Context Hunter

CommunityPopular

foryourhealth111-pixel

context-hunter

Discover codebase patterns, conventions, and unwritten rules before making changes. Use when implementing features, fixing bugs, or refactoring code.

Overview

Publisher	foryourhealth111-pixel
Repository	`Vibe-Skills`
Skill name	`context-hunter`
Stars	3.3K
Forks	288
Bundled files	Instructions only
License	Apache-2.0
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 foryourhealth111-pixel on GitHub. Read the source before you install it.

Installation

Install the Context Hunter 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.
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/main/bundled/skills/context-hunter

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

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/foryourhealth111-pixel/Vibe-Skills.git /tmp/Vibe-Skills
mkdir -p .claude/skills
cp -r /tmp/Vibe-Skills/bundled/skills/context-hunter .claude/skills/context-hunter

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

Use it in TypingMind

Enable Context Hunter 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 Context Hunter 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 Context Hunter 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.

Context Hunter

Before writing code, investigate how similar problems are already solved in this codebase.

Before Implementation

Discover Existing Patterns

Find analogous features: Search for code that solves similar problems. Study it before proposing your approach.
Trace data flow: How does similar data move through the system? Note caching, validation, and error handling patterns.
Identify utilities: Search for existing helpers before creating new ones.

Detect Unwritten Conventions

Look for implicit rules encoded in the codebase:

Schema patterns: deleted_at columns indicate soft-deletion. Audit columns indicate tracking requirements.
Naming patterns: Note consistency in user_id vs userId vs userID.
Test patterns: What's tested thoroughly reveals team priorities.

Verify Assumptions

Run the test suite to understand current state
Check linter and formatter configs
Read recent commits in affected areas
Examine database schemas for constraints

During Implementation

Match Existing Code

Your changes should be indistinguishable from existing code:

Use the same patterns, abstractions, and utilities
Follow the same error handling approach
Respect module boundaries
Match naming conventions exactly

Surface Concerns

When you discover conflicts between requirements and existing patterns:

Ask clarifying questions before proceeding
Flag risks you've identified
Offer alternatives that align with codebase conventions

Checklist

Before proposing changes, confirm:

Studied analogous features in the codebase
Checked for reusable utilities
Reviewed test patterns for similar functionality
Noted naming and schema conventions
Verified approach matches existing patterns

Frequently asked questions

What does the Context Hunter AI skill do?

Discover codebase patterns, conventions, and unwritten rules before making changes. Use when implementing features, fixing bugs, or refactoring code.

Why use Context Hunter on TypingMind?

Because you install it once and use it with any model. Context Hunter 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 Context Hunter in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/main/bundled/skills/context-hunter. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Context Hunter?

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 Context Hunter?

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

Is the Context Hunter AI skill free?

Yes. It is published on GitHub by foryourhealth111-pixel under the Apache-2.0 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

Context Hunter

Before Implementation

Discover Existing Patterns

Detect Unwritten Conventions

Verify Assumptions

During Implementation

Match Existing Code

Surface Concerns

Checklist

Frequently asked questions

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