CLI / local and JSON-first

CHECK WHAT AI RECOMMENDS.

Audit a site's AI readiness without a key, or use your own provider keys to measure whether AI engines recommend a brand and its products. Results and captured evidence stay local.

See commands →Read as Markdown

START WITH AN AUDIT.

The audit makes no AI calls. Run the published package directly:

npx optifeed-radar audit yourbrand.com

To develop Radar from source instead:

git clone https://github.com/optifeed/optifeed-radar.git
cd optifeed-radar
npm install
npx tsx src/cli/index.ts audit yourbrand.com

COMMANDS.

Command	Purpose	Calls AI?
`audit <domain>`	Check robots.txt, llms.txt, structured data, metadata, and sitemap.	No
`check <domain>`	Generate buyer questions, ask configured engines, and estimate AI visibility.	Yes
`shopping <domain>`	Measure supplied products against their shopper questions and show visibility, shelf position, absences, and competitors.	Yes
`queries <domain>`	Show or export the buyer-question pack.	Depends
`diff <domain>`	Compare the two latest saved visibility runs.	No
`sources <domain>`	Show domains cited in a saved run and the brand's source share.	No
`config`	Show which provider keys are present without printing their values.	No

CONTROL THE RUN.

01 / QUICK

Start smaller

npx optifeed-radar check yourbrand.com \
  --quick --max-cost 0.20 --yes

Quick mode uses a smaller prompt pack. The cap is checked before each provider call and any measured overshoot is reported.

02 / JSON

Give results to an agent

npx optifeed-radar check yourbrand.com \
  --quick --json --yes

Use JSON output for scripts and agents. Use --report report.html when a self-contained human report is more useful.

03 / PRODUCTS

Compare each product with its AI shelf

npx optifeed-radar shopping yourbrand.com \
  --products "Product A, Product B, Product C" --yes

Supply products in any order. Radar measures each against its own shopper questions and reports visibility, observed shelf position, absences, and competitors. The summary is not a head-to-head ranking. Radar does not import or discover your catalog.

YOUR KEYS.

Set at least one of OPENAI_API_KEY, ANTHROPIC_API_KEY, GOOGLE_API_KEY, or PERPLEXITY_API_KEY in the environment or a local .env file. Radar sends requests directly to the configured providers and stores snapshots locally.