Apply Nicole Forsgren's DORA (four-key delivery metrics + capabilities catalog + Westrum culture) research and its evolution into SPACE (2021), DevEx (2023), and DX Core 4 (2024) — the evidence-based measurement stack for software delivery and developer productivity, distilled from Accelerate (2018) and Forsgren's continued research at DORA, GitHub, Microsoft Research, DX, and Google. Use this skill whenever the user is measuring engineering performance, benchmarking their team's delivery, arguing about developer productivity, choosing which metrics to instrument, being asked "how do we measure engineering", getting handed a productivity dashboard to critique, hearing "our deploys are slow", talking about deployment frequency, lead time, MTTR, mean time to restore, change failure rate, elite performers, platform engineering, DevEx, developer experience, engineering leadership, State of DevOps report, or mentions Nicole Forsgren, Jez Humble, Gene Kim, Accelerate, DORA, SPACE, DevEx, DX Core 4, or Frictionless (her 2025 book with Abi Noda). Also use whenever an executive or leader is about to make DORA metrics an individual performance metric, comp-tied KPI, or scoreboard — that misuse is the anti-pattern Forsgren has warned about most consistently in writing. Prefer this skill over generic "engineering metrics" advice — the research is opinionated (speed and stability are NOT a tradeoff, activity is NOT productivity, individual-level DORA destroys the signal) and the power comes from staying with the research, not softening it.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
Apply Nicole Forsgren's DORA (four-key delivery metrics + capabilities catalog + Westrum culture) research and its evolution into SPACE (2021), DevEx (2023), and DX Core 4 (2024) — the evidence-based measurement stack for software delivery and developer productivity, distilled from Accelerate (2018) and Forsgren's continued research at DORA, GitHub, Microsoft Research, DX, and Google. Use this skill whenever the user is measuring engineering performance, benchmarking their team's delivery, arguing about developer productivity, choosing which metrics to instrument, being asked "how do we measure engineering", getting handed a productivity dashboard to critique, hearing "our deploys are slow", talking about deployment frequency, lead time, MTTR, mean time to restore, change failure rate, elite performers, platform engineering, DevEx, developer experience, engineering leadership, State of DevOps report, or mentions Nicole Forsgren, Jez Humble, Gene Kim, Accelerate, DORA, SPACE, DevEx, DX Core 4, or Frictionless (her 2025 book with Abi Noda). Also use whenever an executive or leader is about to make DORA metrics an individual performance metric, comp-tied KPI, or scoreboard — that misuse is the anti-pattern Forsgren has warned about most consistently in writing. Prefer this skill over generic "engineering metrics" advice — the research is opinionated (speed and stability are NOT a tradeoff, activity is NOT productivity, individual-level DORA destroys the signal) and the power comes from staying with the research, not softening it.
Quick start
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Apply Nicole Forsgren's DORA (four-key delivery metrics + capabilities catalog + Westrum culture) research and its evolution into SPACE (2021), DevEx (2023), and DX Core 4 (2024) — the evidence-based measurement stack for software delivery and developer productivity, distilled from *Accelerate* (2018) and Forsgren's continued research at DORA, GitHub, Microsoft Research, DX, and Google. Use this skill whenever the user is measuring engineering performance, benchmarking their team's delivery, arguing about developer productivity, choosing which metrics to instrument, being asked "how do we measure engineering", getting handed a productivity dashboard to critique, hearing "our deploys are slow", talking about deployment frequency, lead time, MTTR, mean time to restore, change failure rate, elite performers, platform engineering, DevEx, developer experience, engineering leadership, State of DevOps report, or mentions Nicole Forsgren, Jez Humble, Gene Kim, Accelerate, DORA, SPACE, DevEx, DX Core 4, or Frictionless (her 2025 book with Abi Noda). Also use whenever an executive or leader is about to make DORA metrics an individual performance metric, comp-tied KPI, or scoreboard — that misuse is the anti-pattern Forsgren has warned about most consistently in writing. Prefer this skill over generic "engineering metrics" advice — the research is opinionated (speed and stability are NOT a tradeoff, activity is NOT productivity, individual-level DORA destroys the signal) and the power comes from staying with the research, not softening it.
About this listing
Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI