optifeed-radar
OfficialServer Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| GOOGLE_API_KEY | No | Google API key for Gemini engine | |
| OPENAI_API_KEY | No | OpenAI API key for ChatGPT engine | |
| ANTHROPIC_API_KEY | No | Anthropic API key for Claude engine | |
| PERPLEXITY_API_KEY | No | Perplexity API key |
Capabilities
Features and capabilities supported by this server
| Capability | Details |
|---|---|
| tools | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| 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
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/optifeed/optifeed-radar'
If you have feedback or need assistance with the MCP directory API, please join our Discord server