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elc-toolkit

by marian-kamenistak
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TypeScript
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elc-toolkit

"Is my engineering org top-heavy?" "How do I justify a conference/community sponsorship budget internally?" "Should I start a local engineering-leadership meetup?"

Your AI already gets asked these. Now it can answer with first-party data from Engineering Leaders Community: 3,300+ engineering leaders across Prague, Brno, Bratislava and Kraków, running since 2019, instead of guessing.

This is a remote MCP server. No install, no API key. One URL:

https://www.engineeringleaders.io/mcp

Open in a browser instead: The ELC Toolkit.

Tools

Tool

The question it answers

benchmark_leadership_ratio

Is my org's manager-to-senior-IC ratio healthy? Compares your split against the ELC peer baseline (69% manager / 21% senior IC across 3,300+ CEE leaders)

build_partnership_business_case

How do I justify a partnership budget for ELC internally? Real reach numbers, goal-specific framing, and a forwardable approval email — no invented pricing

assess_community_launch_readiness

Should I start an engineering-leadership meetup in my city? 5-question readiness check straight from ELC's own new-city launch playbook

Related MCP server: AWS Pricing Calculator MCP Server

Connect

Claude Code

claude mcp add -t http elc-toolkit https://www.engineeringleaders.io/mcp

Claude.ai / Claude Desktop — Settings → Connectors → Add custom connector → paste https://www.engineeringleaders.io/mcp

Cursor — add to .cursor/mcp.json:

{ "mcpServers": { "elc-toolkit": { "url": "https://www.engineeringleaders.io/mcp" } } }

ChatGPT (developer mode) — Settings → Connectors → Add → MCP server URL https://www.engineeringleaders.io/mcp

Source & method

All numbers come from ELC's own member base (Attio "ELC Members" list) and its own new-city launch playbook, the real doc used to open Brno, Bratislava and Kraków — no survey panels, no scraped data. Full page: engineeringleaders.io/toolkit.

Built and maintained by Engineering Leaders Community. Questions: weare@engineeringleaders.io

License

MIT

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

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