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Show HN: Self-improving skills for any coding agent

Dreamer is a self-hostable MCP server that collects memories from coding agents during their work and periodically regenerates team-wide context bundles to keep skills up to date. It supports any MCP-compatible CLI and is highly extensible via pluggable Python protocols.

SourceHacker News AIAuthor: iryna_kondr
Show HN: Self-improving skills for any coding agent
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Under the source content permission, this page provides an editorial summary, key points, and a link to the original article.

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Key points

  • Dreamer pools memories from all agents into a single store, enabling team-wide shared context.
  • Works with any MCP-speaking coding CLI, including Claude Code, Cursor, Codex, and more.
  • Extensible via YAML-configurable Python Protocols for stores, dream engine, triggers, and hooks.

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