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Exhibit 23.1

CONSENT OF INDEPENDENT REGISTERED PUBLIC ACCOUNTING FIRM

We have issued our reports dated February 26, 2026, with respect to the consolidated financial statements and internal control over financial reporting included in the Annual Report of Ramaco Resources, Inc. on Form 10-K for the year ended December 31, 2025. We consent to the incorporation by reference of said reports in the Registration Statements of Ramaco Resources, Inc. on Forms S-3 (File No. 333-274324, File No. 333-261228 and File No. 333-289251) and Forms S-8 (File No. 333-215913 and File No. 333-265384).

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/s/ GRANT THORNTON LLP

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Tulsa, Oklahoma

February 26, 2026