The deterministic guide to reading public LinkedIn data through UnifAPI — companies, people, jobs, posts, and member insights.
The LinkedIn Data Skill is the source-sliced data guide a Platform Agent owns: it names the concrete linkedin/... operations, response shapes, and gotchas for reading public LinkedIn data through UnifAPI MCP, so any B2B research (account research, news-signal, buying-signal, competitor work) runs from one deterministic workflow. Read-only — it never connects or messages.
A source-sliced data skill you run inside Claude, ChatGPT, Claude Code, Cursor, Codex, OpenClaw, Hermes, or any MCP client — the deterministic, read-only path to one platform's public data. It names the operations and response shapes; the marketing skills in the same agent turn those records into briefs, prices, and signals. Eyes not hands — it never posts.
- Any LinkedIn-first B2B research that needs companies, people, jobs, or posts
- Skills that research accounts, news signals, or buying committees
- Operators who want one deterministic LinkedIn read path, not ad-hoc discovery
- The concrete
linkedin/...operations for each common B2B read job - Response-contract and shape notes for companies, users, jobs, and posts
- Deterministic recipes: account research, hiring signal, people, posts
- Platform gotchas (slug vs. username keys, cursor pagination, billing)
Live public data through the shared unifapi data skill — UnifAPI APIs: linkedin. Connect once over OAuth; no scraping to maintain and no keys to rotate. Every figure in the output is cited to the record it came from.
Using the LinkedIn Data Skill, research stripe on public LinkedIn: pull the company page, follower and employee counts, open-job count, member insights, and recent posts, then infer the likely buying committee. Return a sourced brief. Read-only.
Run it in any MCP client. Paste one prompt (Claude Code, Codex, Cursor, OpenClaw, …) to add the UnifAPI public-data MCP server at https://mcp.unifapi.com over OAuth — read-only, no API key — then add the marketing skills with npx skills add unifapi-agent/agents.
Prefer a web connector (Claude · ChatGPT · Perplexity · Grok), or the one-shot plugin for Claude-compatible hosts:
/plugin marketplace add unifapi-agent/agents
/plugin install unifapi@unifapi
Every client, step by step: https://unifapi.com/mcp
- Part of the LinkedIn Agent
- Shared data skill:
unifapi
- Skill page: https://unifapi.com/skills/linkedin
- The skill itself: SKILL.md
- Install & all clients: https://unifapi.com/mcp
- Docs: https://docs.unifapi.com
Topics: LinkedIn research tool · LinkedIn company research · LinkedIn data · LinkedIn company lookup · LinkedIn hiring signals · B2B company research · LinkedIn MCP server