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Capability Graph Builder

Construct a queryable capability graph from capability manifests with inferred relationships.

34|7|Updated Oct 22, 2025
Search Tags:#codex#orchestration#dependency-mapping#graph#ai-development#knowledge-graph#capability
One-click install
npx skills add https://github.com/daffy0208/ai-dev-standards --skill capability-graph-builder
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Capability Graph Builder
Source: https://github.com/daffy0208/ai-dev-standards/tree/main/SKILLS/capability-graph-builder
Command: npx skills add https://github.com/daffy0208/ai-dev-standards --skill capability-graph-builder

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python3, codex, and includes scripts (resource) components.

What problem does it solves?

This Skill solves the challenge of understanding complex relationships and dependencies between AI capabilities, tools, and skills by building intelligent graph structures.

Core Features & Use Cases

  • Graph Construction: Automatically builds nodes and edges from capability manifests.
  • Relationship Inference: Uses Codex AI to discover implicit connections and validate compatibility.
  • Use Case: After generating manifests for your AI development stack, use this Skill to create a queryable graph that reveals what skills are needed to achieve specific goals like semantic search or RAG implementation.

Quick Start

Use the Capability Graph Builder to analyze all manifests in the SKILLS directory and generate a comprehensive capability graph for orchestration planning.

Frequently Asked Questions about Capability Graph Builder

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

FAQPage Schema
How do I build a queryable graph from AI capability manifests?▼

Capability Graph Builder constructs a queryable capability graph by ingesting manifests, inferring missing relationships through Codex AI, and generating a structured JSON graph artifact. Run it after manifest generation to reveal dependencies and relationships for orchestration planning.

Can I use Codex to automatically infer relationships between AI capabilities?▼

Yes. This Skill uses Codex-powered inference to discover implicit connections between capabilities and validate compatibility declarations, then indexes them by domain and effect for graph-based queries.

What's the best way to understand dependencies between skills and tools in my AI stack?▼

Build a capability graph from your manifest files. The Skill automatically constructs nodes and edges, infers relationships you may have missed, and validates compatibility to produce a comprehensive dependency map for planning.

Do I need Python and Codex to build a capability graph?▼

Yes. The Skill requires Python 3 and Codex as dependencies. It processes manifests from your SKILLS directory and outputs a structured JSON graph for downstream orchestration and knowledge-base construction.

What happens if capability manifests have missing or conflicting relationships?▼

The Skill infers missing relationships through Codex AI and validates compatibility declarations during graph construction. Consistency checks catch conflicts, and the resulting JSON graph surfaces issues for review and correction.

How do I use a capability graph for semantic search or RAG implementation planning?▼

After generating the graph, query it to discover which capabilities and skills chain together to achieve specific goals like semantic search or retrieval-augmented generation, supporting orchestration decisions.

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