What is the key difference between GlianaAI and Wigolo?

GlianaAI belongs to the Search & Data Extraction category with local stdio execution, while Wigolo belongs to the Search & Data Extraction category with local stdio execution.

How do I install GlianaAI or Wigolo in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are GlianaAI and Wigolo free or paid?

GlianaAI operates under a Free / Open Source model (No auth required). Wigolo operates under a Freemium model (API Key required).

Which MCP server has more tools and community activity?

GlianaAI lists 7 tools with 0 views and 0 GitHub stars. Wigolo lists 6 tools with 2 views and 4,472 GitHub stars.

Can I use both GlianaAI and Wigolo together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

How do I install GlianaAI or Wigolo in Claude Desktop, Cursor, or Windsurf?

Both servers follow the standard Model Context Protocol configuration format. Simply copy the JSON block from the configuration section above and paste it into your AI client's mcpServers configuration object (for instance in claude_desktop_config.json or ~/.cursor/mcp.json ), then completely restart or refresh the application.

Are GlianaAI and Wigolo free to use, or do they require API keys?

GlianaAI is listed under a Free / Open Source model with No auth required . Wigolo operates under a Freemium model with API Key required . If environment variables are required (such as API keys), be sure to define them under the env key in your MCP client's configuration file.

Can I run both GlianaAI and Wigolo at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both glianaai and knockoutez-wigolo as distinct keys inside the single mcpServers object in your configuration file. Your AI assistant will automatically select and call the appropriate tool from either server during chat sessions.

Which MCP server has higher directory engagement and quality ratings?

On AllMCPs, GlianaAI has a Quality Score of 52 /100 ( Good ) with 0 views, 0 installs, and 0 GitHub stars. Wigolo holds a Quality Score of 63 /100 ( Good ) with 2 views, 0 installs, and 4,472 GitHub stars.

Side-by-Side Model Context Protocol Comparison

GlianaAI vs Wigolo

In-depth architectural comparison of the GlianaAI and Wigolo MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

GlianaAI

Search & Data Extraction · Local stdio

Quality: 52/100 (Good) | Auth: No auth required

Wigolo

Search & Data Extraction · Local stdio

Quality: 63/100 (Good) | Auth: API Key required

Verdict Summary: Choose GlianaAI if you need specialized Search & Data Extraction tools running via a local process. Choose Wigolo if your workspace requires Search & Data Extraction integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose GlianaAI when:

You need dedicated capabilities in the Search & Data Extraction domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: list_models, get_price, get_schema.

Explore GlianaAI Details

Choose Wigolo when:

You need dedicated capabilities in the Search & Data Extraction domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: API Key required (Freemium).
You have access to required keys: WIGOLO_LLM_PROVIDER, GEMINI_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY, GROQ_API_KEY.
Primary tools included: Multi-engine web search with local ML reranking, JavaScript rendering for dynamic web pages, Persistent local SQLite cache for all data.

Feature & Specification Comparison

Specification	G GlianaAI Search & Data Extraction	Wigolo KnockOutEZ Search & Data Extraction
Summary	Pay-per-call AI: 59 generative models (image, video, music, speech). No signup, no API key.	Local-first, keyless web intelligence in one server: search, fetch, crawl, extract, cache, find-similar, and research. Multi-engine search with local ML reranking and a persistent SQLite cache, renders JS-heavy pages, and keeps everything on your machine. Install via npx wigolo init --non-interactive --agents=.
Category & Scope	Search & Data Extraction

Tools & Capabilities Breakdown

GlianaAI Tools (7)

list_models

Every model: id, category, provider, per-call price.

get_price

Exact cost of one call (input affects it — video duration, TTS length).

get_schema

A model's input fields (required, defaults).

generate

Run a model → media URL, or assistant text for chat models.

list_tools

Every utility tool: price, HTTP method, example input, guidance.

tool

Run one utility tool — scraping, screenshots, social cards, OCR, structured extraction, market data, chain RPC, reference data.

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

GlianaAI Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "glianaai": {
      "command": "npx",
      "args": [
        "-y",
        "gliana-ai-mcp"
      ]
    }
  }
}

Wigolo Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "knockoutez-wigolo": {
      "command": "npx",
      "args": [
        "-y",
        "wigolo"
      ],
      "env": {
        "WIGOLO_LLM_PROVIDER": "YOUR_WIGOLO_LLM_PROVIDER_HERE",
        "GEMINI_API_KEY": "YOUR_GEMINI_API_KEY_HERE",
        "ANTHROPIC_API_KEY": "YOUR_ANTHROPIC_API_KEY_HERE",
        "OPENAI_API_KEY": "YOUR_OPENAI_API_KEY_HERE",
        "GROQ_API_KEY": "YOUR_GROQ_API_KEY_HERE"
      }
    }
  }
}

Frequently Asked Questions

GlianaAI is categorized under Search & Data Extraction and uses a local stdio subprocess. In contrast, Wigolo belongs to Search & Data Extraction using local stdio subprocess. Select GlianaAI when you need capabilities focused on search & data extraction and Wigolo when you require tools for search & data extraction.

More alternatives to GlianaAI More alternatives to Wigolo Search & Data Extraction category hub