Tincture

SkillDev tools

Tincture — deep extraction from a single paper (highlights, connections, experiment ideas)

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Tincture skill

What this skill tells your AI

The instructions your AI receives, as published by rlacombe/distillate in .claude/skills/tincture/SKILL.md and read by ahel’s review.

A concentrated extract from a single paper. Read it deeply, connect it to the library, and distill actionable insights.

Arguments

The user provides a paper identifier (index number, title, arXiv ID, or citekey).

Steps

  1. Full details: Call mcp__distillate__get_paper_details to get the complete paper record — summary, highlights, notes, metadata

  2. Context in the library: Call mcp__distillate__search_papers with the paper's key topics to find related papers already in the library

  3. Cross-reference: If related papers exist, call mcp__distillate__synthesize_across_papers to understand how this paper relates to what's already been read — does it confirm, contradict, or extend prior work?

  4. Experiment connections: If experiments are active:

    • Check if the paper's techniques could improve any running experiment
    • Call mcp__distillate__suggest_from_literature for the most relevant experiment
    • If a strong connection exists, call mcp__distillate__link_paper to associate them
  5. Extract the tincture: Synthesize a concentrated summary:

    • Core contribution: one sentence on what's new
    • Key technique: the method, described concretely enough to implement
    • Reported results: metrics and baselines from the paper
    • Connections: how it relates to other papers and active experiments
    • Actionable ideas: 1-3 specific things to try based on this paper
  6. Offer next steps: promote the paper, steer an experiment with its insights, or add related papers to the library

Signals

GitHub stars
75
Forks
2
Last commit
Apr 2026
Advanced
Catalog kind
skill
Gateway key
tincture
Source
github.com/rlacombe/distillate