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optifeed

optifeed-radar

Official

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
GOOGLE_API_KEYNoGoogle API key for Gemini engine
OPENAI_API_KEYNoOpenAI API key for ChatGPT engine
ANTHROPIC_API_KEYNoAnthropic API key for Claude engine
PERPLEXITY_API_KEYNoPerplexity API key

Capabilities

Features and capabilities supported by this server

CapabilityDetails
tools
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
check_visibilityA

Ask real AI engines real buyer questions and score whether this brand gets recommended. Use when you want the AI Visibility Score for a domain. COST: spends real API money (roughly $0.05-$0.30/run depending on engines and prompt count); capped at $0.50 by default - pass max_cost to change it.

audit_store

Zero-key, zero-cost readiness audit: robots.txt AI-bot access, llms.txt, structured data, meta, sitemap. Use for a fast free check with no API keys. COST: free (no LLM calls).

generate_buyer_queriesA

Generate the buyer questions this brand should be visible for (discovers the brand profile first, then writes a query pack). Use to preview or seed the prompts before a paid check_visibility run. COST: a small number of judge calls for discovery + generation (typically under $0.05).

shopping_checkA

Check whether AI engines recommend specific PRODUCTS you name (beta). Returns each product scored 0-100 on whether engines recommend it, sorted with the ones they never named first, plus the rival products filling the shelf instead. Use for SKU-level questions; use check_visibility for the brand as a whole. There is no product discovery, so the list must be supplied. COST: spends real API money and is larger than a brand check. Each product costs about 4 prompts on every engine with a key, which extrapolates from measured check runs to roughly $0.20 per product across four engines; capped at $0.20 per product by default - pass max_cost to change it.

get_snapshot_diffA

Compare the two most recent check_visibility runs for a domain (score and per-engine deltas). Use to see what changed between runs. COST: free (reads saved snapshots).

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

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