The diagnosis of abdominal tuberculosis (aTB) is challenging and there is an urgent need for an accurate diagnostic test. We have developed a high affinity DNA aptamer against GlcB antigen of Mycobacterium tuberculosis (Mtb). We further compared the diagnostic utility of in-house-generated high affinity DNA aptamers and polyclonal antibodies against two Mtb antigens, namely GlcB and HspX, in ascitic fluid samples. These diagnostic reagents were assessed in patients (n = 94) who were categorized as ‘Definite TB’, ‘Probable TB’, ‘Possible TB’ (taken together as aTB) and ‘Non-TB’ disease. Receiver operating characteristic curves were used to derive cut-off values to provide ≥93% specificity. Aptamer Linked Immobilized Sorbent Assay (ALISA) for HspX and GlcB exhibited a sensitivity of ∼84% and 50%, respectively (p-value <0.01). In contrast, antibody-based ELISA exhibited a lower sensitivity of ∼18% and ∼28% for HspX and GlcB, respectively (p-value <0.0001 and p = 0.05 for HspX and GlcB ELISA vs. ALISA, respectively). HspX ALISA detected 32/38 aTB cases, while Xpert detected only 9 samples. In conclusion, HspX aptamer-based test was found to be superior to the other tests for diagnosing aTB and it nearly fulfils the sensitivity criteria of WHO's ‘Target Product Profile’ for extrapulmonary tuberculosis (sensitivity ≥80%, specificity 98%).