diff --git a/integrations/ragas/README.md b/integrations/ragas/README.md
index a4c064d79..fd0dd43d4 100644
--- a/integrations/ragas/README.md
+++ b/integrations/ragas/README.md
@@ -1,7 +1,7 @@
 # ragas-haystack
 
-[![PyPI - Version](https://img.shields.io/pypi/v/uptrain-haystack.svg)](https://pypi.org/project/ragas-haystack)
-[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/uptrain-haystack.svg)](https://pypi.org/project/ragas-haystack)
+[![PyPI - Version](https://img.shields.io/pypi/v/ragas-haystack.svg)](https://pypi.org/project/ragas-haystack)
+[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ragas-haystack.svg)](https://pypi.org/project/ragas-haystack)
 
 ---
 
diff --git a/integrations/ragas/pyproject.toml b/integrations/ragas/pyproject.toml
index 96e0a066c..f59208d01 100644
--- a/integrations/ragas/pyproject.toml
+++ b/integrations/ragas/pyproject.toml
@@ -21,7 +21,7 @@ classifiers = [
   "Programming Language :: Python :: Implementation :: CPython",
   "Programming Language :: Python :: Implementation :: PyPy",
 ]
-dependencies = ["haystack-ai>=2.0.0b6", "ragas>=0.1.0"]
+dependencies = ["haystack-ai>=2.0.0b6", "ragas>=0.1.0rc1"]
 
 [project.urls]
 Source = "https://github.com/deepset-ai/haystack-core-integrations/tree/main/integrations/ragas"
diff --git a/integrations/ragas/src/haystack_integrations/components/evaluators/ragas/evaluator.py b/integrations/ragas/src/haystack_integrations/components/evaluators/ragas/evaluator.py
index 646503fb7..7cbf6b533 100644
--- a/integrations/ragas/src/haystack_integrations/components/evaluators/ragas/evaluator.py
+++ b/integrations/ragas/src/haystack_integrations/components/evaluators/ragas/evaluator.py
@@ -24,7 +24,7 @@ class RagasEvaluator:
     """
     A component that uses the Ragas framework to evaluate inputs against a specific metric.
 
-    The supported metrics are defined by :class:`RagasMetric`. The inputs of the component are
+    The supported metrics are defined by `RagasMetric`. The inputs of the component are
     metric-dependent. The output is a nested list of evaluation results where each inner list
     contains the results for a single input.
     """