diff --git a/website/meta/universe.json b/website/meta/universe.json
index 9ec0d6c0e..a6a1a0fc7 100644
--- a/website/meta/universe.json
+++ b/website/meta/universe.json
@@ -1,5 +1,62 @@
 {
     "resources": [
+        {
+            "id": "Zshot",
+            "title": "Zshot",
+            "slogan": "Zero and Few shot named entity & relationships recognition",
+            "github": "ibm/zshot",
+            "pip": "zshot",
+            "code_example": [
+                "import spacy",
+                "from zshot import PipelineConfig, displacy",
+                "from zshot.linker import LinkerRegen",
+                "from zshot.mentions_extractor import MentionsExtractorSpacy",
+                "from zshot.utils.data_models import Entity",
+                "",
+                "nlp = spacy.load('en_core_web_sm')",
+                "# zero shot definition of entities",
+                "nlp_config = PipelineConfig(",
+                "    mentions_extractor=MentionsExtractorSpacy(),",
+                "    linker=LinkerRegen(),",
+                "    entities=[",
+                "        Entity(name='Paris',",
+                "               description='Paris is located in northern central France, in a north-bending arc of the river Seine'),",
+                "        Entity(name='IBM',",
+                "               description='International Business Machines Corporation (IBM) is an American multinational technology corporation headquartered in Armonk, New York'),",
+                "        Entity(name='New York', description='New York is a city in U.S. state'),",
+                "        Entity(name='Florida', description='southeasternmost U.S. state'),",
+                "        Entity(name='American',",
+                "              description='American, something of, from, or related to the United States of America, commonly known as the United States or America'),",
+                "        Entity(name='Chemical formula',",
+                "               description='In chemistry, a chemical formula is a way of presenting information about the chemical proportions of atoms that constitute a particular chemical compound or molecul'),",
+                "        Entity(name='Acetamide',",
+                "               description='Acetamide (systematic name: ethanamide) is an organic compound with the formula CH3CONH2. It is the simplest amide derived from acetic acid. It finds some use as a plasticizer and as an industrial solvent.'),",
+                "        Entity(name='Armonk',",
+                "               description='Armonk is a hamlet and census-designated place (CDP) in the town of North Castle, located in Westchester County, New York, United States.'),",
+                "        Entity(name='Acetic Acid',",
+                "               description='Acetic acid, systematically named ethanoic acid, is an acidic, colourless liquid and organic compound with the chemical formula CH3COOH'),",
+                "        Entity(name='Industrial solvent',",
+                "               description='Acetamide (systematic name: ethanamide) is an organic compound with the formula CH3CONH2. It is the simplest amide derived from acetic acid. It finds some use as a plasticizer and as an industrial solvent.'),",
+                "    ]",
+                ")",
+                "nlp.add_pipe('zshot', config=nlp_config, last=True)",
+                "",
+                "text = 'International Business Machines Corporation (IBM) is an American multinational technology corporation' \\",
+                "        ' headquartered in Armonk, New York, with operations in over 171 countries.'",
+                "",
+                "doc = nlp(text)",
+                "displacy.serve(doc, style='ent')"
+            ],
+            "thumb": "https://ibm.github.io/zshot/img/graph.png",
+            "url": "https://ibm.github.io/zshot/",
+            "author": "IBM Research",
+            "author_links": {
+                "github": "ibm",
+                "twitter": "IBMResearch",
+                "website": "https://research.ibm.com/labs/ireland/"
+            },
+            "category": ["scientific", "models", "research"]
+        },
         {
             "id": "concepcy",
             "title": "concepCy",