What is the key difference between Context Autopilot and Scoreflow?

Context Autopilot belongs to the Developer Tools category with local stdio execution, while Scoreflow belongs to the Developer Tools category with local stdio execution.

How do I install Context Autopilot or Scoreflow 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 Context Autopilot and Scoreflow free or paid?

Context Autopilot operates under a Free / Open Source model (No auth required). Scoreflow operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Context Autopilot lists 0 tools with 0 views and 0 GitHub stars. Scoreflow lists 0 tools with 0 views and 0 GitHub stars.

Can I use both Context Autopilot and Scoreflow 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 Context Autopilot or Scoreflow 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 Context Autopilot and Scoreflow free to use, or do they require API keys?

Context Autopilot is listed under a Free / Open Source model with No auth required . Scoreflow operates under a Free / Open Source model with No auth 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 Context Autopilot and Scoreflow at the same time in my AI client?

Yes! MCP clients support multi-server orchestration. You can include both context-autopilot and scoreflow 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, Context Autopilot has a Quality Score of 44 /100 ( Fair ) with 0 views, 0 installs, and 0 GitHub stars. Scoreflow holds a Quality Score of 27 /100 ( Emerging ) with 0 views, 0 installs, and 0 GitHub stars.

Side-by-Side Model Context Protocol Comparison

Context Autopilot vs Scoreflow

In-depth architectural comparison of the Context Autopilot and Scoreflow 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

Context Autopilot

Developer Tools · Local stdio

Quality: 44/100 (Fair) | Auth: No auth required

Scoreflow

Developer Tools · Local stdio

Quality: 27/100 (Emerging) | Auth: No auth required

Verdict Summary: Choose Context Autopilot if you need specialized Developer Tools tools running via a local process. Choose Scoreflow if your workspace requires Developer Tools integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Context Autopilot when:

You need dedicated capabilities in the Developer Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore Context Autopilot Details

Choose Scoreflow when:

You need dedicated capabilities in the Developer Tools domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).

Explore Scoreflow Details

Feature & Specification Comparison

Specification	C Context Autopilot Developer Tools	S Scoreflow Developer Tools
Summary	Mines your Claude Code and Cursor sessions into evidence-based CLAUDE.md / AGENTS.md rules.	Query your Scoreflow level, XP, skill tree and leaderboard from inside Claude Code / Desktop.
Category & Scope	Developer Tools	Developer Tools
Quality signal

Tools & Capabilities Breakdown

Context Autopilot Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

Scoreflow Tools (0)

No explicit tool names declared in metadata yet. Check project README on main listing page.

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).

Context Autopilot Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "context-autopilot": {
      "command": "npx",
      "args": [
        "-y",
        "context-autopilot"
      ]
    }
  }
}

Scoreflow Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "scoreflow": {
      "command": "npx",
      "args": [
        "-y",
        "scoreflow"
      ]
    }
  }
}

Frequently Asked Questions

Context Autopilot is categorized under Developer Tools and uses a local stdio subprocess. In contrast, Scoreflow belongs to Developer Tools using local stdio subprocess. Select Context Autopilot when you need capabilities focused on developer tools and Scoreflow when you require tools for developer tools.

More alternatives to Context Autopilot More alternatives to Scoreflow Developer Tools category hub