# Labyrinth Analytics Consulting LLC
> Agentic workflow consulting and data engineering for mid-market organizations.
> Principal: Debbie Shapiro -- 35+ years of experience across six technology generations, based in Washington State.
> The company designs LangGraph pipelines, multi-agent systems, dbt data warehouses, and AI integration solutions. It also publishes MCP server tools for AI agents and coding platforms.

## Services
- [Agentic Workflow Consulting](https://labyrinthanalyticsconsulting.com/services): LangGraph multi-agent system design, maker-checker validation pipelines, autonomous scheduling with human review gates
- [Data Engineering](https://labyrinthanalyticsconsulting.com/services): Python and SQL pipelines, dbt + Snowflake / Redshift / DuckDB, ETL architecture, data warehouse design
- [AI Integration](https://labyrinthanalyticsconsulting.com/services): MCP server development, AI agent integration, model-augmented analytics

## Products

### LoreConvo
- URL: https://labyrinthanalyticsconsulting.com/tools/loreconvo
- Type: MCP server for AI agents and MCP-compatible coding platforms (Claude, Cursor, Codex, Hermes Agent)
- Description: LoreConvo is persistent session memory for AI agents. It saves conversation context, decisions, and project state to a local SQLite database and recalls relevant sessions automatically at the start of each new session. It provides 38 MCP tools for programmatic AI access and 10 CLI commands for human use. Local-first; no cloud required.
- Pricing: Free (50 sessions). Pro: $8/month (unlimited sessions).
- Install: uvx loreconvo
- Marketplace: https://github.com/labyrinth-analytics/claude-plugins (Claude Code plugin marketplace, self-hosted)

### LoreDocs
- URL: https://labyrinthanalyticsconsulting.com/tools/loredocs
- Type: MCP server for AI agents and MCP-compatible coding platforms (Claude, Cursor, Codex, Hermes Agent)
- Description: LoreDocs is versioned knowledge management for AI projects. It stores architecture documents, API contracts, domain rules, and configuration references in local per-project vaults and injects them into AI context on demand. It provides 46 MCP tools for comprehensive AI access. Local-first; no cloud required.
- Pricing: Free (3 vaults). Pro: $9/month (unlimited vaults).
- Install: uvx loredocs
- Marketplace: https://github.com/labyrinth-analytics/claude-plugins (Claude Code plugin marketplace, self-hosted)

## About
- [About Debbie Shapiro](https://labyrinthanalyticsconsulting.com/about): Data engineer and agentic workflow consultant. 35+ years across six technology generations: mainframe, client-server, early web, enterprise middleware, cloud, and AI agents.
- Personal LinkedIn: https://www.linkedin.com/in/shapirodebbie/
- Company LinkedIn: https://www.linkedin.com/company/labyrinth-analytics-consulting/

## Writing and expertise
- [Blog](https://labyrinthanalyticsconsulting.com/blog): Technical posts on agentic systems, MCP, LangGraph, dbt, Snowflake, data pipelines, and AI integration
- [Full blog archive](https://labyrinthanalyticsconsulting.com/llms-full.txt): Complete markdown content of every published post, for AI assistants that read llms-full.txt
- Topics: agentic-workflow, mcp, langgraph, dbt, snowflake, data-engineering, multi-agent-systems, maker-checker

## Pricing and buying
- [Pricing](https://labyrinthanalyticsconsulting.com/pricing): How consulting engagements are scoped (paid discovery, then fixed-price projects) and product plan pricing (LoreConvo Free/$8 Pro, LoreDocs Free/$9 Pro)
- [FAQ](https://labyrinthanalyticsconsulting.com/faq): Objections and pre-sales questions: data privacy, vendor lock-in, cancellation, when NOT to hire a consultant

## Contact
- Email: info@labyrinthanalyticsconsulting.com
- Company LinkedIn: https://www.linkedin.com/company/labyrinth-analytics-consulting/