Daily recap for June 7, 2026

Today we shipped five new AI tutorials for small businesses, each a self-contained application you can download and run. They range from automating HR policy checks to comparing insurance quotes and running safe Databricks queries. We also published 24 package updates under the hood — mostly security patches and dependency bumps that keep the building blocks stable.

What we shipped

Cohere Document Pipeline for HR Policy Compliance

This pipeline ingests employee handbooks and policy documents, extracts key clauses, and uses Cohere’s LLM to output guaranteed-valid structured data — even from messy scans. It then flags outdated or contradictory rules on a searchable dashboard, helping small businesses stay compliant without manual cross‑referencing.

Read the tutorial → · Download the code (zip)

Built with @reaatech/media-pipeline-mcp-doc-extraction, @reaatech/media-pipeline-mcp-core, and @reaatech/structured-repair-core, on Cohere · 90 tests / 92.1% coverage.

Cohere Agent Mesh for Insurance Quote Comparison

Specialized agents for each carrier — GEICO, Progressive, State Farm, Allstate — run in parallel, fetching quotes and comparing coverages. A recommendation agent weighs the results and suggests the best policy, logging every step so agents can review and adjust. Multi‑turn context is preserved across the conversation.

Read the tutorial → · Download the code (zip)

Built with @reaatech/agent-mesh, @reaatech/agent-mesh-router, @reaatech/agent-mesh-registry, @reaatech/agent-mesh-session, and @reaatech/agent-mesh-observability, on Cohere · 106 tests / 93.8% coverage.

AWS Bedrock MCP Server for GitHub Small Business DevOps

This MCP server exposes safe GitHub read operations — list repos, search issues, get pull requests — as tools that AWS Bedrock agents can call in natural language. A firewall blocks any destructive operations, so small teams can let AI query their GitHub activity without risk.

Read the tutorial → · Download the code (zip)

Built with @reaatech/mcp-server-core, @reaatech/mcp-server-tools, @reaatech/mcp-server-auth, and @reaatech/tool-use-firewall-core, on Bedrock · 103 tests / 96.2% coverage.

Cohere Knowledge Agent for Plaid SMB Financial Insights

Connect your Plaid‑linked bank accounts and ask questions like “What was my cash flow last month?” in plain English. The system indexes transactions with fastembed and Qdrant, then uses a Cohere‑powered hybrid RAG pipeline with session continuity for follow‑up queries.

Read the tutorial → · Download the code (zip)

Built with @reaatech/hybrid-rag, @reaatech/session-continuity, @reaatech/structured-repair-core, and @reaatech/confidence-router, on Cohere · 135 tests / 98.4% coverage.

Databricks Code Sandbox for Secure SMB Data Analysis

This tool translates plain English into Python or SQL, dry‑runs the code in an isolated sandbox, enforces safety rules, and only then executes on Databricks. Real‑time cost tracking and budget alerts keep non‑technical staff from accidentally overspending.

Read the tutorial → · Download the code (zip)

Built with @reaatech/confidence-router, @reaatech/structured-repair-core, @reaatech/tool-use-firewall-core, @reaatech/llm-cost-telemetry, and @reaatech/session-continuity, on Databricks · 103 tests / 96.5% coverage.

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Building blocks shipped

Agents Markdown Kit

All nine packages in the agents‑markdown family (core, parser, linter, validator, reporter, scaffold, cli, mcp-server, observability) shipped patch updates fixing a CI security audit failure and restoring green builds. The CLI and MCP server are the most directly usable for most teams. Browse the agents‑markdown catalog →

Hybrid RAG (Qdrant)

Two patch updates in this pipeline: the MCP server adapted to Zod 4 schema changes, and the observability package upgraded to OpenTelemetry 2.7 with updated SDK initialization. Browse the Hybrid RAG catalog →

Idempotency Middleware (Firestore adapter)

The Firestore storage adapter bumped its @google-cloud/firestore dependency from v7 to v8, a major version jump that may conflict with pinned v7 installs. This is the only release in the family. Browse the idempotency‑middleware catalog →

LLM Cost Telemetry

Two minor releases: the core package adopted Zod 4 for its cost span schemas, while the CLI upgraded Commander to v14. Both stay pre‑1.0 per our semver convention. Browse the cost‑telemetry catalog →

LLM Judge Toolkit

A security fix and dependency refresh landed as patch 0.1.1 across all ten packages. The calibration and types packages now require Zod 4; the infra package upgraded to Pino 10. The CLI remains the fastest way to evaluate LLM responses against criteria like faithfulness or safety. Browse the LLM Judge Toolkit →

Browse the full catalog at reaatech.com/products.