cocoindex-io · georgeh0 · Sep 3, 2025 · Sep 3, 2025
diff --git a/docs/docs/examples/examples/academic_papers_index.md b/docs/docs/examples/examples/academic_papers_index.md
@@ -342,7 +342,7 @@ You can walk through the project step by step in [CocoInsight](https://www.youtu
 
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Follow the url `https://cocoindex.io/cocoinsight`.  It connects to your local CocoIndex server, with zero pipeline data retention.
diff --git a/docs/docs/examples/examples/docs_to_knowledge_graph.md b/docs/docs/examples/examples/docs_to_knowledge_graph.md
@@ -345,7 +345,7 @@ It creates relationships by:
 I used CocoInsight to troubleshoot the index generation and understand the data lineage of the pipeline.  It is in free beta now, you can give it a try. 
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 And then open the url `https://cocoindex.io/cocoinsight`.  It just connects to your local CocoIndex server, with zero pipeline data retention.

diff --git a/docs/docs/examples/examples/manual_extraction.md b/docs/docs/examples/examples/manual_extraction.md
@@ -245,7 +245,7 @@ SELECT filename, module_info->'title' AS title, module_summary FROM modules_info
 [CocoInsight](https://www.youtube.com/watch?v=ZnmyoHslBSc) is a really cool tool to help you understand your data pipeline and data index. It is in Early Access now (Free).
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 CocoInsight dashboard is here `https://cocoindex.io/cocoinsight`.  It connects to your local CocoIndex server with zero data retention.
 
diff --git a/docs/docs/examples/examples/multi_format_index.md b/docs/docs/examples/examples/multi_format_index.md
@@ -193,7 +193,7 @@ You can walk through the project step by step in [CocoInsight](https://www.youtu
 
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Follow the url `https://cocoindex.io/cocoinsight`.  It connects to your local CocoIndex server, with zero pipeline data retention. You can use it to view extracted pages, see embedding vectors and metadata.

diff --git a/docs/docs/examples/examples/patient_form_extraction.md b/docs/docs/examples/examples/patient_form_extraction.md
@@ -283,7 +283,7 @@ We could troubleshoot in two steps:
 I also use CocoInsight to help me troubleshoot.
 
 ```bash
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Go to `https://cocoindex.io/cocoinsight`. You could see an interactive UI to explore the data.

diff --git a/docs/docs/examples/examples/photo_search.md b/docs/docs/examples/examples/photo_search.md
@@ -206,7 +206,7 @@ CocoInsight is a tool to help you understand your data pipeline and data index.
 You can walk through the project step by step in [CocoInsight](https://www.youtube.com/watch?v=MMrpUfUcZPk) to see exactly how each field is constructed and what happens behind the scenes.
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Follow the url `https://cocoindex.io/cocoinsight`.  It connects to your local CocoIndex server, with zero pipeline data retention.
diff --git a/docs/docs/examples/examples/postgres_source.md b/docs/docs/examples/examples/postgres_source.md
@@ -201,7 +201,7 @@ For example, the following image shows the lineage of the `embedding` field, you
 4. Run CocoInsight:
 
     ```bash
-    cocoindex server -ci main.py
+    cocoindex server -ci main
     ```
     You can walk through the project step by step in CocoInsight to see exactly how each field is constructed and what happens behind the scenes. It connects to your local CocoIndex server, with zero pipeline data retention.
 
@@ -211,7 +211,7 @@ For example, the following image shows the lineage of the `embedding` field, you
 For continuous updating when the source changes, add `-L`:
 
 ```bash
-cocoindex server -ci -L main.py
+cocoindex server -ci -L main
 ```
 Check [live updates](https://cocoindex.io/docs/tutorials/live_updates) for more details.
 

diff --git a/docs/docs/examples/examples/product_recommendation.md b/docs/docs/examples/examples/product_recommendation.md
@@ -393,7 +393,7 @@ MATCH p=()-->() RETURN p
 I used CocoInsight to troubleshoot the index generation and understand the data lineage of the pipeline. It is in free beta now, you can give it a try. Run following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 And then open the url `https://cocoindex.io/cocoinsight`.  It just connects to your local CocoIndex server, with Zero pipeline data retention.

diff --git a/docs/docs/examples/examples/simple_vector_index.md b/docs/docs/examples/examples/simple_vector_index.md
@@ -208,7 +208,7 @@ You can walk through the project step by step in [CocoInsight](https://www.youtu
 
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Follow the url `https://cocoindex.io/cocoinsight`.  It connects to your local CocoIndex server, with zero pipeline data retention.
diff --git a/examples/amazon_s3_embedding/README.md b/examples/amazon_s3_embedding/README.md
@@ -53,13 +53,13 @@ CocoInsight is in Early Access now (Free) 😊 You found us! A quick 3 minute vi
 Run CocoInsight to understand your RAG data pipeline:
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 You can also add a `-L` flag to make the server keep updating the index to reflect source changes at the same time:
 
 ```sh
-cocoindex server -ci -L main.py
+cocoindex server -ci -L main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/amazon_s3_embedding/pyproject.toml b/examples/amazon_s3_embedding/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Simple example for cocoindex: build embedding index based on Amazon S3 files."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "python-dotenv>=1.0.1",
     "psycopg[binary,pool]",
 ]

diff --git a/examples/azure_blob_embedding/README.md b/examples/azure_blob_embedding/README.md
@@ -53,13 +53,13 @@ CocoInsight is in Early Access now (Free) 😊 You found us! A quick 3 minute vi
 Run CocoInsight to understand your RAG data pipeline:
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 You can also add a `-L` flag to make the server keep updating the index to reflect source changes at the same time:
 
 ```sh
-cocoindex server -ci -L main.py
+cocoindex server -ci -L main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/azure_blob_embedding/pyproject.toml b/examples/azure_blob_embedding/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Simple example for cocoindex: build embedding index based on Azure Blob Storage files."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "python-dotenv>=1.0.1",
     "psycopg[binary,pool]",
 ]

diff --git a/examples/code_embedding/README.md b/examples/code_embedding/README.md
@@ -62,7 +62,7 @@ I used CocoInsight (Free beta now) to troubleshoot the index generation and unde
 It just connects to your local CocoIndex server, with Zero pipeline data retention. Run the following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).

diff --git a/examples/code_embedding/pyproject.toml b/examples/code_embedding/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Simple example for cocoindex: build embedding index based on source code."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "python-dotenv>=1.0.1",
     "pgvector>=0.4.1",
     "psycopg[binary,pool]",

diff --git a/examples/custom_output_files/README.md b/examples/custom_output_files/README.md
@@ -46,7 +46,7 @@ I used CocoInsight (Free beta now) to troubleshoot the index generation and unde
 It just connects to your local CocoIndex server, with Zero pipeline data retention. Run following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/custom_output_files/pyproject.toml b/examples/custom_output_files/pyproject.toml
@@ -3,7 +3,7 @@ name = "custom-output-files"
 version = "0.1.0"
 description = "Simple example for cocoindex: convert markdown files to HTML files and save them to a local directory."
 requires-python = ">=3.11"
-dependencies = ["cocoindex>=0.2.3", "markdown-it-py[linkify,plugins]"]
+dependencies = ["cocoindex>=0.2.4", "markdown-it-py[linkify,plugins]"]
 
 [tool.setuptools]
 packages = []
diff --git a/examples/docs_to_knowledge_graph/README.md b/examples/docs_to_knowledge_graph/README.md
@@ -63,7 +63,7 @@ I used CocoInsight (Free beta now) to troubleshoot the index generation and unde
 It just connects to your local CocoIndex server, with Zero pipeline data retention. Run following command to start CocoInsight:
 
 ```bash
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 And then open the url https://cocoindex.io/cocoinsight.

diff --git a/examples/docs_to_knowledge_graph/pyproject.toml b/examples/docs_to_knowledge_graph/pyproject.toml
@@ -3,7 +3,7 @@ name = "manuals-to-kg"
 version = "0.1.0"
 description = "Simple example for cocoindex: extract triples from files and build knowledge graph."
 requires-python = ">=3.11"
-dependencies = ["cocoindex>=0.2.3"]
+dependencies = ["cocoindex>=0.2.4"]
 
 [tool.setuptools]
 packages = []
diff --git a/examples/face_recognition/README.md b/examples/face_recognition/README.md
@@ -50,7 +50,7 @@ cocoindex update --setup -L main.py
 I used CocoInsight (Free beta now) to troubleshoot the index generation and understand the data lineage of the pipeline. It just connects to your local CocoIndex server, with zero pipeline data retention. Run following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/face_recognition/pyproject.toml b/examples/face_recognition/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Build index for papers with both metadata and content embeddings"
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex>=0.2.3",
+    "cocoindex>=0.2.4",
     "face-recognition>=1.3.0",
     "pillow>=10.0.0",
     "numpy>=1.26.0",

diff --git a/examples/fastapi_server_docker/requirements.txt b/examples/fastapi_server_docker/requirements.txt
@@ -1,4 +1,4 @@
-cocoindex[embeddings]>=0.2.3
+cocoindex[embeddings]>=0.2.4
 python-dotenv>=1.0.1
 fastapi==0.115.12
 fastapi-cli==0.0.7

diff --git a/examples/gdrive_text_embedding/README.md b/examples/gdrive_text_embedding/README.md
@@ -69,13 +69,13 @@ I used CocoInsight (Free beta now) to troubleshoot the index generation and unde
 It just connects to your local CocoIndex server, with Zero pipeline data retention. Run following command to start CocoInsight:
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 You can also add a `-L` flag to make the server keep updating the index to reflect source changes at the same time:
 
 ```sh
-cocoindex server -ci -L main.py
+cocoindex server -ci -L main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).

diff --git a/examples/gdrive_text_embedding/pyproject.toml b/examples/gdrive_text_embedding/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Simple example for cocoindex: build embedding index based on Google Drive files."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "python-dotenv>=1.0.1",
     "psycopg[binary,pool]",
 ]

diff --git a/examples/image_search/pyproject.toml b/examples/image_search/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Image search examples for cocoindex: CLIP and ColPali-based embedding."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[colpali]>=0.2.3",
+    "cocoindex[colpali]>=0.2.4",
     "python-dotenv>=1.0.1",
     "fastapi>=0.100.0",
     "torch>=2.0.0",

diff --git a/examples/live_updates/pyproject.toml b/examples/live_updates/pyproject.toml
@@ -3,7 +3,7 @@ name = "live-updates-example"
 version = "0.1.0"
 description = "Simple example for cocoindex: perform live updates based on local markdown files."
 requires-python = ">=3.11"
-dependencies = ["cocoindex>=0.2.3", "python-dotenv>=1.1.0"]
+dependencies = ["cocoindex>=0.2.4", "python-dotenv>=1.1.0"]
 
 [tools.setuptools]
 packages = []
diff --git a/examples/manuals_llm_extraction/README.md b/examples/manuals_llm_extraction/README.md
@@ -65,7 +65,7 @@ CocoInsight is a tool to help you understand your data pipeline and data index.
 Run CocoInsight to understand your RAG data pipeline:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight). It connects to your local CocoIndex server with zero data retention.

diff --git a/examples/manuals_llm_extraction/pyproject.toml b/examples/manuals_llm_extraction/pyproject.toml
@@ -3,7 +3,7 @@ name = "manuals-llm-extraction"
 version = "0.1.0"
 description = "Simple example for cocoindex: extract structured information from a Markdown file using LLM."
 requires-python = ">=3.11"
-dependencies = ["cocoindex>=0.2.3", "marker-pdf>=1.8.5"]
+dependencies = ["cocoindex>=0.2.4", "marker-pdf>=1.8.5"]
 
 [tool.setuptools]
 packages = []
diff --git a/examples/multi_format_indexing/README.md b/examples/multi_format_indexing/README.md
@@ -80,7 +80,7 @@ This example uses [ColPali](https://github.com/illuin-tech/colpali), a state-of-
 I used CocoInsight (Free beta now) to troubleshoot the index generation and understand the data lineage of the pipeline. It just connects to your local CocoIndex server, with Zero pipeline data retention. Run following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/multi_format_indexing/pyproject.toml b/examples/multi_format_indexing/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Simple example for cocoindex: build embedding index based on local PDF files."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[colpali]>=0.2.3",
+    "cocoindex[colpali]>=0.2.4",
     "python-dotenv>=1.0.1",
     "pdf2image>=1.17.0",
     "qdrant-client>=1.15.0",

diff --git a/examples/paper_metadata/README.md b/examples/paper_metadata/README.md
@@ -54,7 +54,7 @@ cocoindex update --setup -L main.py
 I used CocoInsight (Free beta now) to troubleshoot the index generation and understand the data lineage of the pipeline. It just connects to your local CocoIndex server, with zero pipeline data retention. Run following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/paper_metadata/pyproject.toml b/examples/paper_metadata/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Build index for papers with both metadata and content embeddings"
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "pypdf>=5.7.0",
     "marker-pdf>=1.8.5",
 ]

diff --git a/examples/patient_intake_extraction/README.md b/examples/patient_intake_extraction/README.md
@@ -49,7 +49,7 @@ python main.py
 
 Run with CocoInsight:
 ```bash
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 <img width="1405" alt="Screenshot 2025-07-02 at 11 59 24 AM" src="https://github.com/user-attachments/assets/6f5154cd-8a53-4baa-b914-cd60ffecf3d4" />
 

diff --git a/examples/patient_intake_extraction/pyproject.toml b/examples/patient_intake_extraction/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Extract structured information from patient intake forms using LLM."
 requires-python = ">=3.10"
 dependencies = [
-    "cocoindex>=0.2.3",
+    "cocoindex>=0.2.4",
     "python-dotenv>=1.0.1",
     "markitdown>=0.1.2",
     "openai>=1.68.2",

diff --git a/examples/pdf_embedding/README.md b/examples/pdf_embedding/README.md
@@ -55,7 +55,7 @@ python main.py
 I used CocoInsight (Free beta now) to troubleshoot the index generation and understand the data lineage of the pipeline. It just connects to your local CocoIndex server, with Zero pipeline data retention. Run following command to start CocoInsight:
 
 ```
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/pdf_embedding/pyproject.toml b/examples/pdf_embedding/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Simple example for cocoindex: build embedding index based on local PDF files."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "python-dotenv>=1.0.1",
     "marker-pdf>=1.8.5",
     "psycopg[binary,pool]",

diff --git a/examples/postgres_source/README.md b/examples/postgres_source/README.md
@@ -47,13 +47,13 @@ CocoInsight is in Early Access now (Free) 😊 You found us! A quick 3 minute vi
 Run CocoInsight to understand your RAG data pipeline:
 
 ```sh
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 You can also add a `-L` flag to make the server keep updating the index to reflect source changes at the same time:
 
 ```sh
-cocoindex server -ci -L main.py
+cocoindex server -ci -L main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).
diff --git a/examples/postgres_source/pyproject.toml b/examples/postgres_source/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Demonstrate how to use Postgres tables as the source for CocoIndex."
 requires-python = ">=3.11"
 dependencies = [
-    "cocoindex[embeddings]>=0.2.3",
+    "cocoindex[embeddings]>=0.2.4",
     "python-dotenv>=1.0.1",
     "pgvector>=0.4.1",
     "psycopg[binary,pool]",

diff --git a/examples/product_recommendation/README.md b/examples/product_recommendation/README.md
@@ -58,7 +58,7 @@ I used CocoInsight (Free beta now) to troubleshoot the index generation and unde
 It just connects to your local CocoIndex server, with Zero pipeline data retention. Run following command to start CocoInsight:
 
 ```bash
-cocoindex server -ci main.py
+cocoindex server -ci main
 ```
 
 And then open the url https://cocoindex.io/cocoinsight.

diff --git a/examples/product_recommendation/pyproject.toml b/examples/product_recommendation/pyproject.toml
@@ -3,7 +3,7 @@ name = "cocoindex-ecommerce-taxonomy"
 version = "0.1.0"
 description = "Simple example for CocoIndex: extract taxonomy from e-commerce products and build knowledge graph."
 requires-python = ">=3.11"
-dependencies = ["cocoindex>=0.2.3", "jinja2>=3.1.6"]
+dependencies = ["cocoindex>=0.2.4", "jinja2>=3.1.6"]
 
 [tool.setuptools]
 packages = []
-Original file line number
+Diff line change
@@ Expand Up @@
     ```sh
-    cocoindex server -ci main.py
+    cocoindex server -ci main
     ```
     Follow the url `https://cocoindex.io/cocoinsight`.  It connects to your local CocoIndex server, with zero pipeline data retention. You can use it to view extracted pages, see embedding vectors and metadata.
@@ Expand Down @@