Colleague Distillation

This is a colleague synthesis engine that reads your actual work tools (Slack, Jira, GitHub, Confluence, Notion) via API and generates a reusable AI skill that mimics how a specific coworker works and communicates. It pulls PRs, code reviews, Jira comments, Slack threads, and docs they wrote, then distills that into structured work knowledge and persona files you can invoke later. The output follows the open colleague-skill convention with separate work.md and persona.md. Useful when you need to capture someone's review style or decision voice before they leave, or you want a digital stand-in for "what would Alice say about this design." Requires proper tool connections and verified credentials. Handle consent carefully.

GitHub stars: 357
last updated: Jun 11, 2026

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Install

$ npx -y skills add zhixiangluo/10xproductivity --skill colleague-distillation --agent claude-code

Installs into .claude/skills of the current project.

Files

10xProductivity skill: This file is the Claude Code entry point for colleague distillation when working in this repo.

Colleague distillation (tool-backed)

Purpose

Produce a colleague skill: structured work knowledge (systems, standards, review style) plus persona (tone, decisions, interpersonal habits), using APIs and search already wired in tool_connections / 10xProductivity — not hand-pasted exports.

Output layout matches the open colleague-skill convention so results can coexist with that generator:

colleagues/{slug}/work.md
colleagues/{slug}/persona.md
colleagues/{slug}/meta.json
colleagues/{slug}/SKILL.md (merged invocable skill)

Optional: Clone colleague-skill for its prompts/work_analyzer.md, persona_analyzer.md, work_builder.md, persona_builder.md if you want identical extraction templates; this skill defines what to fetch and where to write.