diff --git a/pyproject.toml b/pyproject.toml
index 854c348..f206ef6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ dependencies = [
     "basic-memory>=0.20.2",
     "httpx>=0.28.0",
     "mcp>=1.23.1",
-    "mem0ai==1.0.0",
+    "mem0ai[nlp]==2.0.5",
     "pydantic>=2.12.0",
     "python-frontmatter>=1.1.0",
     "rich>=13.9.4",
diff --git a/src/basic_memory_benchmarks/providers/mem0_local.py b/src/basic_memory_benchmarks/providers/mem0_local.py
index 08d290d..db0a386 100644
--- a/src/basic_memory_benchmarks/providers/mem0_local.py
+++ b/src/basic_memory_benchmarks/providers/mem0_local.py
@@ -94,7 +94,9 @@ def _normalize_item(item: dict) -> SearchHit:
     def search(self, query: str, limit: int, run_config: RunConfig) -> list[SearchHit]:
         memory = self._ensure_memory()
         user_id = self._user_id(run_config)
-        payload = memory.search(query=query, user_id=user_id, limit=limit)
+        # mem0ai 2.0: entity scoping moved from top-level user_id= to filters=,
+        # and limit= became top_k=.
+        payload = memory.search(query=query, top_k=limit, filters={"user_id": user_id})
         rows = payload.get("results") if isinstance(payload, dict) else []
 
         hits: list[SearchHit] = []
diff --git a/uv.lock b/uv.lock
index 48fe7c3..4948a71 100644
--- a/uv.lock
+++ b/uv.lock
@@ -209,7 +209,7 @@ dependencies = [
     { name = "basic-memory" },
     { name = "httpx" },
     { name = "mcp" },
-    { name = "mem0ai" },
+    { name = "mem0ai", extra = ["nlp"] },
     { name = "pydantic" },
     { name = "python-frontmatter" },
     { name = "rich" },
@@ -234,7 +234,7 @@ requires-dist = [
     { name = "basic-memory", specifier = ">=0.20.2" },
     { name = "httpx", specifier = ">=0.28.0" },
     { name = "mcp", specifier = ">=1.23.1" },
-    { name = "mem0ai", specifier = "==1.0.0" },
+    { name = "mem0ai", extras = ["nlp"], specifier = "==2.0.5" },
     { name = "pydantic", specifier = ">=2.12.0" },
     { name = "pydantic-evals", marker = "extra == 'judge'", specifier = ">=0.4.0" },
     { name = "python-frontmatter", specifier = ">=1.1.0" },
@@ -260,6 +260,38 @@ wheels = [
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 ]
 
+[[package]]
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+version = "1.3.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
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+]
+
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 name = "cachetools"
 version = "7.0.1"
@@ -290,6 +322,15 @@ wheels = [
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+name = "catalogue"
+version = "2.0.10"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/38/b4/244d58127e1cdf04cf2dc7d9566f0d24ef01d5ce21811bab088ecc62b5ea/catalogue-2.0.10.tar.gz", hash = "sha256:4f56daa940913d3f09d589c191c74e5a6d51762b3a9e37dd53b7437afd6cda15", size = 19561, upload-time = "2023-09-25T06:29:24.962Z" }
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 name = "certifi"
 version = "2026.2.25"
@@ -425,6 +466,15 @@ wheels = [
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+[[package]]
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 version = "0.4.6"
@@ -434,6 +484,15 @@ wheels = [
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+version = "1.3.3"
+source = { registry = "https://pypi.org/simple" }
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@@ -502,6 +561,54 @@ wheels = [
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