clean up readme

Author: badmonster0

examples/amazon_s3_embedding/README.md

@@ -33,13 +33,13 @@ Before running the example, you need to:
 
 Install dependencies:
 
-```sh
+```bash
 pip install -e .
 ```
 
 Run:
 
-```sh
+```bash
 python main.py
 ```
 
@@ -52,14 +52,14 @@ CocoInsight is in Early Access now (Free) 😊 You found us! A quick 3 minute vi
 
 Run CocoInsight to understand your RAG data pipeline:
 
-```sh
+```bash
 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
+```bash
+cocoindex update -L main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).

examples/azure_blob_embedding/README.md

@@ -33,13 +33,13 @@ Before running the example, you need to:
 
 Install dependencies:
 
-```sh
+```bash
 pip install -e .
 ```
 
 Run:
 
-```sh
+```bash
 python main.py
 ```
 
@@ -52,14 +52,14 @@ CocoInsight is in Early Access now (Free) 😊 You found us! A quick 3 minute vi
 
 Run CocoInsight to understand your RAG data pipeline:
 
-```sh
+```bash
 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
+```bash
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).

examples/custom_output_files/README.md

@@ -38,7 +38,7 @@ Each time when you run the `update` command, cocoindex will only re-process the
 You can also run `update` command in live mode, which will keep the target in sync with the source in real-time:
 
 ```bash
-cocoindex update -L main.py
+cocoindex update -L main
 ```
 
 ## CocoInsight

examples/custom_source_hn/README.md

@@ -37,16 +37,16 @@ Each time when you run the `update` command, cocoindex will only re-process thre
 You can also run `update` command in live mode, which will keep the target in sync with the source continuously:
 
 ```bash
-cocoindex update -L main.py
+cocoindex update -L main
 ```
 
 ## CocoInsight
 
 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 -L main
+```bash
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).

examples/face_recognition/README.md

@@ -44,7 +44,7 @@ cocoindex update main
 You can also run the command with `-L`, which will watch for file changes and update the index automatically.
 
 ```bash
-cocoindex update -L main.py
+cocoindex update -L main
 ```
 
 ## CocoInsight

examples/gdrive_text_embedding/README.md

@@ -44,19 +44,19 @@ Before running the example, you need to:
 
 - Install dependencies:
 
-    ```sh
+    ```bash
     pip install -e .
     ```
 
 - Setup:
 
-    ```sh
+    ```bash
     cocoindex setup main
     ```
 
 - Run:
 
-    ```sh
+    ```bash
     python main.py
     ```
 
@@ -68,14 +68,14 @@ At the same time, it accepts queries from the terminal, and performs search on t
 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:
 
-```sh
+```bash
 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
+```bash
+cocoindex server -ci main
 ```
 
 Then open the CocoInsight UI at [https://cocoindex.io/cocoinsight](https://cocoindex.io/cocoinsight).

examples/image_search/README.md

@@ -67,7 +67,7 @@ export OLLAMA_MODEL="gemma3"  # Optional, for caption generation
   ```
 
 - Configure model (optional):
-  ```sh
+  ```bash
   # All ColVision models supported by colpali-engine are available
   # See https://github.com/illuin-tech/colpali#list-of-colvision-models for the complete list
 
@@ -100,7 +100,7 @@ The current PyTorch install supports CUDA capabilities sm_37 sm_50 sm_60 sm_61 s
 
 You can install the nightly pytorch build here: https://pytorch.org/get-started/locally/
 
-```sh
+```bash
 pip install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cu129
 ```
 

examples/live_updates/README.md

@@ -54,5 +54,5 @@ The script then starts a `FlowLiveUpdater`, which runs in the background and con
 To remove the database table created by this example, you can run:
 
 ```bash
-cocoindex drop main.py
+cocoindex drop main
 ```

examples/meeting_notes_graph/README.md

@@ -44,7 +44,7 @@ The source is Google Drive folders shared with a service account. The flow watch
 
 Set the following environment variables:
 
-```sh
+```bash
 export OPENAI_API_KEY=sk-...
 export GOOGLE_SERVICE_ACCOUNT_CREDENTIAL=/absolute/path/to/service_account.json
 export GOOGLE_DRIVE_ROOT_FOLDER_IDS=folderId1,folderId2

examples/patient_intake_extraction_baml/README.md

@@ -14,21 +14,21 @@ This example shows how to use [BAML](https://boundaryml.com/) to extract structu
 
 2. Install dependencies
 
-   ```sh
+   ```bash
    pip install -U cocoindex baml-py
    ```
 
 3. **Generate BAML client code** (required step!)
 
-   ```sh
+   ```bash
    baml generate
    ```
 
    This generates the `baml_client/` directory with Python code to call your BAML functions.
 
 4. Create a `.env` file. You can copy it from `.env.example` first:
 
-   ```sh
+   ```bash
    cp .env.example .env
    ```
 
@@ -38,15 +38,15 @@ This example shows how to use [BAML](https://boundaryml.com/) to extract structu
 
 Update index:
 
-```sh
+```bash
 cocoindex update main
 ```
 
 ## CocoInsight
 
 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:
 
-```sh
+```bash
 cocoindex server -ci main
 ```