/job-market-intel
Get a live job market snapshot for any role and tech stack by deploying parallel TinyFish agents across LinkedIn, Indeed, and Glassdoor. Use when a developer wants real salary data, in-demand skills, top hiring companies, and remote ratios from actual job postings published this
$ npx -y skills add tinyfish-io/tinyfish-cookbook --skill job-market-intel --agent claude-codeHow it fires
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- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/job-market-intel
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Get a live job market snapshot for any role and tech stack by deploying parallel TinyFish agents across LinkedIn, Indeed, and Glassdoor. Use when a developer wants real salary data, in-demand skills, top hiring companies, and remote ratios from actual job postings published this
SKILL.md
job-market-intel.SKILL.mdname: job-market-intel
description: Get a live job market snapshot for any role and tech stack by deploying parallel TinyFish agents across LinkedIn, Indeed, and Glassdoor. Use when a developer wants real salary data, in-demand skills, top hiring companies, and remote ratios from actual job postings published this week — not survey averages or historical data. Triggers on phrases like "what is the market paying for", "salary range for", "is my salary competitive", "what should I ask for", "what skills do I need for", "who is hiring for", "how in-demand is", "before I negotiate", "job market for", "what does a [role] make", or any request to research compensation or demand for a specific role and tech stack before a job search or negotiation.
Job Market Intel — Live Salary & Demand Data Before You Negotiate
You have access to the TinyFish CLI (`tinyfish`), a tool that runs browser automations from the terminal using natural language goals. This skill deploys agents across LinkedIn, Indeed, and Glassdoor in parallel, navigates login walls and search forms, and synthesizes live job listings into a single market snapshot.
---
Pre-flight Check (REQUIRED)
Before making any TinyFish call, always run BOTH checks:
**1. CLI installed?**
PowerShell:
Get-Command tinyfish; tinyfish --version
bash/zsh:
which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_INSTALLED"
If not installed, stop and tell the user: > Install the TinyFish CLI: `npm install -g @tiny-fish/cli`
**2. Authenticated?**
tinyfish auth status
If not authenticated, stop and tell the user:
> You need a TinyFish API key. Get one at: https://agent.tinyfish.ai/api-keys > > Then authenticate: > > **Option 1 — CLI login (interactive):** > ``` > tinyfish auth login > ``` > > **Option 2 — PowerShell (current session only):** > ```powershell > $env:TINYFISH_API_KEY="your-api-key-here" > ``` > > **Option 3 — PowerShell (persist across sessions):** > ```powershell > [System.Environment]::SetEnvironmentVariable("TINYFISH_API_KEY", "your-api-key-here", "User") > ``` > Then close and reopen PowerShell for it to take effect. > > **Option 4 — bash/zsh (Mac/Linux):** > ```bash > export TINYFISH_API_KEY="your-api-key-here" > ``` > > **Option 5 — Claude Code settings:** Add to `~/.claude/settings.local.json`: > ```json > { > "env": { > "TINYFISH_API_KEY": "your-api-key-here" > } > } > ```
Do NOT proceed until both checks pass.
---
What This Skill Does
Given a job title and tech stack (e.g. *"Senior Backend Engineer, Go + Kubernetes"*), this skill:
1. Searches **LinkedIn Jobs** for matching postings, extracting salary ranges, seniority levels, and company names 2. Searches **Indeed** for the same role, pulling compensation data and required skills from job descriptions 3. Searches **Glassdoor** for salary data, company ratings, and remote/hybrid/onsite ratios
It then synthesizes all three sources into a structured market snapshot: what the role actually pays, which skills show up most, who is hiring, and whether remote is realistic.
---
Core Command
tinyfish agent run --url <url> "<goal>"
Flags
| Flag | Purpose | |------|---------| | `--url <url>` | Target website URL | | `--sync` | Wait for full result before returning | | `--async` | Submit and return immediately | | `--pretty` | Human-readable formatted output |
---
Step-by-Step Workflow
Inputs Required
Before running, collect from the user:
- **Job title** — e.g. `Senior Backend Engineer`, `ML Engineer`, `Staff iOS Developer`
- **Tech stack** — e.g. `Go Kubernetes`, `Python PyTorch`, `Swift SwiftUI`
- **Location** (optional) — e.g. `San Francisco`, `Remote`, `London`
Derive URL-encoded search strings from these inputs for each platform.
---
Step 1 — Search LinkedIn Jobs
tinyfish agent run --sync \
--url "https://www.linkedin.com/jobs/search/?keywords=<title+stack>&location=<location>&f_TPR=r604800" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"posted_date\": str, \"remote_type\": str, \"url\": str}]. If salary is not shown, set salary_range to null. The f_TPR=r604800 filter means postings from the last 7 days — note the recency in each result."**Example for Senior Backend Engineer, Go + Kubernetes:**
tinyfish agent run --sync \
--url "https://www.linkedin.com/jobs/search/?keywords=Senior+Backend+Engineer+Go+Kubernetes&location=Remote&f_TPR=r604800" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"posted_date\": str, \"remote_type\": str, \"url\": str}]. Set salary_range to null if not listed."---
Step 2 — Search Indeed
tinyfish agent run --sync \
--url "https://www.indeed.com/jobs?q=<title+stack>&l=<location>&fromage=7&sort=date" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"required_skills\": [str], \"posted_date\": str, \"remote_type\": str, \"url\": str}]. Pull required_skills from the snippet or description preview shown in results. Set salary_range to null if not listed."**Example:**
tinyfish agent run --sync \
--url "https://www.indeed.com/jobs?q=Senior+Backend+Engineer+Go+Kubernetes&l=Remote&fromage=7&sort=date" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"required_skills\": [str], \"posted_date\": str, \"remote_type\": str, \"url\": str}]. Pull required_skills from visible description snippets."---
Step 3 — Search Glassdoor
tinyfish agent run --sync \
--url "https://www.glassdoor.com/Job/jobs.htm?sc.keyword=<title+stack>&locT=N&locId=1&jobType=all&fromAge=7" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"company_rating\": str, \Read more
name: job-market-intel description: Get a live job market snapshot for any role and tech stack by deploying parallel TinyFish agents across LinkedIn, Indeed, and Glassdoor. Use when a developer wants real salary data, in-demand skills, top hiring companies, and remote ratios from actual job postings published this week — not survey averages or historical data. Triggers on phrases like "what is the market paying for", "salary range for", "is my salary competitive", "what should I ask for", "what skills do I need for", "who is hiring for", "how in-demand is", "before I negotiate", "job market for", "what does a [role] make", or any request to research compensation or demand for a specific role and tech stack before a job search or negotiation.
Job Market Intel — Live Salary & Demand Data Before You Negotiate
You have access to the TinyFish CLI (`tinyfish`), a tool that runs browser automations from the terminal using natural language goals. This skill deploys agents across LinkedIn, Indeed, and Glassdoor in parallel, navigates login walls and search forms, and synthesizes live job listings into a single market snapshot.
---
Pre-flight Check (REQUIRED)
Before making any TinyFish call, always run BOTH checks:
**1. CLI installed?**
PowerShell:
Get-Command tinyfish; tinyfish --version
bash/zsh:
which tinyfish && tinyfish --version || echo "TINYFISH_CLI_NOT_INSTALLED"
If not installed, stop and tell the user: > Install the TinyFish CLI: `npm install -g @tiny-fish/cli`
**2. Authenticated?**
tinyfish auth status
If not authenticated, stop and tell the user:
> You need a TinyFish API key. Get one at: https://agent.tinyfish.ai/api-keys > > Then authenticate: > > **Option 1 — CLI login (interactive):** > ``` > tinyfish auth login > ``` > > **Option 2 — PowerShell (current session only):** > ```powershell > $env:TINYFISH_API_KEY="your-api-key-here" > ``` > > **Option 3 — PowerShell (persist across sessions):** > ```powershell > [System.Environment]::SetEnvironmentVariable("TINYFISH_API_KEY", "your-api-key-here", "User") > ``` > Then close and reopen PowerShell for it to take effect. > > **Option 4 — bash/zsh (Mac/Linux):** > ```bash > export TINYFISH_API_KEY="your-api-key-here" > ``` > > **Option 5 — Claude Code settings:** Add to `~/.claude/settings.local.json`: > ```json > { > "env": { > "TINYFISH_API_KEY": "your-api-key-here" > } > } > ```
Do NOT proceed until both checks pass.
---
What This Skill Does
Given a job title and tech stack (e.g. *"Senior Backend Engineer, Go + Kubernetes"*), this skill:
1. Searches **LinkedIn Jobs** for matching postings, extracting salary ranges, seniority levels, and company names 2. Searches **Indeed** for the same role, pulling compensation data and required skills from job descriptions 3. Searches **Glassdoor** for salary data, company ratings, and remote/hybrid/onsite ratios
It then synthesizes all three sources into a structured market snapshot: what the role actually pays, which skills show up most, who is hiring, and whether remote is realistic.
---
Core Command
tinyfish agent run --url <url> "<goal>"
Flags
| Flag | Purpose | |------|---------| | `--url <url>` | Target website URL | | `--sync` | Wait for full result before returning | | `--async` | Submit and return immediately | | `--pretty` | Human-readable formatted output |
---
Step-by-Step Workflow
Inputs Required
Before running, collect from the user:
- **Job title** — e.g. `Senior Backend Engineer`, `ML Engineer`, `Staff iOS Developer`
- **Tech stack** — e.g. `Go Kubernetes`, `Python PyTorch`, `Swift SwiftUI`
- **Location** (optional) — e.g. `San Francisco`, `Remote`, `London`
Derive URL-encoded search strings from these inputs for each platform.
---
Step 1 — Search LinkedIn Jobs
tinyfish agent run --sync \
--url "https://www.linkedin.com/jobs/search/?keywords=<title+stack>&location=<location>&f_TPR=r604800" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"posted_date\": str, \"remote_type\": str, \"url\": str}]. If salary is not shown, set salary_range to null. The f_TPR=r604800 filter means postings from the last 7 days — note the recency in each result."**Example for Senior Backend Engineer, Go + Kubernetes:**
tinyfish agent run --sync \
--url "https://www.linkedin.com/jobs/search/?keywords=Senior+Backend+Engineer+Go+Kubernetes&location=Remote&f_TPR=r604800" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"posted_date\": str, \"remote_type\": str, \"url\": str}]. Set salary_range to null if not listed."---
Step 2 — Search Indeed
tinyfish agent run --sync \
--url "https://www.indeed.com/jobs?q=<title+stack>&l=<location>&fromage=7&sort=date" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"required_skills\": [str], \"posted_date\": str, \"remote_type\": str, \"url\": str}]. Pull required_skills from the snippet or description preview shown in results. Set salary_range to null if not listed."**Example:**
tinyfish agent run --sync \
--url "https://www.indeed.com/jobs?q=Senior+Backend+Engineer+Go+Kubernetes&l=Remote&fromage=7&sort=date" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"location\": str, \"salary_range\": str, \"required_skills\": [str], \"posted_date\": str, \"remote_type\": str, \"url\": str}]. Pull required_skills from visible description snippets."---
Step 3 — Search Glassdoor
tinyfish agent run --sync \
--url "https://www.glassdoor.com/Job/jobs.htm?sc.keyword=<title+stack>&locT=N&locId=1&jobType=all&fromAge=7" \
"Extract the top 10 job listings as JSON: [{\"title\": str, \"company\": str, \"company_rating\": str, \Search and Fetch are now FREE TinyFish Search and Fetch endpoints are now free for everyone with generous rate limits, no credit card required. Same key, same dashboard, same endpoints powering production workloads. Grab a key →
Repo: tinyfish-io/tinyfish-cookbook
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