A tool for studying cached Upwork job listings, an online freelance-work marketplace, to identify requested skills, budgets, and experience levels.

Use it to find commonly requested skills, examine budget ranges, compare experience requirements, and decide what skills to learn for Upwork work.

It helps replace guesses about freelance demand with findings from stored job data. It also indicates when too little cached data exists for a useful analysis.

analyze — Skill for Claude Code by southlab-ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add southlab-ai/Claude-Plugin-Marketplace --skill analyze

Clone the repo

git clone --depth 1 https://github.com/southlab-ai/Claude-Plugin-Marketplace

Made for: Claude Code.

Or install upwork-scraper, the plugin that ships this one along with the rest of its 4 skills, 5 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/southlab-ai/claude-plugin-marketplace/analyze/github.svg)](https://agentmods.dev/skills/southlab-ai/claude-plugin-marketplace/analyze)

Your own site

<a href="https://agentmods.dev/skills/southlab-ai/claude-plugin-marketplace/analyze"><img src="https://agentmods.dev/badge/skills/southlab-ai/claude-plugin-marketplace/analyze/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/southlab-ai/claude-plugin-marketplace/analyze"><img src="https://agentmods.dev/badge/skills/southlab-ai/claude-plugin-marketplace/analyze.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 48 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 428 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00048	$0.00428
Opus 5	$0.00024	$0.00214
Sonnet 5	$0.00010	$0.00086
Haiku 4.5	$0.00005	$0.00043

Measured 11d ago against content hash ef052135de8d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

analyze scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

Do NOT try workarounds (Chrome extension, curl, direct DB access). Only the MCP tools work.

plugins/upwork-scraper/skills/analyze/SKILL.md · 46 lines

What it actually says

Analyze Upwork Job Market

Analyze cached job data to identify market trends and requirements.

How this plugin works

This plugin provides MCP tools (prefixed mcp__upwork-scraper__* or called as tool_* below) that control a Camoufox browser for scraping Upwork. The plugin works from any directory.

If MCP tools are NOT available (you don't see mcp__upwork-scraper__* in your tools): the MCP server failed to start, likely because dependencies aren't installed. Tell the user:

The plugin's MCP server is not connected. Run /upwork-scraper:setup to install dependencies, then restart Claude Code.

Do NOT try workarounds (Chrome extension, curl, direct DB access). Only the MCP tools work.

Steps

Check data: Call tool_get_scraping_stats to see if there's enough cached data.
- If total_jobs < 5: suggest fetching more jobs first with best-matches or search.
Analyze: Call tool_analyze_market_requirements(skill_focus="$ARGUMENTS", top_n=20).
Present insights clearly:

Skills in Demand

Show top 10 skills as a ranked list with percentages.

Budget Landscape

Show budget distribution and averages.

Experience Levels

Show the breakdown (entry vs intermediate vs expert).

Key Takeaways
- What skills appear most frequently together?
- What's the sweet spot for budget/rates?
- What experience level has the most opportunities?
Actionable advice: Based on the analysis, suggest:
- Skills the user should highlight
- Skills to learn to increase competitiveness
- Optimal rate/budget positioning

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

11d ago First seen · 46 lines · 48 tokens per session scan A ef052135de8d

Subscribe to this mod's changes

analyze is a skill published in the GitHub repository southlab-ai/Claude-Plugin-Marketplace (2 stars, last pushed 1mo ago), licensed MIT. It adds 48 tokens to every session and 428 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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