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Get Started Free →LinkedIn automation skill — search people and companies, fetch profiles, send messages and InMails, manage connections, create posts, react, comment. Supports Sales Navigator.
.claude/skills/leoyeai-linkedin/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -22% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -53% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 60% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-15 | ✗→✓ | ▲ Improved | 103% | 0% |
Use browser automation to interact with LinkedIn - check messages, view profiles, search, and send connection requests.
browser tool with profile="chrome"browser tool with profile="clawd" browser action=snapshot profile=chrome targetUrl="https://www.linkedin.com/feed/"browser action=navigate profile=chrome targetUrl="https://www.linkedin.com/messaging/"
browser action=snapshot profile=chromebrowser action=navigate profile=chrome targetUrl="https://www.linkedin.com/search/results/people/?keywords=QUERY"
browser action=snapshot profile=chromebrowser action=navigate profile=chrome targetUrl="https://www.linkedin.com/in/USERNAME/"
browser action=snapshot profile=chromebrowser action=act with click/type actionsIf browser relay isn't available, extract the li_at cookie from browser:
li_at value| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→fail | 4,620 | 7,501 | +62% | 1 | 1 | 0% | 626 | 976 | +56% | 0 | 0 | — |
case-02 | fail→fail | 5,394 | 15,626 | +190% | 1 | 1 | 0% | 840 | 1,294 | +54% | 0 | 0 | — |
case-03 | fail→fail | 2,579 | 4,743 | +84% | 1 | 1 | 0% | 364 | 743 | +104% | 0 | 0 | — |
case-04 | fail→pass | 7,400 | 2,245 | -70% | 1 | 1 | 0% | 1,120 | 876 | -22% | 0 | 0 | — |
case-05 | fail→pass | 10,638 | 3,345 | -69% | 1 | 1 | 0% | 2,011 | 943 | -53% | 0 | 0 | — |
case-06 | pass→pass | 3,802 | 1,669 | -56% | 1 | 1 | 0% | 559 | 712 | +27% | 0 | 0 | — |
case-07 | fail→pass | 2,834 | 1,895 | -33% | 1 | 1 | 0% | 497 | 794 | +60% | 0 | 0 | — |
case-08 | pass→pass | 5,236 | 2,586 | -51% | 1 | 1 | 0% | 928 | 918 | -1% | 0 | 0 | — |
case-09 | fail→pass | 8,220 | 1,853 | -77% | 1 | 1 | 0% | 972 | 739 | -24% | 0 | 0 | — |
case-10 | pass→pass | 11,726 | 2,791 | -76% | 1 | 1 | 0% | 2,020 | 952 | -53% | 0 | 0 | — |
case-11 | pass→pass | 10,779 | 4,579 | -58% | 1 | 1 | 0% | 1,789 | 1,135 | -37% | 0 | 0 | — |
case-12 | pass→pass | 5,490 | 3,459 | -37% | 1 | 1 | 0% | 850 | 864 | +2% | 0 | 0 | — |
case-13 | pass→pass | 7,830 | 3,408 | -56% | 1 | 1 | 0% | 1,325 | 1,033 | -22% | 0 | 0 | — |
case-14 | pass→pass | 6,229 | 3,366 | -46% | 1 | 1 | 0% | 1,125 | 1,026 | -9% | 0 | 0 | — |
case-15 | fail→pass | 3,699 | 5,347 | +45% | 1 | 1 | 0% | 621 | 1,259 | +103% | 0 | 0 | — |
case-16 | fail→pass | 6,270 | 4,005 | -36% | 1 | 1 | 0% | 941 | 1,043 | +11% | 0 | 0 | — |
case-17 | pass→pass | 12,376 | 7,611 | -39% | 1 | 1 | 0% | 1,842 | 1,579 | -14% | 0 | 0 | — |
case-18 | pass→pass | 12,356 | 5,216 | -58% | 1 | 1 | 0% | 1,855 | 1,331 | -28% | 0 | 0 | — |
case-19 | fail→pass | 4,528 | 2,391 | -47% | 1 | 1 | 0% | 725 | 656 | -10% | 0 | 0 | — |
case-20 | fail→pass | 11,430 | 4,221 | -63% | 1 | 1 | 0% | 1,788 | 963 | -46% | 0 | 0 | — |
case-21 | fail→pass | 9,692 | 2,189 | -77% | 1 | 1 | 0% | 1,516 | 855 | -44% | 0 | 0 | — |
case-22 | pass→pass | 2,920 | 2,867 | -2% | 1 | 1 | 0% | 434 | 899 | +107% | 0 | 0 | — |
case-23 | pass→pass | 5,662 | 4,133 | -27% | 1 | 1 | 0% | 962 | 1,123 | +17% | 0 | 0 | — |
case-24 | pass→pass | 3,613 | 5,382 | +49% | 1 | 1 | 0% | 498 | 1,192 | +139% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 24 cases were attempted, and 21 counted toward the lift figure. The other 3 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +38 percentage points is the difference between those two pass rates over the 21 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.