Correct failures, rule violations, and acceptance criteria gaps detected during QA review.

Custom licenceAuto-check passedProduct & Project Management

Install Remediate Failures

skills CLI
$ npx skills add digipulse-engineering/GAAI-framework --skill remediate-failures -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install digipulse-engineering/GAAI-framework remediate-failures --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/digipulse-engineering/GAAI-framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.gaai/core/skills/delivery/remediate-failures .claude/skills/remediate-failures && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
remediate-failures
GitHub stars
163
Token cost
~620 tokens
SKILL.md length
225 words
Files
1
Skills in repo
55
Repo updated
First seen
Licence
Custom licence

At a glance

Correct failures, rule violations, and acceptance criteria gaps detected during QA review.

  • Works in 6 steps: Identify all failures precisely from the… → Map each failure to: acceptance criteria… → Determine minimal corrective changes → …
  • Tasks that involve User stories
  • SKILL.md covers Purpose / When to Activate, Process, Remediation Principles and Output, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Remediate Failures is an agent skill from digipulse-engineering/GAAI-framework. Correct failures, rule violations, and acceptance criteria gaps detected during QA review. Activate when qa-review returns FAIL. Fixes without redefining scope — loops until all quality gates pass.

Its SKILL.md is about 620 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Works with any filesystem-based AI coding agent

It sits in Product & Project Management, covering User stories and Quality gates. The repository describes itself as: Turns AI coding tools into reliable software delivery systems. Drop a .gaai/ folder into any project — Discovery defines what to build, Delivery executes autonomously until…

When your agent uses it

  • Tasks that involve User stories
  • Tasks that involve Quality gates

Example prompts

  • “/remediate-failures”

Requirements

  • Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Identify all failures precisely from the QA report
  2. Map each failure to: acceptance criteria / rule violated / implementation section
  3. Determine minimal corrective changes
  4. Apply fixes without expanding scope
  5. Re-validate against Story criteria and rules
  6. Prepare updated inputs for QA re-run

What it can do on your machine

Read from SKILL.md and the folder at commit a26ea7a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Works with any filesystem-based AI coding agent

    From compatibility in the SKILL.md frontmatter.

Context cost

Remediate Failures loads about 620 tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 225 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~54
When it runs · the whole SKILL.md, loaded when a task matches
~620

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 225 words (~620 tokens).

name
remediate-failures
compatibility
Works with any filesystem-based AI coding agent
license
ELv2
metadata.author
gaai-framework
metadata.version
1.0
metadata.category
delivery
metadata.track
delivery
metadata.id
SKILL-REMEDIATE-FAILURES-001
metadata.updated_at
2026-01-27
metadata.status
stable
inputs
qa_report (failing), contexts/artefacts/stories/**, contexts/artefacts/plans/**, contexts/rules/**, memory_context_bundle (optional)
outputs
updated_code_changes, remediation_notes, updated_qa_inputs (for re-validation)

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .gaai/core/skills/delivery/remediate-failures of digipulse-engineering/GAAI-framework.

Open the folder on GitHubat commit a26ea7a

Compare with similar skills

Remediate Failures next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Remediate Failures compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Remediate Failures this skilldigipulse-engineering/GAAI-framework163—~620Automated safety check: PassCustom licence
Verification Gatesrohitg00/skillkit1.5k—~1.7kAutomated safety check: PassApache-2.0
Ralph Tui Create JSONsubsy/ralph-tui2.5k1 repos~2.6kAutomated safety check: PassMIT
Sdd Authoringmagnus919/hermes-profiles278—~1.4kAutomated safety check: PassMIT
Validation Methodologyprime-radiant-inc/greenfield292—~3kAutomated safety check: PassApache-2.0
Wwasborghei/Claude-Skills874—~1.4kAutomated safety check: PassMIT

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Questions about Remediate Failures

What does Remediate Failures do?

Correct failures, rule violations, and acceptance criteria gaps detected during QA review. Remediate Failures is an agent skill from digipulse-engineering/GAAI-framework. Correct failures, rule violations, and acceptance criteria gaps detected during QA review.

When should I use Remediate Failures?

Remediate Failures fits situations like: tasks that involve User stories; tasks that involve Quality gates.

How do I install Remediate Failures in Claude Code?

Run `npx skills add digipulse-engineering/GAAI-framework --skill remediate-failures -a claude-code`. Or copy the skill folder (.gaai/core/skills/delivery/remediate-failures in digipulse-engineering/GAAI-framework) into .claude/skills/remediate-failures in your project. Claude Code loads it when a task matches its description.

How do I install Remediate Failures in Codex?

Run `npx skills add digipulse-engineering/GAAI-framework --skill remediate-failures -a codex`. Or copy the skill folder (.gaai/core/skills/delivery/remediate-failures in digipulse-engineering/GAAI-framework) into .agents/skills/remediate-failures in your project. Codex loads it when a task matches its description.

Can I use Remediate Failures in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add digipulse-engineering/GAAI-framework --skill remediate-failures -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/remediate-failures, .gemini/skills/remediate-failures, .github/skills/remediate-failures and .opencode/skills/remediate-failures in your project.

What does Remediate Failures need to run?

SKILL.md names no scripts, command-line tools or credentials: Remediate Failures is instructions for the agent only. Compatibility (from SKILL.md): Works with any filesystem-based AI coding agent.

Does Remediate Failures access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Remediate Failures safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Remediate Failures use?

Remediate Failures has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Remediate Failures use?

About 620 tokens (SKILL.md is roughly 2.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Remediate Failures?

Skills that share tags, products or a category with Remediate Failures: Verification Gates (rohitg00/skillkit, 1.5k stars), Ralph Tui Create JSON (subsy/ralph-tui, 2.5k stars), Sdd Authoring (magnus919/hermes-profiles, 278 stars) and Validation Methodology (prime-radiant-inc/greenfield, 292 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Remediate Failures?

digipulse-engineering (a GitHub organization) maintains it in digipulse-engineering/GAAI-framework, which has 163 GitHub stars. The repository holds 55 skills in this directory. The repository was last updated on September 29, 2026.

Source: digipulse-engineering/GAAI-framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.