Protege Almanac

AI knowledge graph for business documents and regulations.

Your AI-ready rulebook for regulations, policies, and workflows so assistants can answer compliance questions with traceable sources.

View on GitHub
Open source LightRAG core with self-hosted deployment support
MCP-ready Query in assistants and product experiences with citations
Near-real-time Monitoring and alerting for regulatory change events

How it works

From source indexing to actionable answers.

Monitor regulatory sources, detect policy drift, and provide citation-backed responses through MCP.

Index & Monitor

  • Integrate

    Connects to any regulatory body or policy database

  • Intake

    Ingests partner requirements and internal policies

  • Monitoring

    Near-real-time monitoring of regulatory updates

  • Tracking

    Tracks federal/state regulators, card networks, industry associations

Analyze & Update

  • Policy Drift Detection

    Identify outdated internal policies

  • Rule Conflict Alerts

    Flag contradictions with current regulations

  • Change Guidance

    Recommend updates based on new requirements

Query through MCP

  • MCP Connect

    Ask questions via any Assistant through MCP

  • Multi-Assistant Access

    Query directly from Claude, ChatGPT, or your product

  • Customer Query Portal

    Enable customers to query regulations in your platform

  • Verified Responses

    Get quick answers with source citations

Ecosystem

Works where your teams already work.

Regulatory, document, developer, and AI platform workflows can all query the same source of truth.

  • Regulatory
  • Documents
  • Developer
  • AI Platforms
Almanac connects to regulatory sources, document stores, developer tooling, and AI platforms.

Teams

Use cases by function.

One regulatory knowledge layer, tailored to the teams that maintain and enforce policy.

Compliance teams

Automate regulatory monitoring across jurisdictions and surface exceptions earlier.

Product teams

Let customers ask compliance questions directly in-product without opening support tickets.

Legal teams

Track policy changes and keep guidance current as external requirements evolve.

Platform teams

Add compliance-aware knowledge to customer-facing assistants with source-backed responses.

Don’t see your team? Tell us your use case

FAQ

Common questions.

Contact our team

Any MCP-compatible source, including regulatory databases, partner documentation, and internal policy repositories.

Through MCP protocol. Teams can query Almanac as a knowledge source and get answers with citations.

Yes. Almanac can extend your product assistant so customers can query regulatory knowledge directly.

Almanac tracks and structures regulatory knowledge; Review enforces compliance in content and workflows. Together they close the loop from rule changes to execution.

Build with us

See Hookshot™ in your stack.

Request early access or book a live walkthrough with the team.

Request Demo
Hookshot™ setup screen — AI agent workflow configuration with model selection, trigger status, and governance controls.