Is io.github.optifeed/optifeed-radar safe to use?

io.github.optifeed/optifeed-radar has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.

How do I install io.github.optifeed/optifeed-radar?

io.github.optifeed/optifeed-radar supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can io.github.optifeed/optifeed-radar do?

io.github.optifeed/optifeed-radar provides 3 tools: Example, FAQ, Status. See the full tools list on the server page for descriptions and parameters.

What AI clients work with io.github.optifeed/optifeed-radar?

io.github.optifeed/optifeed-radar is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.

Is io.github.optifeed/optifeed-radar actively maintained?

io.github.optifeed/optifeed-radar is actively maintained — last commit was 11 days ago. It has 5 GitHub stars.

io.github.optifeed/optifeed-radar

optifeed-radar

AI visibility checker: does AI recommend your brand? GEO/AEO, runs locally, BYO keys. CLI + MCP.

5 91/wk 3 tools GitHub npm

No known CVEs

MIT license

Actively maintained

Last commit 11d ago

Works with most clients

Transport: stdio, sse, http

3 tools · ~92 tok

Grade A · 0.0% of 200K ctx

MCPpedia last refreshed this data 23h ago

Edit this pageView history

io.github.optifeed/optifeed-radar is an MCP server that AI visibility checker: does AI recommend your brand? GEO/AEO, runs locally, BYO keys. CLI + MCP. Its tool list has not been published yet over stdio, sse and http, requires no API key, and scores 89/100 on MCPpedia's security, maintenance and efficiency rubric.

Other

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "optifeed-radar": {
      "env": {
        "OPENAI_API_KEY": "sk-..."
      },
      "args": [
        "-y",
        "--package=optifeed-radar",
        "optifeed-mcp"
      ],
      "command": "npx"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-optifeed-optifeed-radar)](https://mcppedia.org/s/io-github-optifeed-optifeed-radar)

Read me

What io.github.optifeed/optifeed-radar does

Open-source AI visibility checker. Now on npm - run it with npx optifeed-radar.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

npx -y 'optifeed-radar' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

89/100across 5 weighted dimensions

How we score →

0255075100

−11

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked optifeed-radar against OSV.dev.

Inventory

Tools (3)

Click any tool to inspect its schema.

~92 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.optifeed/optifeed-radar safe to use?: io.github.optifeed/optifeed-radar has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.
How do I install io.github.optifeed/optifeed-radar?: io.github.optifeed/optifeed-radar supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.optifeed/optifeed-radar do?: io.github.optifeed/optifeed-radar provides 3 tools: Example, FAQ, Status. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.optifeed/optifeed-radar?: io.github.optifeed/optifeed-radar is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is io.github.optifeed/optifeed-radar actively maintained?: io.github.optifeed/optifeed-radar is actively maintained — last commit was 11 days ago. It has 5 GitHub stars.

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Community

Discussion

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Other

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "optifeed-radar": {
      "env": {
        "OPENAI_API_KEY": "sk-..."
      },
      "args": [
        "-y",
        "--package=optifeed-radar",
        "optifeed-mcp"
      ],
      "command": "npx"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-optifeed-optifeed-radar)](https://mcppedia.org/s/io-github-optifeed-optifeed-radar)

Read me

What io.github.optifeed/optifeed-radar does

Open-source AI visibility checker. Now on npm - run it with npx optifeed-radar.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

npx -y 'optifeed-radar' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

README

Optifeed Radar

Open-source AI visibility checker. Now on npm - run it with npx optifeed-radar.

Is your brand recommended when buyers ask AI? Optifeed Radar checks whether the models behind ChatGPT, Perplexity, Gemini and Claude actually recommend you, and tells you where you stand against competitors. It runs locally, uses your own API keys, and has no Optifeed-hosted backend.

It is built for two kinds of AI agents at once: it measures how AI agents see and recommend you, and it can be run by your own AI agents (CLI, JSON, and an MCP server). People also call this AI visibility, generative engine optimization (GEO), answer engine optimization (AEO), or AI-SEO.

60-second setup

No install needed - npx fetches and runs it. The zero-key audit runs end to end with no API keys and no AI calls:

npx optifeed-radar audit yourbrand.com

It checks AI-crawler access (robots.txt), llms.txt, schema.org structured data, meta basics, and your sitemap, then prints a 0-100 AI-readiness score.

The check pipeline runs once you set at least one engine API key. Put it in a .env file in the directory you run from, or export it:

echo "OPENAI_API_KEY=sk-..." > .env      # any one engine key gets you started
npx optifeed-radar check yourbrand.com

The CLI loads .env from the directory you run it in, so there is no shell setup step. Exporting the keys works too (export OPENAI_API_KEY=...), and an exported key always wins over the same key in .env. config shows which keys were found and which file they came from, never the values.

It discovers your brand, generates a buyer-prompt pack, asks the engines, and scores recommendation, position, and share of voice into one AI Visibility Score. The score reads only the unbranded buyer questions (did the AI surface you unprompted); questions that name your brand are reported separately as reputation. All four engines are verified live against their production APIs (2026-07-20).

Working from a clone instead? Run npx tsx src/cli/index.ts <command> so flags reach the CLI unchanged, or use the npm run dev script with -- before the arguments (npm run dev -- check yourbrand.com --report out.html).

Install the Agent Skill

Radar also ships as an open Agent Skill for Codex, Claude Code, Cursor, and other compatible AI agents. Install it directly from this repository:

npx skills add optifeed/optifeed-radar --skill optifeed-radar

Add -g to make it available across your projects. Then ask, for example:

Use $optifeed-radar to run the free AI-readiness audit on yourbrand.com, explain the three highest-impact findings, and do not start a paid check.

The MCP server supplies executable tools. The Agent Skill supplies the working method around them: start with the zero-key audit, confirm scope and cost before paid engine calls, use a cap, and report sampling limits with the result. The skill can also drive the CLI when MCP is not configured.

Install the Claude Code plugin

The Claude plugin bundles the same skill and starts Radar's MCP server from

... View full README on GitHub

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

89/100across 5 weighted dimensions

How we score →

0255075100

−11

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked optifeed-radar against OSV.dev.

Inventory

Tools (3)

Click any tool to inspect its schema.

~92 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.optifeed/optifeed-radar safe to use?: io.github.optifeed/optifeed-radar has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.
How do I install io.github.optifeed/optifeed-radar?: io.github.optifeed/optifeed-radar supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.optifeed/optifeed-radar do?: io.github.optifeed/optifeed-radar provides 3 tools: Example, FAQ, Status. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.optifeed/optifeed-radar?: io.github.optifeed/optifeed-radar is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is io.github.optifeed/optifeed-radar actively maintained?: io.github.optifeed/optifeed-radar is actively maintained — last commit was 11 days ago. It has 5 GitHub stars.