Verndale Agentics Ecosystem

Orchestrator

Orchestrator Agents

Agentmigration-pipeline

End-to-end Salesforce migration analysis orchestrator. Takes a client meeting recording and produces a complete gap analysis, validation report, and client deliverables.

agents/migration-pipeline.md

Agentvideo-analysis-pipeline

Video processing and parallel frame analysis orchestrator. Extracts frames, dedupes, transcribes, dispatches parallel frame analysts, and synthesizes results.

agents/video-analysis-pipeline.md

Agentdocumentation-pipeline

Multi-agent Chrome-based documentation orchestrator. Dispatches parallel subagents to visually document backend dashboard pages.

agents/documentation-pipeline.md

invoked via

Commands

Slash Commands

Command/verndale:migration-pipeline

End-to-end Salesforce migration analysis pipeline. Takes a client video recording and produces gap analysis, validation, elicitation, and Confluence export.

commands/verndale/migration-pipeline.md

Command/verndale:meeting-review

Analyze a gap analysis review meeting against the source document. Extracts agreements, changes, revisions needed, and verbal context.

commands/verndale/meeting-review.md

Command/verndale:enrich-batch

Enrich a batch gap analysis document with Salesforce references, BBC evidence, assigned decisions, and Confluence export.

commands/verndale/enrich-batch.md

dispatches skills in phases

Pipeline

Migration Pipeline Phases

Phase 0

Preprocessing

extract-frames, dedupe, transcribe

Phase 1

Visual Analysis

5x frame-analyst, frame-synthesis

Phase 2

Migration Analysis

meeting, sfcc, ui, integration, data

Phase 2.5 + 3

Validation & Delivery

validator, elicitor, confluence

Phase 6

Summary

pipeline-summary report

skill details

Phase 0

Preprocessing Skills

Skillextract-video-frames

Extracts frames and timestamped audio segments from video files at configurable intervals with a JSON manifest.

skills/extract-video-frames/SKILL.md

Skilldedupe-frames

Remove near-duplicate frames using perceptual hashing (dhash). Typically removes 50-80% of frames from meeting recordings.

skills/dedupe-frames/SKILL.md

Skillelevenlabs-transcribe

Transcribes audio/video files using ElevenLabs Scribe v2 API with speaker diarization and audio event tagging.

skills/elevenlabs-transcribe/SKILL.md

Phase 1

Visual Analysis Skills

Skillframe-analyst

Analyze a chunk of video frames from a client meeting screencast. Identify and categorize every UI component, form field, and data structure.

skills/frame-analyst/SKILL.md

Skillframe-synthesis

Merge and deduplicate parallel frame analysis outputs into a single comprehensive UI component inventory and system architecture map.

skills/frame-synthesis/SKILL.md

Skilltranscript-analyst

Analyze a raw text transcript to extract functional requirements, business rules, pain points, user roles, and integration hints.

skills/transcript-analyst/SKILL.md

Phase 2

Migration Analysis Skills

Skillmeeting-analyst

Analyze client meeting recordings and transcripts to extract functional requirements and migration hints.

skills/meeting-analyst/SKILL.md

Skillsfcc-b2b-expert

Salesforce B2B Commerce platform expert. Maps client requirements to platform capabilities.

skills/sfcc-b2b-expert/SKILL.md

Skillgap-analysis

Produce client-specific gap analysis documents comparing current platform against Salesforce B2B Commerce.

skills/gap-analysis/SKILL.md

Skillui-migration

Map current UI components to Salesforce Experience Cloud / LWC equivalents for storefront migration.

skills/ui-migration/SKILL.md

Skillintegration-api

Assess current platform integrations and architect the Salesforce B2B Commerce integration layer.

skills/integration-api/SKILL.md

Skilldata-schema

Analyze the current platform's data model and design the Salesforce B2B Commerce object schema.

skills/data-schema/SKILL.md

Execution Order

Wave 1: meeting-analyst, ui-migration, integration-api, data-schema (parallel) → Wave 2: sfcc-b2b-expert → Wave 3: gap-analysis

Phase 2.5 + 3

Delivery & Validation Skills

Skillsfcc-validator

Post-gap-analysis validation agent. Uses web search to fact-check all Salesforce B2B Commerce capability claims.

skills/sfcc-validator/SKILL.md

Skillclient-elicitor

Consolidates all open questions, unvalidated assumptions, and low-confidence features into a prioritized Q&A document.

skills/client-elicitor/SKILL.md

Skillconfluence-gap-analysis

Generate Confluence-compatible gap analysis with XHTML storage format and wiki markup fallback.

skills/confluence-gap-analysis/SKILL.md

data flow overview

Diagram

End-to-End Data Flow

100%

graph TD
  VIDEO["Client Video"]:::inputNode --> EXTRACT["extract-video-frames"]:::amberNode
  EXTRACT --> DEDUPE["dedupe-frames"]:::amberNode
  EXTRACT --> TRANSCRIBE["elevenlabs-transcribe"]:::amberNode
  DEDUPE --> FA1["frame-analyst x5"]:::tealNode
  FA1 --> SYNTH["frame-synthesis"]:::tealNode
  TRANSCRIBE --> MA["meeting-analyst"]:::greenNode
  SYNTH --> UI["ui-migration"]:::greenNode
  SYNTH --> INT["integration-api"]:::greenNode
  SYNTH --> DS["data-schema"]:::greenNode
  MA --> SFCC["sfcc-b2b-expert"]:::greenNode
  UI --> GAP["gap-analysis"]:::greenNode
  INT --> GAP
  DS --> GAP
  SFCC --> GAP
  GAP --> VAL["sfcc-validator"]:::violetNode
  GAP --> ELICIT["client-elicitor"]:::violetNode
  GAP --> CONF["confluence-export"]:::violetNode

  classDef inputNode fill:#47556926,stroke:#475569,stroke-width:2px
  classDef amberNode fill:#d9770626,stroke:#d97706,stroke-width:2px
  classDef tealNode fill:#0d948826,stroke:#0d9488,stroke-width:2px
  classDef greenNode fill:#05966926,stroke:#059669,stroke-width:2px
  classDef violetNode fill:#7c3aed26,stroke:#7c3aed,stroke-width:2px

Output

Output Deliverables

Primary

gap-analysis-{company}-{meeting}.md
feature-inventory-{company}-{meeting}.md
sfcc-assessment-{meeting}.md

Analysis

screen-catalog.md
component-library.md
system-architecture-map.md
ui-migration-map-{meeting}.md
integration-assessment-{meeting}.md
data-schema-mapping-{meeting}.md

Client-Facing

sfcc-validation-{company}.md
client-elicitation-{company}.md
meeting-prep-{company}-validation.md
gap-analysis-confluence-{company}.html
gap-analysis-confluence-{company}.confluence

Modes

Execution Modes

Full Pipeline

Video input → all phases execute sequentially. Produces the complete set of 20+ documents.

/verndale:migration-pipeline 'video.mp4' 'Company' 'label'

Video Only

Processes video through frame extraction, dedup, and visual analysis only. Stops after Phase 1 synthesis.

video-analysis-pipeline agent with --skip-transcribe

Transcript Only

Skips all video processing. Uses transcript-analyst directly, then proceeds through migration analysis and delivery.

migration-pipeline agent with transcript file path

Directory Structure

.claude/
  agents/           3 orchestrator agent definitions
  commands/verndale/ 3 slash commands
  skills/           15 specialized skill directories
    extract-video-frames/  scripts/ + SKILL.md
    dedupe-frames/         scripts/ + SKILL.md
    elevenlabs-transcribe/ scripts/ + SKILL.md
    frame-analyst/         SKILL.md
    frame-synthesis/       SKILL.md
    transcript-analyst/    SKILL.md
    meeting-analyst/       SKILL.md
    sfcc-b2b-expert/       SKILL.md
    gap-analysis/          SKILL.md
    ui-migration/          SKILL.md
    integration-api/       SKILL.md
    data-schema/           SKILL.md
    sfcc-validator/        SKILL.md
    client-elicitor/       SKILL.md
    confluence-gap-analysis/ SKILL.md