Grounding AI agents and MCP tools

Every source here is callable over MCP, which makes it a tool an agent can reach for rather than a dataset someone has to load first. These are the jobs where the point is giving a model live, structured context it cannot infer.

16 documented jobs across 16 sources.

YouTube Download API

YouTube video and audio delivered as files, with a link, size and checksum per video, to the run's storage or your own bucket.

  • Agents that need the media file itself, over MCP

YouTube Download API — parameters, schema and worked examples →

YouTube Shorts API

Channel Shorts or direct Short links as structured rows with views, likes, comments, dates, hashtags and full channel stats.

  • Asking an AI agent for a channel's most viewed Shorts over MCP

YouTube Shorts API — parameters, schema and worked examples →

LinkedIn Job Scraper

Search LinkedIn jobs without a login and get listings, the total results count, full job records and filter ids.

  • Feeding an AI agent a company's open roles

LinkedIn Job Scraper — parameters, schema and worked examples →

Workday Careers API

Every job on any Workday careers site, with pay ranges and direct apply URLs.

  • Feeding an AI agent a company's open roles

Workday Careers API — parameters, schema and worked examples →

Indeed Company API

Look up Indeed employers by name, URL, industry or directory and get ratings, firmographics, reviews, salaries and Q&A as JSON.

  • Feeding an AI agent employer reviews and salaries over MCP

Indeed Company API — parameters, schema and worked examples →

LinkedIn Company Employees API

Give a company name or LinkedIn URL and get the people who work there, each checked against their public profile.

  • Feeding an AI agent structured people data over MCP

LinkedIn Company Employees API — parameters, schema and worked examples →

Google Lens API

Reverse image search: similar images, shoppable matches, or every page using your image.

  • Feeding an AI agent visual lookup as a tool

Google Lens API — parameters, schema and worked examples →

Indeed Jobs API

Get Indeed job listings as JSON with parsed pay ranges and the full description, billed per job returned.

  • Feeding an AI recruiting agent Markdown job descriptions

Indeed Jobs API — parameters, schema and worked examples →

Oracle Fusion Recruiting and Taleo Jobs API

Oracle Fusion Recruiting and Taleo job postings in one API, resolved from a company name.

  • Feeding an AI recruiting agent Markdown job descriptions

Oracle Fusion Recruiting and Taleo Jobs API — parameters, schema and worked examples →

SAP SuccessFactors Jobs API

Every live job on a public SAP SuccessFactors career site comes back as JSON, with requisition IDs and expiration dates.

  • Feeding an AI recruiting agent Markdown job descriptions

SAP SuccessFactors Jobs API — parameters, schema and worked examples →

Trustpilot Reviews API

Trustpilot reviews with the experience date, company replies and the full star distribution, not just the headline average.

  • Feeding review context to an AI agent

Trustpilot Reviews API — parameters, schema and worked examples →

VentureRadar Company Discovery API

Startup profiles keyed on who backed the company, not on how much it raised.

  • Giving an AI agent live context on unfamiliar startups

VentureRadar Company Discovery API — parameters, schema and worked examples →

Ashby Job Board API

Ashby job postings with published salary data, plus a live directory of companies hiring through Ashby.

  • Markdown job descriptions for AI recruiting agents over MCP

Ashby Job Board API — parameters, schema and worked examples →

Greenhouse Job Board API

Greenhouse job postings with stateless change detection, plus a live directory of companies hiring through Greenhouse.

  • Markdown job descriptions for AI recruiting agents over MCP

Greenhouse Job Board API — parameters, schema and worked examples →

isolved Jobs API

isolved and ApplicantPro job postings with stateless change detection, plus a live directory of every employer hiring through isolved.

  • Markdown job descriptions for AI recruiting agents over MCP

isolved Jobs API — parameters, schema and worked examples →

Paylocity Jobs API

Pull every open job from any Paylocity recruiting board with pay ranges and full descriptions, or map the employers that hire through Paylocity.

  • Markdown job descriptions for AI recruiting agents over MCP

Paylocity Jobs API — parameters, schema and worked examples →

Other use cases

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