100% open source No subscription · MIT licensed

KNOW IF AI RECOMMENDS YOU.

Optifeed Radar runs buyer questions across AI engines and measures who gets recommended. Watch the Apple.com analysis resolve into brand, product and evidence results.

Open sourceRuns locallyCLI + MCPYour API keys
Radar / Apple.com Brand + product analysis
Map brand
Build questions
Query AI
Score visibility
Show evidence
Discovering Apple.com
01Best laptops for college students in 2026Category
02Compare tablets for graphic designCategory
03Best smartwatches for fitness trackingCategory
04Best noise-cancelling wireless earbudsCategory
Prompt signals6 hit / 9 absent
Captured answerPosition #1
For students in creative fields, Apple's MacBook Air offers strong battery life and portability…
Brand visibilityObserved
43/ 100 estimate
6 / 15
appearances
#1.33
average position
28.6%
share of answer
Product orderYour order → AI order
#1MacBook Air#2↓ 1 place
#2MacBook Pro#1↑ 1 place
#3iMac-Absent
#4Mac mini#3↑ 1 place
Evidence / Prompt 01Mentioned · #1
Best laptops for college students in 2026

The saved answer recommended Apple's MacBook Air or MacBook Pro for students in creative fields. Every result traces back to the question and captured answer.

01 / DiscoverOne domainBuild an editable brand profile.
02 / GenerateBuyer questionsBased on the brand and category.
03 / AskReal AI enginesUsing the providers you configure.
04 / MeasureWho appearsMentions, position and competitors.
05 / PreserveRaw evidenceSaved locally beside every score.
Run it your way

FOR AI AGENTS.
RUN BY YOURS.

CLI / Local check

Run Radar from one command.

Your machine calls the configured providers directly. Radar stores the prompts, captured answers and report locally.

npx optifeed-radar check yourbrand.com
MCP / Agent operated

Give your AI agent the instrument.

Ask your own AI agent to check visibility, compare competitors and open the evidence behind a result.

npx -y --package=optifeed-radar optifeed-mcp
01

One headline score

The visibility estimate is supported by mentions, positions and the answers underneath it.

02

No hidden evidence

Open the prompt and raw answer behind every detected appearance or absence.

03

Your machine, your keys

Provider requests run through your API keys. Results stay on your disk.

04

Point-in-time, honestly

AI answers vary. Radar saves repeatable snapshots so you can inspect what changed.

SEE WHO IS
IN THE ANSWER.

Open source · MIT licensed · no subscription

View Radar on GitHub →