What exactly is broken in popular skills: references to files that are not bundled, actions taken without human approval, processes with no stopping condition. Everything here is measured from the skill text rather than judged by a model, so every line can be checked.
AnalyzerGitLabmissing files
Re-review a GitLab merge request after new commits and reconcile the previous review
- References files that are not bundled: references/categories/README.md
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The skill tells the model to perform an irreversible action with no human approval
mastra-ai/mastra · —
Generator
Convert existing docs diagram images to Mermaid, and author new Mermaid diagrams for Mastra docs. Use when replacing an Excalidraw or PNG/JPG/SVG diagram with Mermaid, when a docs
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- Does not say what the process needs to start
mastra-ai/mastra · —
Generator
Generate a branded Qwen Code desktop package from the Tauri desktop shell using a minimal brandId and logo. Use when the user wants a custom, white-label, or rebranded desktop clie
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- 10 mutating operations with no state check
QwenLM/qwen-code · —
Generator
Coordinate a small team of Qwen Code teammates with enforced read-only workers, an optional worktree-pinned writer, shared tasks, peer messages, and existing Agent View tabs. Invok
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- Does not say what the process needs to start
QwenLM/qwen-code · —
Procedure
Stabilize a flaky test with a minimal, assertion-preserving fix — never by weakening or deleting the check.
- The skill tells the model to perform an irreversible action with no human approval
- The response is described with custom markup (4 tags): a typed call is more reliable
- Does not say what the result is
QwenLM/qwen-code · —
Generator
Create, use and clean up cua sandboxes (disposable Linux or macOS computers) on this computer with the `cua` CLI or the cua SDK, and browse the web inside one. Use when a task need
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- No condition that starts the skill
trycua/cua · —
Procedure
Work inside cua Spaces through the cua MCP server. A Space is a remote or local computer the user can watch; you can run commands in it, move files in and out, show its desktop or
- The skill tells the model to perform an irreversible action with no human approval
- The response is described with custom markup (5 tags): a typed call is more reliable
- Does not say what the result is
trycua/cua · —
Procedure
Find when and why tests broke on main: bisect a Swift package suite on CI across old commits, read the failure matrix, and decide per test whether the test went stale or the code r
- The skill tells the model to perform an irreversible action with no human approval
- The response is described with custom markup (17 tags): a typed call is more reliable
- Does not say what the result is
manaflow-ai/cmux · —
ProcedureStripe
Stripe checkout, pricing, subscription, Pro plan, webhook, and entitlement runbook for cmux billing work. Use when editing or debugging billing, pricing, Stripe Checkout, subscript
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
manaflow-ai/cmux · —
AnalyzerGitHub
Land a PR by monitoring conflicts, resolving them, waiting for checks, and squash-merging when green; use when asked to land, merge, or shepherd a PR to completion.
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- Does not say what the process needs to start
openai/symphony · —
Generator
Generate engine-specific test helper libraries — assertion utilities, factory functions, mocks in the engine's test folder. Reduces boilerplate.
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The skill tells the model to perform an irreversible action with no human approval
- The response is described with custom markup (3 tags): a typed call is more reliable
Donchitos/Claude-Code-Game-Studios · —
ProcedureAzure
Develop and test Screenpipe Windows-native changes on a disposable Azure VM created from the prepared Screenpipe Windows dev image. Use for Windows compiler, process, service, loca
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the process needs to start
- 7 mutating operations with no state check
mediar-ai/screenpipe · —
IntegrationYouTube
Watch a video (URL or local path). Downloads with yt-dlp, extracts auto-scaled frames with ffmpeg, pulls the transcript from captions (or local WhisperX / cloud Whisper fallback),
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
bradautomates/claude-video · —
Analyzermissing files
Autonomously improve a generated paper via Gemini review through gemini-review MCP → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环",
- References files that are not bundled: ../../shared-references/output-versioning.md, ../../shared-references/output-manifest.md, ../../shared-references/output-language.md
- The skill tells the model to perform an irreversible action with no human approval
- 3 referenced file(s) missing: ../../shared-references/output-versioning.md, ../../shared-references/output-manifest.md, ../../shared-references/output-language.md
wanshuiyin/Auto-claude-code-research-in-sleep · —
Analyzermissing files
Autonomous multi-round research review loop. Repeatedly reviews using Gemini via gemini-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached
- References files that are not bundled: ../../shared-references/output-versioning.md, ../../shared-references/output-manifest.md, ../../shared-references/output-language.md
- The skill tells the model to perform an irreversible action with no human approval
- 3 referenced file(s) missing: ../../shared-references/output-versioning.md, ../../shared-references/output-manifest.md, ../../shared-references/output-language.md
wanshuiyin/Auto-claude-code-research-in-sleep · —
Integrationmissing files
Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or
- References files that are not bundled: ../../shared-references/output-versioning.md, ../../shared-references/output-manifest.md, ../../shared-references/output-language.md
- The skill tells the model to perform an irreversible action with no human approval
- 3 referenced file(s) missing: ../../shared-references/output-versioning.md, ../../shared-references/output-manifest.md, ../../shared-references/output-language.md
wanshuiyin/Auto-claude-code-research-in-sleep · —
AnalyzerLaTeXPDF
Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says \"编译论文\", \"compile paper\", \"build PDF\", \"生成PDF\", or wants to compile LaTeX into a submission-rea
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- No condition that starts the skill
wanshuiyin/Auto-claude-code-research-in-sleep · —
Analyzermissing files
Autonomous multi-round research review loop. In Copilot CLI it defaults to the native complementary rubber-duck subagent with host-event model evidence; elsewhere it uses Codex, wh
- References files that are not bundled: ../shared-references/external-cadence.md, ../shared-references/reviewer-backends.md, ../shared-references/output-versioning.md
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- 10 top-level sections: this looks like several domains in one skill
wanshuiyin/Auto-claude-code-research-in-sleep · —
Proceduremissing files
Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. Use when training is running an
- References files that are not bundled: ../shared-references/reviewer-backends.md, ../shared-references/external-cadence.md, ../../tools/watchdog.py
- The skill tells the model to perform an irreversible action with no human approval
- 3 referenced file(s) missing: ../shared-references/reviewer-backends.md, ../shared-references/external-cadence.md, ../../tools/watchdog.py
wanshuiyin/Auto-claude-code-research-in-sleep · —
AnalyzerLaTeXPDF
Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says "编译论文", "compile paper", "build PDF", "生成PDF", or wants to compile LaTeX into a submission-ready PDF.
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- No condition that starts the skill
wanshuiyin/Auto-claude-code-research-in-sleep · —
Generator
Embed Mermaid diagrams in generated wiki pages. Use whenever documenting a runtime or request flow, a call sequence, a state machine or lifecycle, a data model or entity relationsh
- The skill tells the model to perform an irreversible action with no human approval
- Prose only: no discrete steps
- Does not say what the result is
langchain-ai/openwiki · —
ProcedureGitHub
Update a QM source fork by merging upstream, or upgrade a package deployment dependency, and open a PR. Use when asked to "update qm", "sync from upstream", "pull in the latest qm"
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
yc-software/qm · —
Integration
Drive a real stealth browser from your shell — act on websites (order food, file an expense, pull data behind a login), with per-person persistent sign-ins kept in the person's bro
- Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
yc-software/qm · —
Procedure
Simplify and refine recently modified code while preserving functionality. Use when asked to "deslop", "clean up code", "simplify code", or after making changes that could benefit
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- No condition that starts the skill
millionco/react-doctor · —
Generator
Convert 'Applied intelligently' Cursor rules (.cursor/rules/*.mdc) and slash commands (.cursor/commands/*.md) to Agent Skills format (.cursor/skills/). Use when the user wants to m
- The skill tells the model to perform an irreversible action with no human approval
- Does not say what the result is
- Does not say what the process needs to start
kensaurus/skills · —