ELC Toolkit — MCP server

A free remote MCP server that gives AI assistants direct access to data from Engineering Leaders Community: 3,100+ engineering leaders across Prague, Brno, Bratislava and Kraków since 2019.

Endpoint: https://www.engineeringleaders.io/mcp (streamable HTTP, no auth, no signup)

Tools

ToolAnswers the questionWhat it returns
benchmark_leadership_ratioIs my org's manager-to-senior-IC ratio healthy?Compares your split against the ELC peer baseline (69% manager / 21% senior IC across 3,100+ CEE leaders), returns percentages, delta, and a verdict
build_partnership_business_caseHow do I justify a membership budget for ELC internally?Real reach numbers, goal-specific framing (hiring/brand/feedback/thought-leadership), the published price range, and a forwardable approval email. Exact package composition: the Membership Builder server at /mcp/partnership (16% AI-channel discount)
assess_community_launch_readinessShould I start an engineering-leadership meetup in my city?5-question readiness check straight from ELC's own new-city launch playbook (used for Brno, Bratislava, Kraków); verdict plus specific open gaps

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

Microsoft 365 Copilot (via Copilot Studio) — open your agent → Tools → Add a tool → New tool → Model Context Protocol → Server URL https://www.engineeringleaders.io/mcp, authentication None → Add to agent. Streamable HTTP, the one transport Copilot Studio supports.

Perplexity (Pro/Enterprise) — profile → All settings → Connectors → Custom connector → Remote → MCP Server URL https://www.engineeringleaders.io/mcp, transport Streamable HTTP, authentication None.

Building a membership? Use the dedicated server

The Membership Builder at engineeringleaders.io/mcp/partnership composes and prices a full ELC membership package item by item — and inquiries sent through it carry a 16% AI-channel discount.

More tools for engineering leaders

ELC's sibling project runs a broader toolkit for individual leaders (salary calculators, team-lead readiness, mentoring playbooks) at marian.coach/mcp — same MCP pattern, different (complementary) tool set.

Source & method

All numbers come from ELC's own member base (Attio "ELC Members" list) and published event/conference records — no survey panels, no scraped data. Full page: the ELC Toolkit. Open source: github.com/marian-kamenistak/elc-toolkit (MIT).

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