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Slack thread analysis

Skill cxcscmu/SkillLearnBench/skills/b4-skill-creator-claude-opus-4-6/enterprise-information-search/slack-thread-analysis

[COLM'26] SkillLearnBench is the first benchmark for evaluating continual learning methods that automatically generate agent skills.

Install
npx -y skills add cxcscmu/SkillLearnBench --skill slack-thread-analysis

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What its author says it does

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Analyze Slack message threads to identify participants, extract insights, and find shared resources. Use this skill when tracing who contributed to discussions about documents, competitor products, or shared URLs/demos in enterprise Slack data.

SKILL.md

2.1 KB, 388 tokens by cl100k_base, as published. Nobody here has run it

Slack Thread Analysis

Identifying Discussion Participants

Slack messages in enterprise data are stored sequentially per channel. A "discussion thread" consists of:

  1. A starter message (e.g., someone sharing a document or raising a topic)
  2. Follow-up messages in the same channel that respond to or build on the starter
  3. The thread ends when a new unrelated topic begins

Finding Document Reviewers

  1. Find the message where a document was first shared (contains document link)
  2. Collect all messages between the share and the "updated version" share
  3. Users who posted substantive feedback in this window are the reviewers
  4. The document's author field gives the primary author

Finding Competitor Insight Contributors

  1. Search all channels for messages mentioning competitor product names
  2. The person who starts the discussion ("I was reading about X...") is the primary contributor
  3. Everyone who asks questions or adds observations in the follow-up is also a contributor
  4. Check multiple channels — the same competitor may be discussed in different channels

Finding Shared URLs

  • Demo URLs for competitor products are shared with patterns like "try X demo here" or "see how X works"
  • Internal product demos use sf-internal.slack.com/archives/ProductName/demo_N format
  • External competitor demos use the competitor's domain (e.g., competitor.com/demo)
  • Only include URLs for competitor products when asked about competitor demos, not internal product demos

Important Distinctions

  • sf-internal.slack.com/archives/docs/... links are document links, not demo URLs
  • sf-internal.slack.com/archives/ProductName/demo_N links are internal product demos
  • External URLs like competitor.com/demo are competitor demo URLs
  • Blog/article URLs are informational, not demos

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.

Keep looking

Skills are one crate of 327,132. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.