Developer ICP

Epistemic Analysis, Everywhere You Work

From your terminal to Slack, your editor, your browser, GitHub, and your AI agents — CVAI plugs into every place you build and review documents.

8 surfaces, one key

A single API key works everywhere

Up in minutes

Each surface has a full guide

Caps & logging

Spend limits and audit logging everywhere

Why Developers Choose CVAI

Weak specs and unchecked assumptions get expensive downstream. CVAI catches them early, inside the tools you already use.

Catch problems early

Score specs, PRDs, and plans across 10 dimensions, with distortion detection and rewrite suggestions — before code ships.

Automate quality gates

Gate PRs, run audits in CI, and let your agents execute reviews — with a clear pass/fail result every time.

Meet your tools

Terminal, editor, browser, Slack, GitHub, AI agents: no context switching, the same analysis engine everywhere.

Billing & Usage

Simple, predictable usage-based billing. No hidden fees.

Pay as you go

Usage is deducted from your USD balance per tool run. Auto top-up available.

API keys per app

Create multiple apps with isolated keys and spend limits.

Configurable limits

Daily, monthly, and per-minute spend limits. Full control.

Ready to Automate Quality Reviews?

Create an account, get your API key, and run your first analysis in minutes.

Developer integrations — frequently asked questions

Where can I use CVAI as a developer?

CVAI plugs into eight developer surfaces with one API key: the command line (CLI), autonomous agents via the REST API and MCP server, the VS Code extension, a GitHub Action for pull requests, a Slack app, the browser (extension and WebMCP), mobile handoff, and automation/embeds via signed webhooks and iframes.

Do I need a different API key for each CVAI integration?

No. A single cvai_ak_ key works across every surface, and the same spend caps, rate limits, and audit logging apply everywhere — whether you call from the CLI, an agent, CI, Slack, or the browser.

What can I analyze with CVAI as a developer?

Every surface reaches the same tools: Spec Review (a 10-dimension product-spec gate), Epistemic Quality Audit (claim-by-claim scoring with a Circle of Knowledge map), and the Conversational Analyst (multi-turn chat grounded in completed reports).