Slack thread analysis
[COLM'26] SkillLearnBench is the first benchmark for evaluating continual learning methods that automatically generate agent skills.
npx -y skills add cxcscmu/SkillLearnBench --skill slack-thread-analysisAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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
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Slack Thread Analysis
Identifying Discussion Participants
Slack messages in enterprise data are stored sequentially per channel. A "discussion thread" consists of:
- A starter message (e.g., someone sharing a document or raising a topic)
- Follow-up messages in the same channel that respond to or build on the starter
- The thread ends when a new unrelated topic begins
Finding Document Reviewers
- Find the message where a document was first shared (contains document link)
- Collect all messages between the share and the "updated version" share
- Users who posted substantive feedback in this window are the reviewers
- The document's
authorfield gives the primary author
Finding Competitor Insight Contributors
- Search all channels for messages mentioning competitor product names
- The person who starts the discussion ("I was reading about X...") is the primary contributor
- Everyone who asks questions or adds observations in the follow-up is also a contributor
- 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_Nformat - 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 URLssf-internal.slack.com/archives/ProductName/demo_Nlinks are internal product demos- External URLs like
competitor.com/demoare 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.