diff --git a/.github/workflows/pr-agent-review.yaml b/.github/workflows/pr-agent-review.yaml
index 9dcf59b8..eb811a38 100644
--- a/.github/workflows/pr-agent-review.yaml
+++ b/.github/workflows/pr-agent-review.yaml
@@ -21,7 +21,10 @@ jobs:
         id: pragent
         uses: Codium-ai/pr-agent@main
         env:
-          OPENAI_KEY: ${{ secrets.OPENAI_KEY }}
-          OPENAI_ORG: ${{ secrets.OPENAI_ORG }} # optional
+          OPENAI.KEY: ${{ secrets.OPENAI_KEY }}
+          OPENAI.ORG: ${{ secrets.OPENAI_ORG }} # optional
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          PINECONE.API_KEY: ${{ secrets.PINECONE_API_KEY }}
+          PINECONE.ENVIRONMENT: ${{ secrets.PINECONE_ENVIRONMENT }}
+
 
diff --git a/pr_agent/agent/pr_agent.py b/pr_agent/agent/pr_agent.py
index 9f0886d8..07c34c51 100644
--- a/pr_agent/agent/pr_agent.py
+++ b/pr_agent/agent/pr_agent.py
@@ -78,7 +78,7 @@ class PRAgent:
         elif action in command2class:
             if notify:
                 notify()
-            await command2class[action](pr_url, *args).run()
+            await command2class[action](pr_url, args=args).run()
         else:
             return False
         return True
diff --git a/pr_agent/settings/.secrets_template.toml b/pr_agent/settings/.secrets_template.toml
index 0ac75519..16c121ff 100644
--- a/pr_agent/settings/.secrets_template.toml
+++ b/pr_agent/settings/.secrets_template.toml
@@ -16,6 +16,10 @@ key = ""  # Acquire through https://platform.openai.com
 #deployment_id = ""  # The deployment name you chose when you deployed the engine
 #fallback_deployments = []  # For each fallback model specified in configuration.toml in the [config] section, specify the appropriate deployment_id
 
+[pinecone]
+api_key = "..."
+environment = "gcp-starter"
+
 [anthropic]
 key = "" # Optional, uncomment if you want to use Anthropic. Acquire through https://www.anthropic.com/