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Dora Accelerate

Category: Science & Research  ·  Sub-category: science-misc  ·  Last updated:
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.
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From the source SKILL.md

Nicole Forsgren's research program for measuring and improving software delivery and developer productivity — distilled from Accelerate: The Science of Lean Software and DevOps (2018, w/ Jez Humble + Gene Kim), the annual State of DevOps reports (2014–present), the SPACE paper (ACM Queue, 2021), the DevEx paper (ACM Queue, 2023), the DX Core 4 unification (2024), and Frictionless (Dec 2025, w/ Abi Noda).

What this skill does

Dora Accelerate is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/dora-accelerate/ and loads when your prompt matches the skill's trigger.

When to invoke it: 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.

Who uses this skill

The Dora Accelerate Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/dora-accelerate
curl -L https://claudskills.com/skills/dora-accelerate/SKILL.md \
  -o ~/.claude/skills/dora-accelerate/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/dora-accelerate/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/dora-accelerate/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\dora-accelerate\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Dora Accelerate Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/dora-accelerate/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Dora Accelerate skill do?
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.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Dora Accelerate skill?
Use Dora Accelerate when your Claude Code task falls under the Science & Research category — specifically in the science misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Dora Accelerate" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Dora Accelerate skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Dora Accelerate is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
marcos-sponton. (2026). Dora Accelerate [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/dora-accelerate/
BibTeX
@misc{dora-accelerate-2026,
  author    = {marcos-sponton},
  title     = {Dora Accelerate [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/dora-accelerate/}
}

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Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.

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Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:

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