use sh in all

Author: badmonster0

README.md

@@ -116,7 +116,7 @@ If you're new to CocoIndex, we recommend checking out
 
 1. Install CocoIndex Python library
 
-```bash
+```sh
 pip install -U cocoindex
 ```
 

dev/README.md

@@ -10,7 +10,7 @@ Automatically generates CLI documentation from the CocoIndex Click commands.
 
 **Usage:**
 
-```bash
+```sh
 python dev/generate_cli_docs.py
 ```
 

docs/docs/ai/llm.mdx

@@ -122,7 +122,7 @@ cocoindex.functions.EmbedText(
 
 *   [Download](https://ollama.com/download) and install Ollama.
 *   Pull your favorite LLM models by the `ollama pull` command, e.g.
-    ```bash
+    ```sh
     ollama pull llama3.2
     ```
 You can find the [list of models](https://ollama.com/library) supported by Ollama.
@@ -146,7 +146,7 @@ cocoindex.LlmSpec(
 
 For text embedding with Ollama, you'll need to pull an embedding model first:
 
-```bash
+```sh
 ollama pull nomic-embed-text
 ```
 
@@ -330,7 +330,7 @@ To use the LiteLLM API, you need to set the environment variable `LITELLM_API_KE
 
 #### 1. Install LiteLLM Proxy
 
-```bash
+```sh
 pip install 'litellm[proxy]'
 ```
 
@@ -367,7 +367,7 @@ You need to set the environment variable `GROQ_API_KEY` to your Groq API key.
 
 #### 3. Run LiteLLM Proxy
 
-```bash
+```sh
 litellm --config config.yml
 ```
 
@@ -415,13 +415,13 @@ You can find the full list of models supported by OpenRouter [here](https://open
 
 Install vLLM:
 
-```bash
+```sh
 pip install vllm
 ```
 
 Run vLLM Server
 
-```bash
+```sh
 vllm serve deepseek-ai/deepseek-coder-1.3b-instruct
 ```
 

docs/docs/core/cli-commands.md

@@ -13,7 +13,7 @@ Modes of operation:
 
 **Usage:**
 
-```bash
+```sh
 cocoindex drop [OPTIONS] [APP_TARGET] [FLOW_NAME]...
 ```
 
@@ -45,7 +45,7 @@ flow.
 
 **Usage:**
 
-```bash
+```sh
 cocoindex evaluate [OPTIONS] APP_FLOW_SPECIFIER
 ```
 
@@ -72,7 +72,7 @@ the backend.
 
 **Usage:**
 
-```bash
+```sh
 cocoindex ls [OPTIONS] [APP_TARGET]
 ```
 
@@ -95,7 +95,7 @@ It will allow tools like CocoInsight to access the server.
 
 **Usage:**
 
-```bash
+```sh
 cocoindex server [OPTIONS] APP_TARGET
 ```
 
@@ -128,7 +128,7 @@ storage and target (to export to).
 
 **Usage:**
 
-```bash
+```sh
 cocoindex setup [OPTIONS] APP_TARGET
 ```
 
@@ -160,7 +160,7 @@ flow.
 
 **Usage:**
 
-```bash
+```sh
 cocoindex show [OPTIONS] APP_FLOW_SPECIFIER
 ```
 
@@ -184,7 +184,7 @@ or `module:FlowName`. If `:FlowName` is omitted, updates all flows.
 
 **Usage:**
 
-```bash
+```sh
 cocoindex update [OPTIONS] APP_FLOW_SPECIFIER
 ```
 

docs/docs/examples/examples/00_codebase_index.md

@@ -51,7 +51,7 @@ The flow is composed of the following steps:
 - Install Postgres, follow [installation guide](https://cocoindex.io/docs/getting_started/installation#-install-postgres).
 - Install CocoIndex
 
-  ```bash
+  ```sh
   pip install -U cocoindex
   ```
 
@@ -206,13 +206,13 @@ if __name__ == "__main__":
 
 - Install dependencies
 
-    ```bash
+    ```sh
     pip install -e .
     ```
 
 - Setup and update the index
 
-    ```bash
+    ```sh
     cocoindex update main
     ```
 
@@ -234,7 +234,7 @@ The returned results - each entry contains score (Cosine Similarity), filename,
 To get a better understanding of the indexing flow, you can use CocoInsight to help the development step by step.
 To spin up, it is super easy.
 
-```bash
+```sh
 cocoindex server -ci main
 ```
 

docs/docs/examples/examples/01_docs_to_knowledge_graph.md

@@ -335,13 +335,13 @@ It creates relationships by:
 
 1. Install the dependencies:
 
-    ```bash
+    ```sh
     pip install -e .
     ```
 
 2. Run following commands to setup and update the index.
 
-    ```bash
+    ```sh
     cocoindex update main
     ```
 
@@ -355,7 +355,7 @@ 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.
 
-```bash
+```sh
 cocoindex server -ci main
 ```
 

docs/docs/examples/examples/02_academic_papers_index.md

@@ -341,7 +341,7 @@ If you need assist with writing the query, please feel free to reach out to us a
 
 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.
 
-```bash
+```sh
 cocoindex server -ci main
 ```
 

docs/docs/examples/examples/03_postgres_source.md

@@ -182,25 +182,25 @@ For example, the following image shows the lineage of the `embedding` field, you
 
 1. Set up dependencies:
 
-    ```bash
+    ```sh
     pip install -e .
     ```
 
 2. Create the source table with sample data:
 
-    ```bash
+    ```sh
     psql "postgres://cocoindex:cocoindex@localhost/cocoindex" -f ./prepare_source_data.sql
     ```
 
 3. Setup tables and update the index:
 
-    ```bash
+    ```sh
     cocoindex update main
     ```
 
 4. Run CocoInsight:
 
-    ```bash
+    ```sh
     cocoindex server -ci main
     ```
 
@@ -210,7 +210,7 @@ For example, the following image shows the lineage of the `embedding` field, you
 
 For continuous updating when the source changes, add `-L`:
 
-```bash
+```sh
 cocoindex update -L main
 ```
 

docs/docs/examples/examples/custom_targets.md

@@ -189,7 +189,7 @@ output_html.export(
 
 ## Run the example
 
-```bash
+```sh
 pip install -e .
 cocoindex update main
 ```
@@ -198,7 +198,7 @@ You can add, modify, or remove files in the `data/` directory — CocoIndex will
 
 For **real-time updates**, run in live mode:
 
-    ```bash
+    ```sh
     cocoindex update -L main
     ```
 

docs/docs/examples/examples/image_search_clip.md

@@ -265,7 +265,7 @@ You can check the frontend code [here](https://github.com/cocoindex-io/cocoindex
 
 ## Time to have fun!
 - Create a collection in Qdrant
-    ```bash
+    ```sh
     curl -X PUT 'http://localhost:6333/collections/image_search' \
     -H 'Content-Type: application/json' \
     -d '{
@@ -279,18 +279,18 @@ You can check the frontend code [here](https://github.com/cocoindex-io/cocoindex
     ```
 
 - Setup indexing flow
-    ```bash
+    ```sh
     cocoindex setup main
     ```
     It is setup with a live updater, so you can add new files to the folder and it will be indexed within a minute.
 
 - Run backend
-    ```bash
+    ```sh
     uvicorn main:app --reload --host 0.0.0.0 --port 8000
     ```
 
 - Run frontend
-    ```bash
+    ```sh
     cd frontend
     npm install
     npm run dev