What is the key difference between GlianaAI and Forge MCP?

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

How do I install GlianaAI or Forge MCP 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 Forge MCP free or paid?

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

Which MCP server has more tools and community activity?

GlianaAI lists 7 tools with 2 views and 0 GitHub stars. Forge MCP lists 2 tools with 1 views and 1 GitHub stars.

Can I use both GlianaAI and Forge MCP 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.

Side-by-Side Model Context Protocol Comparison

GlianaAI vs Forge MCP

In-depth architectural comparison of the GlianaAI and Forge MCP 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: 53/100 (Good) | Auth: No auth required

Forge MCP

Search & Data Extraction · Local stdio

Quality: 59/100 (Good) | Auth: API Key required

Verdict Summary: Choose GlianaAI if you need specialized Search & Data Extraction tools running via a local process. Choose Forge MCP 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 Forge MCP 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: FORGE_API_KEY.
Primary tools included: embed, list_models.

Explore Forge MCP Details

Feature & Specification Comparison

Specification	GlianaAI Search & Data Extraction	Forge MCP VoxellInc Search & Data Extraction
Summary	Pay-per-call AI: 59 generative models (image, video, music, speech). No signup, no API key.	Official MCP server for Forge, Voxell's hosted text-embedding API. Generate vector embeddings (turbo 1024d, pro 2560d, ultra 4096d; Matryoshka truncation) for semantic search and RAG. npx -y @voxell/forge-mcp
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"
      ]
    }
  }
}

Forge MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "voxellinc-forge-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@voxell/forge-mcp"
      ],
      "env": {
        "FORGE_API_KEY": "YOUR_FORGE_API_KEY_HERE"
      }
    }
  }
}

Frequently Asked Questions

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

More alternatives to GlianaAI More alternatives to Forge MCP Search & Data Extraction category hub