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Updated 4d ago

by o11y-dev

reflect

Reflect helps engineering teams see whether AI coding agents are actually improving delivery or just burning tokens, failing tools, and creating hidden debt

  • Active — Updated in the last 14 days
  • Multi-agent — Targets three or more agents
Works with
  • Claude
  • Codex
  • Cursor
View on GitHub (opens in a new tab)

20 GitHub stars (20)

+1 in 3 days

Stars gained per day · daily snapshots since Oct 13
Stars gained per day, Oct 13 to Oct 16: +1 in total; the busiest day was Oct 14 with +1 stars.Oct 14: +1 starsOct 15: 0 starsOct 16: 0 stars
Stars gained between daily snapshots
PeriodNew stars
Oct 14+1
Oct 150
Oct 160
  • 3 skills (3 skills found in its SKILL.md files)
  • 2 forks (2 forks)
  • 4d ago last update (Last updated 4d ago)

Install

Skills CLI

npx skills add o11y-dev/reflect

Asks which skills and agents to install. Just one: npx skills add o11y-dev/reflect --skill reflect-skills — add -g for every project.

Claude Code

git clone https://github.com/o11y-dev/reflectcp -r "reflect/src/reflect/data/skills/reflect-skills" ~/.claude/skills/

Copies the reflect-skills skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add o11y-dev/reflect

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • reflect-skills

    Use when the user wants to inventory, inspect, discover, version, apply, or roll back reusable skills derived from AI coding sessions.

    src/reflect/data/skills/reflect-skills/SKILL.md on GitHub (opens in a new tab)

  • reflect-usage

    Inspect and explain exact local AI coding-agent usage for the current session, a selected session, or all captured sessions. Use for questions such as "where did my tokens go?", "why were so many tokens used?", "was the usage efficient or worth it?", or any token, cache, cost, model, tool, MCP, subagent, duration, failure, or usage-statistics analysis across Codex, Claude, Cursor, Copilot, Gemini…

    src/reflect/data/skills/reflect-usage/SKILL.md on GitHub (opens in a new tab)

  • reflect

    Use when the user wants task-specific guidance from prior AI coding sessions, actionable workflow improvements, workflow or skill impact, an evidence-backed case study, a Reflect dashboard, telemetry analysis, tool/model/MCP/subagent investigation, provider usage explanations, or local-first versus gateway architecture advice. Start every non-trivial repository task with approved local guidance,…

    src/reflect/data/skills/reflect/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.