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SCORE 3/10 10/10 criteria · Agent-hostile Assessed 2026-07-25 · ARI rubric v1.0

LinkedIn — can an agent use it?

Visit developer.linkedin.com
“Let's bring your ideas to life” — the vendor’s own words

Beyond OAuth sign-in and 150 posts/day per member, every API is partner-gated behind multi-month review; messaging, connections and people search have no API at all, there is no official MCP server, and LinkedIn litigates scrapers out of existence.

The verdict, read by Jan · AI clone of Jan’s voice, generated locally with his consent.
Category
Social platform
Agent protocol
Community only
Agent payment rails
None published
Site Scan
D (51/100) · crawl-level, 16/08
Tap or hover any criterion to see why it scored that.
FIND & RETRIEVE3.7/10Can an agent get correct information?

Machine-readable surface2/10

LinkedIn's robots.txt refuses general crawlers across the whole site — a robots-respecting fetcher was refused on linkedin.com/robots.txt, /legal/l/api-terms-of-use and /help/ on 2026-07-25 — and an authwall closes public browsing after roughly 3-5 profile views, so the JSON-LD that does ship in profile and company HTML is unreachable to a compliant agent. source

Information retrieval quality2.5/10

LinkedIn's own docs state "Standard rate limits are not published in documentation" and must be read per-app in the Developer Portal Analytics tab; Sales Navigator Advanced Plus, Recruiter and Marketing Developer Platform prices are all quote-only, and API-sourced profile data may be retained for only 24 hours (48 hours for social activity). source

Documentation for machines6.5/10

Microsoft Learn hosts date-versioned documentation (header `Linkedin-Version: 202607`) with a monthly changelog, a published per-version sunset table, migration guides and runnable cURL examples — undercut by unpublished rate limits and pages that still document permissions closed to new requests. source

ACT & TRANSACT2.4/10Can an agent do the job?

Action coverage2.5/10

The only self-serve write is `w_member_social` posting to `/v2/ugcPosts` at 150 requests/member/day; comments, reactions, Page management and analytics require Community Management approval, and messaging, connection requests, people search, feed reading and job applications have no public API at all (`r_member_social` and `r_compliance`/`w_compliance` are closed permissions). source

Agent protocol support3/10

No official MCP server, WebMCP, Agent Skills or OAuth discovery endpoint exists; the most-used community option (stickerdaniel/linkedin-mcp-server, 1.9k stars, v4.13.0 released 2026-05-10) drives a logged-in browser session and states plainly that "LinkedIn's TOS prohibit automated tools". source

Access & auth friction2/10

Sign In with LinkedIn and Share on LinkedIn are self-serve but require an associated LinkedIn Page whose super-admin verifies the app; everything else is partner-gated (Community Management Standard tier demands a downloadable screencast of every use case, and a rejected app cannot reapply — you must build a new one), and programmatic refresh tokens are restricted to approved Marketing Developer Platform partners, so ordinary access tokens expire after 60 days with no unattended renewal. source

Agent payment capability1.5/10

LinkedIn takes money constantly (Sales Navigator Core $99/mo and Advanced $149/mo, Recruiter, Premium, ads) but a human must type the card into Campaign Manager and there is no support for ACP, AP2, MPP or x402 — the only money an agent can move is an ad budget on an account a person already funded. source

Cost & rate fairness3/10

Documented quotas exist only for the self-serve share path (150 requests/member/day, 100,000/app/day) and Community Management's Development tier (500 per app, 100 per member); LinkedIn publishes no API price list at all, with third parties estimating Marketing Developer Platform at roughly $699/month and Recruiter-backed APIs at ~$900/seat/month. source

TRUST & DURABILITY3.2/10Will it still work next quarter?

Permission & ToS stance1/10

The Marketing API restricted-use page bans lead generation, prospect identification, CRM enrichment, audience building, exporting member data and combining it with your own or third-party data, and enforcement is real: LinkedIn's January 2025 suit against Proxycurl ended in a permanent deletion injunction and the company shutting down in July 2025, with HeyReach's Page and founder profiles removed in March 2026. source

Reliability & continuity5.5/10

LinkedIn operates an official Atlassian Statuspage at linkedin-apistatus.com with RSS and Atom feeds and supports each monthly version for 12 months against a published sunset table, but migration is compulsory every year, breaking changes have shipped "to all versions" (the SPONSORED_INMAILS `creativeSelection` default flip in July 2026), and permissions keep closing rather than opening (`r_member_social`, `r_compliance`, Sales Navigator SNAP). source

Sources

Point-in-time assessment — services change terms, prices and APIs often. That volatility is itself scored under Reliability & continuity. Re-verified at least quarterly.