Ds Verify Loop

Community

aicodeking

ds-verify-loop

Run edit, real check, read the actual error, fix the root cause, rerun, until the check passes or the cap is hit. Use when you change code that has tests, a type checker, a build, or a runnable app, or before you claim any fix works. Invoke as /ds-verify-loop.

Overview

Publisher	aicodeking
Repository	`deepseek-stack`
Skill name	`ds-verify-loop`
Stars	131
Forks	30
Bundled files	Instructions only
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
Self-contained
Everything the model needs lives in the instructions — no extra files to sync.
Open source
Published by aicodeking on GitHub. Read the source before you install it.

Installation

Install the Ds Verify Loop AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/aicodeking/deepseek-stack/tree/main/skills/ds-verify-loop
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/aicodeking/deepseek-stack.git /tmp/deepseek-stack
mkdir -p .claude/skills
cp -r /tmp/deepseek-stack/skills/ds-verify-loop .claude/skills/ds-verify-loop

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ds Verify Loop in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Ds Verify Loop on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Ds Verify Loop is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

ds-verify-loop

Prove a change works by running the real check and fixing what it reports, not what you expect it to report.

Steps

Pick the check before you edit: the narrowest real command that proves the change, such as one test file, a typecheck, a build, or a run of the app with one request. Write the command down.
Run it once before the edit if you can, so you know the baseline (already failing, already passing, or broken for another reason).
Make the smallest edit that should satisfy the check.
Run the exact command. Read the full error output, including the first error, the file and line, and the stack frame in your code. Do not skim to the last line.
State the root cause in one sentence, based on the output. If you cannot, add one print or log line, or read the failing code, and rerun. Do not guess.
Fix the cause, not the symptom. Do not add a special case for the one input that the test uses.
Rerun the same command. Count this as one iteration.
When the narrow check passes, run the wider one once (the full test suite, the build, or a lint) to catch breakage elsewhere.
Paste the final passing output (the command and its last lines) in your reply or in PROGRESS.md.

Stop when

The check passes and you have pasted the output. A claim without output does not count.
You reach 5 iterations without passing. Stop editing, report the last error, and switch to ds-unstick.
The same error appears twice after two different fixes. Switch to ds-unstick now. Do not wait for iteration 5.

Rules

Never weaken, skip, delete or loosen a test, assertion, type or lint rule to make the check pass. If the test is wrong, say why and ask first.
Never mock away the thing under test.
Run the real command every time. Do not reason about what it would print.
Change one thing per iteration so that you know what fixed it.
If no check exists, write the smallest one that fails without your change, then use the loop.

Frequently asked questions

What does the Ds Verify Loop AI skill do?

Why use Ds Verify Loop on TypingMind?

Because you install it once and use it with any model. Ds Verify Loop is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Ds Verify Loop in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/aicodeking/deepseek-stack/tree/main/skills/ds-verify-loop. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Ds Verify Loop?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Ds Verify Loop?

As many as you like. As long as a model supports skills, you can use Ds Verify Loop with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Ds Verify Loop AI skill free?

Yes. It is published on GitHub by aicodeking under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

ds-verify-loop

Steps

Stop when

Rules

Frequently asked questions

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