diff --git a/mteb/models/jina_models.py b/mteb/models/jina_models.py
new file mode 100644
index 0000000000..fa5019ae5d
--- /dev/null
+++ b/mteb/models/jina_models.py
@@ -0,0 +1,154 @@
+from __future__ import annotations
+
+from functools import partial
+
+from mteb.model_meta import ModelMeta
+
+MODEL_NAME = "jinaai/jina-embeddings-v3"
+REVISION = "fa78e35d523dcda8d3b5212c7487cf70a4b277da"
+XLMR_LANGUAGES = [
+    "afr_Latn",
+    "amh_Latn",
+    "ara_Latn",
+    "asm_Latn",
+    "aze_Latn",
+    "bel_Latn",
+    "bul_Latn",
+    "ben_Latn",
+    "ben_Beng",
+    "bre_Latn",
+    "bos_Latn",
+    "cat_Latn",
+    "ces_Latn",
+    "cym_Latn",
+    "dan_Latn",
+    "deu_Latn",
+    "ell_Latn",
+    "eng_Latn",
+    "epo_Latn",
+    "spa_Latn",
+    "est_Latn",
+    "eus_Latn",
+    "fas_Latn",
+    "fin_Latn",
+    "fra_Latn",
+    "fry_Latn",
+    "gle_Latn",
+    "gla_Latn",
+    "glg_Latn",
+    "guj_Latn",
+    "hau_Latn",
+    "heb_Latn",
+    "hin_Latn",
+    "hin_Deva",
+    "hrv_Latn",
+    "hun_Latn",
+    "hye_Latn",
+    "ind_Latn",
+    "isl_Latn",
+    "ita_Latn",
+    "jpn_Latn",
+    "jav_Latn",
+    "kat_Latn",
+    "kaz_Latn",
+    "khm_Latn",
+    "kan_Latn",
+    "kor_Latn",
+    "kur_Latn",
+    "kir_Latn",
+    "lat_Latn",
+    "lao_Latn",
+    "lit_Latn",
+    "lav_Latn",
+    "mlg_Latn",
+    "mkd_Latn",
+    "mal_Latn",
+    "mon_Latn",
+    "mar_Latn",
+    "msa_Latn",
+    "mya_Latn",
+    "nep_Latn",
+    "nld_Latn",
+    "nob_Latn",
+    "orm_Latn",
+    "ori_Latn",
+    "pan_Latn",
+    "pol_Latn",
+    "pus_Latn",
+    "por_Latn",
+    "ron_Latn",
+    "rus_Latn",
+    "san_Latn",
+    "snd_Latn",
+    "sin_Latn",
+    "slk_Latn",
+    "slv_Latn",
+    "som_Latn",
+    "sqi_Latn",
+    "srp_Latn",
+    "sun_Latn",
+    "swe_Latn",
+    "swa_Latn",
+    "tam_Latn",
+    "tam_Taml",
+    "tel_Latn",
+    "tel_Telu",
+    "tha_Latn",
+    "tgl_Latn",
+    "tur_Latn",
+    "uig_Latn",
+    "ukr_Latn",
+    "urd_Latn",
+    "urd_Arab",
+    "uzb_Latn",
+    "vie_Latn",
+    "xho_Latn",
+    "yid_Latn",
+    "zho_Hant",
+    "zho_Hans",
+]
+
+
+model_prompts = {
+    "retrieval.query": "Represent the query for retrieving evidence documents: ",
+    "retrieval.passage": "Represent the document for retrieval: ",
+    "separation": "",
+    "classification": "",
+    "text-matching": "",
+}
+
+# Lora adaptation for specific downstream tasks.
+# Empty represents for no-lora weights (or checkpoints after pair tuning).
+supported_tasks = list(model_prompts.keys()) + [""]
+
+
+def jina_embeddings_v3_loader(**kwargs):
+    class JinaV3Wrapper(Wrapper):
+        def encode(
+            self,
+            sentences: Sequence[str],
+            task: str,
+            *args,
+            **kwargs: Any,
+        ) -> np.ndarray:
+            return super().encode(
+                sentences, task=task, prompt_name=task, *args, **kwargs
+            )
+
+    return JinaV3Wrapper(**kwargs)
+
+
+jina_embeddings_v3 = ModelMeta(
+    loader=partial(
+        jina_embeddings_v3_loader,
+        model_name=MODEL_NAME,
+        revision=REVISION,
+        model_prompts=model_prompts,
+        trust_remote_code=True,
+    ),
+    name=MODEL_NAME,
+    languages=XLMR_LANGUAGES,
+    open_source=True,  # CC-BY-NC-4.0
+    revision=REVISION,
+    release_date="2024-09-18",
+)
diff --git a/mteb/models/overview.py b/mteb/models/overview.py
index e3096de4de..c5cea26c2a 100644
--- a/mteb/models/overview.py
+++ b/mteb/models/overview.py
@@ -17,6 +17,7 @@
     google_models,
     gritlm_models,
     gte_models,
+    jina_models,
     llm2vec_models,
     mxbai_models,
     nomic_models,
@@ -38,6 +39,7 @@
     google_models,
     gritlm_models,
     gte_models,
+    jina_models,
     llm2vec_models,
     mxbai_models,
     nomic_models,