Hello Aspirant!
The PSUs recruiting B.Tech. in Mechanical Engineering graduates based on GATE score are as follows :-
IOCL
NALCO
BIS
NPCIL
SAIL
BARC : OCES, DGFS
ECIL
OMPL
Bihar PHED
DRDO
WBSEDCL
NTPC Limited
ONGC Ltd.
HPCL
and a few others.

To get the complete list, kindly visit : https://engineering.careers360.com/articles/psu-recruitment-through-gate

Hope this answer will help you.

Hello
GATE examination is conducted every year for recruitment to PSUs and admissions to M.Tech courses.
The top recruiter PSUs in mechanical branch are
1. Bharat Heavy Electrical Limited (BHEL)
2. Bharat Petroleum Corporation Limited (BPCL)
3.Hindustan Petroleum Corporation Limited(HPCL)
4. Indian Oil Corporation Limited (IOCL)
5. Mazagon Dock Shipbuilders Limited (MDL)
6. National Fertilizers Limited (NFL)
7. Nuclear Power Corporation of India Limited(NPCIL)

Follow this link for upcoming recruitment in PSUs absed on GATE 2020
https://www.google.com/amp/s/engineering.careers360.com/articles/psu-recruitment-through-gate/amp

Also you can predict PSUs you might get through this link
https://engineering.careers360.com/gate-college-predictor?icn=GATE_clgpd&ici=GATE_article_text_mapping

Good luck

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