck semantic search, LEANN RAG, and knowledge graph relationships. Triggers on /meta queries, complex multi-domain tasks, explicit skill requests, or when task complexity exceeds threshold (files>20, domains>2, complexity>=0.7).

Zpankz e4ccbc0 5 files · 9.2 KB Updated Sep 10, 2026

File contents

Skill RAG Router

Intelligent skill discovery and routing system using semantic search and knowledge graph relationships.

Capabilities

Semantic Skill Search: Uses ck --sem for meaning-based skill matching
Hybrid Search: Combines semantic + keyword matching via ck --hybrid
Session Awareness: Integrates with beads/bd for session context
Memory Integration: Uses claude-mem for cross-session learning

Trigger Conditions

Activate this skill when:

User explicitly requests skill discovery (/meta, "find a skill for...")
Task complexity score >= 0.7
Task involves > 20 files
Task spans > 2 domains (frontend, backend, security, etc.)
User asks "what skill can help with..."

Usage

# Explicit invocation
/meta [query]

# Examples
/meta "optimize prompts for RAG pipeline"
/meta "debug authentication flow"
/meta "refactor legacy codebase"

Search Implementation

# Semantic search for skills
ck --sem "[query]" ~/.claude/skills/ --jsonl --top-k 5

# Hybrid search (semantic + keyword)
ck --hybrid "[query]" ~/.claude/skills/ --threshold 0.6

# Index skills
ck --index ~/.claude/skills/ --model bge-small --quiet

Output Format

Returns ranked skill suggestions with:

Skill name and path
Confidence score (0-1)
Relevant snippet from SKILL.md
Trigger match explanation

Integration Points

SessionStart: Indexes skills, loads routing cache
UserPromptSubmit: Analyzes prompts for skill suggestions
beads/bd: Session-aware task tracking
claude-mem: Cross-session routing patterns

Scripts

scripts/index-skills.sh: Index all skills with ck
scripts/router.sh: Main routing logic
scripts/suggest-skills.sh: Intent → skill matching for hooks

---name: skill-rag-routerdescription: Semantic skill discovery and routing using GraphRAG, vector embeddings, and multi-tool search. Automatically matches user intent to the most relevant skills from 144+ available options using ck semantic search, LEANN RAG, and knowledge graph relationships. Triggers on /meta queries, complex multi-domain tasks, explicit skill requests, or when task complexity exceeds threshold (files>20, domains>2, complexity>=0.7).---# Skill RAG RouterIntelligent skill discovery and routing system using semantic search and knowledge graph relationships.## Capabilities1. **Semantic Skill Search**: Uses `ck --sem` for meaning-based skill matching2. **Hybrid Search**: Combines semantic + keyword matching via `ck --hybrid`3. **Session Awareness**: Integrates with beads/bd for session context4. **Memory Integration**: Uses claude-mem for cross-session learning## Trigger ConditionsActivate this skill when:- User explicitly requests skill discovery (`/meta`, "find a skill for...")- Task complexity score >= 0.7- Task involves > 20 files- Task spans > 2 domains (frontend, backend, security, etc.)- User asks "what skill can help with..."## Usage```bash# Explicit invocation/meta [query]# Examples/meta "optimize prompts for RAG pipeline"/meta "debug authentication flow"/meta "refactor legacy codebase"```## Search Implementation```bash# Semantic search for skillsck --sem "[query]" ~/.claude/skills/ --jsonl --top-k 5# Hybrid search (semantic + keyword)ck --hybrid "[query]" ~/.claude/skills/ --threshold 0.6# Index skillsck --index ~/.claude/skills/ --model bge-small --quiet```## Output FormatReturns ranked skill suggestions with:- Skill name and path- Confidence score (0-1)- Relevant snippet from SKILL.md- Trigger match explanation## Integration Points- **SessionStart**: Indexes skills, loads routing cache- **UserPromptSubmit**: Analyzes prompts for skill suggestions- **beads/bd**: Session-aware task tracking- **claude-mem**: Cross-session routing patterns## Scripts- `scripts/index-skills.sh`: Index all skills with ck- `scripts/router.sh`: Main routing logic- `scripts/suggest-skills.sh`: Intent → skill matching for hooks

Frequently asked questions

Skill RAG Router

File contents

Skill RAG Router

Capabilities

Trigger Conditions

Usage

Search Implementation

Output Format

Integration Points

Scripts

Related skills

Frequently asked questions

How do I install the Skill RAG Router skill?

What does the Skill RAG Router skill do?

Is Skill RAG Router safe to use?

Which AI agents work with Skill RAG Router?

Is Skill RAG Router free to use?

Who published Skill RAG Router?