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Education

Concept Loom

Concept Loom gives coding agents a structured teaching workflow with prerequisite maps, concealed-answer checkpoints, local Markdown notebooks and saved learning progress across sessions.

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Machineworthy take

A dependency-free local stdio MCP server supports resumable learning beyond a tutoring prompt. The selected AI client controls source-material access, and setup can register global MCP configuration; learning outcomes have not been independently validated.

Access and pricing

Free MIT code requiring Node.js 20+ and a compatible AI client; that client's subscription or model costs remain separate.

Verification notes

Official implementation, security policy and October 1 v1.0.0 changelog checked on 2026-10-05; no packaged GitHub release or independent educational benchmark was found.

Review scope: official-source desk review. This is not a hands-on performance test or endorsement.

Evidence checked

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