MCP servers tagged mentoring

2 live MCP servers tagged "mentoring", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with mentoring.

live servers

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AI Engineering Leader Toolkit

marian-kamenistak

MCP server: engineering leadership answers from 3,400+ mentoring sessions. Benchmarks, 1:1 playbooks, developer value calculator. One URL, no install.

★ 1

Ammp MCP

Reference implementation of AMMP (Agentic Mentor-Mentee Protocol, draft-arturo-ammp-01), Mentoring track, on FastMCP. Multi-mentor + multi-mentee, LLM-synthesised AskMentor with c…