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Practical writing on AI coding guardrails — spec-driven development, agentic PR reviews, policy-as-code, observability, and product changelog updates from the Zenable team.

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Spec-Driven Development

Automatically create Conformance Tests for your projects and instantly integrate them into the MCP server and PR Review bot -- deterministic, no LLM hallucination.

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Upgraded PR Reviews

Upgraded to Claude 4 for PR reviews, delivering improved contextual analysis that identifies security, functional, and business logic issues.

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GitHub App Configuration File

The GitHub App can now be set up using a configuration file to skip reviews of lock files, binaries, release branches, and Dependabot PRs.

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Cursor Support

Zenable now supports integration directly into Cursor -- see our documentation for setup instructions.

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Windsurf Support

Zenable now integrates directly into Windsurf -- see our documentation for setup instructions.

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User Documentation

Documentation now hosted at www.zenable.app/docs with quick start guides, step-by-step setup, walkthrough videos, and more.

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MCP Server

Get all the power of Zenable directly into over 50 IDEs by using our MCP server.

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PR Title and Description Reviews

Automated review of PR titles and descriptions, identifying misalignments between metadata and actual code changes with alternative suggestions.

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Custom Context for your PR Reviews

Load security policies, product requirements, contracts, or any text document and it will automatically be accounted for during PR reviews.

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Automatic Guardrails

Automated guardrails using Policy as Code -- import documents and automatically generate over 10 types of guardrails for enforcement.

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Automated GitHub PR Reviews

Protect your repositories from AI slop with our GitHub App -- expert-level reviews of Pull Requests in seconds, not days.

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Public roadmap launched -- explore it, submit new feature requests, and vote on desired functionality at zenable.io/feedback.

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