Audit before spending
The workflow begins with Radar's zero-key site-readiness audit unless you explicitly request a paid visibility run.
Agent Skill / install the workflow
GIVE YOUR AGENT THE PLAYBOOK.
Radar's Agent Skill teaches compatible coding agents how to audit AI readiness, measure brand and named-product visibility, control spend, and explain the evidence—without requiring MCP configuration.
INSTALL ONCE.
Add the skill globally for Codex, Claude Code, Cursor, and other agents supported by the Skills CLI:
npx skills add optifeed/optifeed-radar --skill optifeed-radar -gStart a new agent session, then invoke $optifeed-radar where supported or simply ask for a Radar audit. The skill runs the published CLI when no MCP server is connected and prefers Radar's structured MCP tools when they are available.
SAFETY BUILT IN.
Scope the paid run
Before provider calls, the agent confirms the domain, engines, mode, named products, and maximum cost.
Show the work
The result includes questions, captured answers, mentions, citations, costs, and limitations beneath the score.
No permanent ranking claims
Radar reports point-in-time estimates from sampled answers and keeps brand visibility separate from product visibility.
SKILL, MCP, OR CLI?
| Option | Best for | Setup |
|---|---|---|
| Agent Skill | The easiest guided experience in a compatible coding agent. | One Skills CLI command; no MCP required. |
| MCP | Five structured tools, typed inputs, progress reporting, and agent-native calls. | Connect the local optifeed-mcp stdio server. |
| CLI | Humans, scripts, CI, and direct control over commands and output. | Run npx optifeed-radar. |
CLAUDE CODE PLUGIN.
Claude Code users can install Radar's plugin, which packages the Agent Skill and local MCP server together:
/plugin marketplace add https://github.com/optifeed/optifeed-radar.git
/plugin install optifeed-radar@optifeedASK PLAINLY.
Use Optifeed Radar to run a free AI-readiness audit on mybrand.com.
Explain every finding and do not start a paid visibility check.
Generate the buyer questions mybrand.com should be visible for.
Show them before running a visibility check.
Check these products for mybrand.com: Product A, Product B.
Use OpenAI only, cap spend at $0.30, and explain absences and competitors.