Eval Triage And Improvement
microsoft/eval-guide
A skill your agent uses when the user's Copilot Studio agent evaluations have come back and they need to interpret scores, diagnose root causes of underperforming test cases, find remediation steps…
When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel.
Install Parallel Test Fixing
$ npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install spencerpauly/awesome-cursor-skills parallel-test-fixing --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/spencerpauly/awesome-cursor-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/resources/parallel-test-fixing .claude/skills/parallel-test-fixing && rm -rf skills-srcUse ~/.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/
Install the "parallel-test-fixing" agent skill from https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixing into .claude/skills/parallel-test-fixing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "parallel-test-fixing", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install spencerpauly/awesome-cursor-skills parallel-test-fixing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spencerpauly/awesome-cursor-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/resources/parallel-test-fixing .agents/skills/parallel-test-fixing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "parallel-test-fixing" agent skill from https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixing into .agents/skills/parallel-test-fixing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "parallel-test-fixing", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install spencerpauly/awesome-cursor-skills parallel-test-fixing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spencerpauly/awesome-cursor-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/resources/parallel-test-fixing .cursor/skills/parallel-test-fixing && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "parallel-test-fixing" agent skill from https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixing into .cursor/skills/parallel-test-fixing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "parallel-test-fixing", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/spencerpauly/awesome-cursor-skills.git --path resources/parallel-test-fixing--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install spencerpauly/awesome-cursor-skills parallel-test-fixing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spencerpauly/awesome-cursor-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/resources/parallel-test-fixing .gemini/skills/parallel-test-fixing && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "parallel-test-fixing" agent skill from https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixing into .gemini/skills/parallel-test-fixing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "parallel-test-fixing", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install spencerpauly/awesome-cursor-skills parallel-test-fixingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/spencerpauly/awesome-cursor-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/resources/parallel-test-fixing .github/skills/parallel-test-fixing && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "parallel-test-fixing" agent skill from https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixing into .github/skills/parallel-test-fixing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "parallel-test-fixing", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install spencerpauly/awesome-cursor-skills parallel-test-fixing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/spencerpauly/awesome-cursor-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/resources/parallel-test-fixing .opencode/skills/parallel-test-fixing && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "parallel-test-fixing" agent skill from https://github.com/spencerpauly/awesome-cursor-skills/tree/main/resources/parallel-test-fixing into .opencode/skills/parallel-test-fixing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "parallel-test-fixing", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
parallel-test-fixing- GitHub stars
- 842
- Token cost
- ~525 tokens
- SKILL.md length
- 198 words
- Files
- 1
- Skills in repo
- 57
- Repo updated
- First seen
- Licence
- CC0-1.0
At a glance
When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel.
- Works in 5 steps: Run the Full Test Suite → Group Failures → Launch Parallel Subagents → …
- Tasks that involve Failing and flaky tests
- SKILL.md covers Workflow and Tips
- Calls npm
What it does
Parallel Test Fixing is an agent skill from spencerpauly/awesome-cursor-skills. When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel.
Its SKILL.md is about 530 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Failing and flaky tests, Subagents and Test generation. The repository describes itself as: A curated list of awesome skills for Cursor. The licence is CC0-1.0.
When your agent uses it
- Tasks that involve Failing and flaky tests
- Tasks that involve Subagents
- Tasks that involve Test generation
Example prompts
- “/parallel-test-fixing”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 99cd265. 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
Shell commands in SKILL.md call:
npm
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use npm, which can reach the network depending on how they are called.
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.
Context cost
Parallel Test Fixing loads about 525 tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 198 words of instructions outside code blocks.
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
The full file from spencerpauly/awesome-cursor-skills at commit 99cd265, republished under its CC0-1.0 licence (© spencerpauly). 198 words, ~525 tokens.
Download SKILL.mdSave it as
.claude/skills/parallel-test-fixing/SKILL.md (or your agent's skills folder).- name
- parallel-test-fixing
- description
- When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel.
- user-invocable
- true
Parallel Test Fixing
Speed up fixing a broken test suite by distributing failing tests across parallel subagents.
Workflow
1. Run the Full Test Suite
npm test -- --no-coverage 2>&1 || trueCapture the output and extract all failing test files.
2. Group Failures
Parse the test output for failing files:
- Jest:
FAIL src/components/Button.test.tsx - Vitest:
FAIL src/utils/format.test.ts - Pytest:
FAILED tests/test_api.py::test_create_user
Group by file — each file becomes one task.
3. Launch Parallel Subagents
For each failing test file, launch a generalPurpose subagent:
Task: Fix the failing tests in <file>
The test file is: <path>
The test command is: <command to run just this file>
The error output was:
<paste the relevant failure output>
Steps:
1. Read the test file and the source file it tests
2. Understand why each test is failing
3. Fix the source code (preferred) or update the test if the test is wrong
4. Run the single test file to confirm it passes
5. Report what you changed and whyLaunch all subagents simultaneously — they work in parallel since each touches different files.
4. Collect Results
As each subagent completes, collect:
- Which tests were fixed
- What files were changed
- Whether the fix might conflict with another subagent's changes
5. Verify
Run the full test suite one more time to confirm everything passes:
npm testIf there are new failures (from conflicting fixes), resolve them sequentially.
Tips
- If two failing tests share the same source file, assign them to the same subagent to avoid edit conflicts
- Set a timeout — if a subagent is stuck for 5+ minutes, check its progress
- For large test suites (50+ failures), batch into groups of 5-10 per subagent rather than one-per-file
- Use
best-of-n-runnersubagents if you want isolated worktrees for each fix attempt
© spencerpauly, CC0-1.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in resources/parallel-test-fixing of spencerpauly/awesome-cursor-skills.
Open the folder on GitHubat commit 99cd265
Compare with similar skills
Parallel Test Fixing 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Parallel Test Fixing this skillspencerpauly/awesome-cursor-skills | 842 | — | ~525 | Automated safety check: Pass | CC0-1.0 | |
| Eval Triage And Improvementmicrosoft/eval-guide | 138 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Opik Verifycomet-ml/opik-mcp | 219 | — | ~2.8k | Automated safety check: Notes | Apache-2.0 | |
| Poweruser Feature Auditpydantic/pydantic-ai | 20k | — | ~2.9k | Automated safety check: Pass | MIT | |
| Swig Testswig/swig | 6.3k | — | ~2.3k | Automated safety check: Pass | Custom licence | |
| Wioworkersio/skills | 190 | — | ~5.8k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Parallel Test Fixing
What does Parallel Test Fixing do?
When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel. Parallel Test Fixing is an agent skill from spencerpauly/awesome-cursor-skills. When multiple tests fail, assign each failing test file to a separate subagent that fixes it independently in parallel.
When should I use Parallel Test Fixing?
Parallel Test Fixing fits situations like: tasks that involve Failing and flaky tests; tasks that involve Subagents; tasks that involve Test generation.
How do I install Parallel Test Fixing in Claude Code?
Run `npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a claude-code`. Or copy the skill folder (resources/parallel-test-fixing in spencerpauly/awesome-cursor-skills) into .claude/skills/parallel-test-fixing in your project. Claude Code loads it when a task matches its description.
How do I install Parallel Test Fixing in Codex?
Run `npx skills add spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a codex`. Or copy the skill folder (resources/parallel-test-fixing in spencerpauly/awesome-cursor-skills) into .agents/skills/parallel-test-fixing in your project. Codex loads it when a task matches its description.
Can I use Parallel Test Fixing 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 spencerpauly/awesome-cursor-skills --skill parallel-test-fixing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/parallel-test-fixing, .gemini/skills/parallel-test-fixing, .github/skills/parallel-test-fixing and .opencode/skills/parallel-test-fixing in your project.
What does Parallel Test Fixing need to run?
Going by SKILL.md and its folder, Parallel Test Fixing needs the command-line tools its instructions call (npm).
Does Parallel Test Fixing access the network?
SKILL.md contains no URLs. Its commands use npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Parallel Test Fixing 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 Parallel Test Fixing use?
Parallel Test Fixing is published under the CC0-1.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Parallel Test Fixing use?
About 525 tokens (SKILL.md is roughly 2.1k 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 Parallel Test Fixing?
Skills that share tags, products or a category with Parallel Test Fixing: Eval Triage And Improvement (microsoft/eval-guide, 138 stars), Opik Verify (comet-ml/opik-mcp, 219 stars), Poweruser Feature Audit (pydantic/pydantic-ai, 20k stars) and Swig Test (swig/swig, 6.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Parallel Test Fixing?
spencerpauly (a GitHub user) maintains it in spencerpauly/awesome-cursor-skills, which has 842 GitHub stars. The repository holds 57 skills in this directory. The repository was last updated on August 2, 2026.
Source: spencerpauly/awesome-cursor-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.