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first-reader

An AI agent skill from Shubhamsaboo/awesome-llm-apps, scored 70 out of 100 by code.

70/ 100B

Code score by group

  • Spec20/20
  • Description8/20
  • Procedure15/15
  • Done criteria0/15
  • Resources9/10
  • Scripts8/8
  • Safety7/7
  • Upkeep3/5

It loses the most points in Done criteria (15), the group that checks whether there is a checklist and a step that verifies the work.

What the author says it does

Beta readers for any draft, run by simulating how a real reader experiences it, moment by moment. A skim gate, a no-lookahead timed read producing an attention transcript with quit points, a recall test of what a reader remembers the next day, and a trust ledger of the implied author. Use when the user asks for a beta read, beta readers, test readers, human review, reader review, to read something like a human, to be a first reader, whether a piece holds attention or will actually get read, for a quick read of whether a busy skimmer would even open a post, what readers will remember or take a…

This is the description in the skill's own SKILL.md, written by its author, not by SkillCheatSheet.

Repository
Shubhamsaboo/awesome-llm-apps
Folder
agent_skills/first-reader
License
Apache-2.0
GitHub stars
144,472
SKILL.md lines
309
Other files
12

Add first-reader to your agent

npx skills add Shubhamsaboo/awesome-llm-apps --skill first-reader

The command uses the open skills CLI. A skill is instructions and scripts your agent will follow, so read it first: open the folder on GitHub at the commit that was scored.

Labelled for

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All skills in Shubhamsaboo/awesome-llm-apps

Scores come from a snapshot of 300 public GitHub repositories taken on 12 November 2026. Every score is the result of fixed checks run by code; no AI is involved. How scoring works.