Triage

Community

andrew-shwetzer

triage

Quick-score your pipeline of scan results. Ranks every role in your pipeline by fit and recommends which ones deserve a full evaluation. Use when someone says 'triage my pipeline', 'which scanned jobs should I apply to', 'rank my pipeline', or 'process my scan results'.

Overview

Publisher	andrew-shwetzer
Repository	`career-ops-plugin-do-not-fork-currently-updating-v2-`
Skill name	`triage`
Stars	503
Forks	105
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 andrew-shwetzer on GitHub. Read the source before you install it.

Installation

Install the Triage 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/andrew-shwetzer/career-ops-plugin-do-not-fork-currently-updating-v2-/tree/main/skills/triage
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/andrew-shwetzer/career-ops-plugin-do-not-fork-currently-updating-v2-/tree/main/skills/triage

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/andrew-shwetzer/career-ops-plugin-do-not-fork-currently-updating-v2-.git /tmp/career-ops-plugin-do-not-fork-currently-updating-v2-
mkdir -p .claude/skills
cp -r /tmp/career-ops-plugin-do-not-fork-currently-updating-v2-/skills/triage .claude/skills/triage

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

Use it in TypingMind

Enable Triage 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 Triage 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 Triage 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.

Triage Pipeline

Quick-score scan results to find the best candidates for full evaluation.

Step 0: Load Context

Read data/profile.yml
Read data/pipeline.md - the queue from scan results
Read data/applications.md - exclude already-tracked roles

If pipeline is empty:

"Your pipeline is empty. Scan some companies first: say 'scan {company name}' or 'scan all' for your watchlist."

Step 1: Determine Scope

No argument / "all": Process every "New" entry in pipeline
Company name: Process only that company's entries
Number limit: "triage top 10" -> process first 10 by relevance

Step 2: Quick-Score Each Role

For each pipeline entry with status "New":

Fetch the full JD if only a URL is stored (use WebFetch)
If WebFetch unavailable, score based on title + location only (partial)
Quick-score on 3 dimensions:
- Title fit (0-5): How well does the title match target roles?
- Requirements fit (0-5): If JD available, how many requirements match?
- Logistics fit (0-5): Location, seniority, compensation range match?
Average = quick score out of 5.0

This is FAST scoring. No blocks A-F. No STAR stories. Just a fit check.

Step 3: Rank & Recommend

Sort by quick score, descending.


## Pipeline Triage: {date}

Scored **{n}** roles from your pipeline.

### Recommended for Full Evaluation (score >= 3.5)

| # | Company | Role | Quick Score | Why |
|---|---|---|---|---|
| 1 | {company} | {title} | {score}/5 | {one-line reason} |
| 2 | ... | ... | ... | ... |

### Maybe (score 2.5-3.4)

| # | Company | Role | Quick Score | Why |
|---|---|---|---|---|
| ... | | | | |

### Skip (score < 2.5)

| # | Company | Role | Quick Score | Why |
|---|---|---|---|---|
| ... | | | | {why it doesn't fit} |

Step 4: Update Pipeline

Update data/pipeline.md:

Add quick score to each entry
Change status from "New" to "Triaged"

Step 5: Next Steps

"Top {n} roles are worth a full evaluation.

Want me to:

Evaluate the top pick? Say 'evaluate {company} {role}'

Evaluate all recommended? I'll work through them one by one

Scan more companies? Say 'scan {company}'"

If user says "evaluate all recommended," process each sequentially using the evaluate skill, pausing between each for user confirmation.

Frequently asked questions

What does the Triage AI skill do?

Why use Triage on TypingMind?

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

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/andrew-shwetzer/career-ops-plugin-do-not-fork-currently-updating-v2-/tree/main/skills/triage. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Triage?

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 Triage?

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

Is the Triage AI skill free?

Yes. It is published on GitHub by andrew-shwetzer 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

Triage Pipeline

Step 0: Load Context

Step 1: Determine Scope

Step 2: Quick-Score Each Role

Step 3: Rank & Recommend

Step 4: Update Pipeline

Step 5: Next Steps

Frequently asked questions

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