nits (#4511)

Author: atovpeko

_partials/_cloud-installation.md

@@ -4,7 +4,7 @@ You create a $ACCOUNT_LONG to manage your $SERVICE_SHORTs and data in a centrali
 
 <Tabs label="Create a Tiger Cloud account" persistKey="source-cloud">
 
-<Tab title="Tiger" label="tiger-cloud">
+<Tab title="Tiger Cloud" label="tiger-cloud">
 
 You create a standalone account to manage $CLOUD_LONG as a separate unit in your infrastructure, which includes separate billing and invoicing.
 

_partials/_devops-cli-reference.md

@@ -54,13 +54,13 @@ environmental variables:
     - `TIGER_API_URL`: $REST_LONG base endpoint (default: https://console.cloud.timescale.com/public/api/v1)
     - `TIGER_CONSOLE_URL`: URL to $CONSOLE (default: https://console.cloud.timescale.com)
     - `TIGER_GATEWAY_URL`: URL to the $CONSOLE gateway (default: https://console.cloud.timescale.com/api)
-    - `TIGER_DOCS_MCP`: enable/disable docs MCP proxy (default: true)
+    - `TIGER_DOCS_MCP`: enable/disable docs MCP proxy (default: `true`)
     - `TIGER_DOCS_MCP_URL`: URL to the $MCP_SHORT for $COMPANY docs (default: https://mcp.tigerdata.com/docs)
     - `TIGER_SERVICE_ID`: ID for the $SERVICE_SHORT updated when you call $CLI_SHORT commands
     - `TIGER_ANALYTICS`: enable or disable analytics (default: `true`)
     - `TIGER_PASSWORD_STORAGE`: password storage method (keyring, pgpass, or none)
     - `TIGER_DEBUG`: enable/disable debug logging (default: `false`)
-    - `TIGER_COLOR`: Set to `false` to disable colored output (default: `true`)
+    - `TIGER_COLOR`: set to `false` to disable colored output (default: `true`)
 
 
 - **Authentication parameters**

ai/index.md

@@ -8,12 +8,12 @@ tags: [ai, vector, agents, assistants]
 
 # Integrate AI with Tiger Data
 
-You can build and deploy AI assistants that understand, analyze, and act on your organizational data using
+You can build and deploy AI Assistants that understand, analyze, and act on your organizational data using
 $COMPANY. Whether you're building semantic search applications, recommendation systems, or intelligent agents 
 that answer complex business questions, $COMPANY provides the tools and infrastructure you need.
 
 $COMPANY's AI ecosystem combines $PG with advanced vector capabilities, intelligent agents, and seamless 
-integrations. Your AI assistants can:
+integrations. Your AI Assistants can:
 
 - Access organizational knowledge from Slack, GitHub, Linear, and other data sources
 - Understand context using advanced vector search and embeddings across large datasets
@@ -43,7 +43,7 @@ You get:
 - Integration with specialized data sources through MCP servers
 - Complete observability and monitoring with Logfire
 
-Use $AGENTS_SHORT when you need reliable, customizable AI agents for high-volume conversations.
+Use $AGENTS_LONG when you need reliable, customizable AI agents for high-volume conversations.
 
 ## $MCP_SHORT for direct AI Assistant integration
 

ai/mcp-server.md

@@ -27,9 +27,9 @@ resources in your $ACCOUNT_LONG through the $MCP_LONG using your AI Assistant.
 
 <RESTPrereqs />
 
-* An AI Assistant installed on your developer device with an active API key
+* Install an AI Assistant on your developer device with an active API key.
 
-  The following AI Assistants are automatically configured by the $MCP_LONG: `claude-code`, `cursor`, `windsurf`, `codex`, `gemini/gemini-cli`, `vscode/code/vs-code`
+  The following AI Assistants are automatically configured by the $MCP_LONG: `claude-code`, `cursor`, `windsurf`, `codex`, `gemini/gemini-cli`, `vscode/code/vs-code`.
   You can also [manually configure][manual-config] $MCP_SHORT.
 
 ## Install and configure $MCP_SHORT
@@ -189,7 +189,7 @@ That beats working. Let the $MCP_SHORT do it all for you.
 
 ## Manually configure the $MCP_SHORT
 
-If your MCP client is not supported by `tiger mcp install`. follow the client's instructions to install 
+If your MCP client is not supported by `tiger mcp install`, follow the client's instructions to install 
 MCP servers. For example, many clients use a JSON file like the following that use `tiger mcp start` to
 start $MCP_LONG:
 

ai/tiger-agents-for-work.md

@@ -34,9 +34,9 @@ your specific needs.
 
 <PrereqAccount />
 
-* The [uv package manager][uv-install]
-* An [Anthropic API key][claude-api-key]
-* Optional: [Logfire token][logfire]
+* Install the [uv package manager][uv-install]
+* Get an [Anthropic API key][claude-api-key]
+* Optional: get a [Logfire token][logfire]
 
 ## Create a Slack app
 
@@ -105,7 +105,7 @@ You have created a Slack app and obtained the necessary tokens for $AGENTS_SHORT
 ## Install and configure your $AGENTS_SHORT instance
 
 $AGENTS_LONG are a production-ready library and CLI written in Python that you use to create Slack-native AI agents.
-This section shows you how to configure a $AGENTS_SHORT to connect to your Slack app, and give them access to your
+This section shows you how to configure a $AGENTS_SHORT to connect to your Slack app, and give it access to your
 data and analytics stored in $CLOUD_LONG.
 
 <Procedure>
@@ -180,7 +180,7 @@ data and analytics stored in $CLOUD_LONG.
        If you open the explorer in [$CONSOLE][portal-ops-mode], you can see the tables used by your $AGENTS_SHORT.          
 
     1. In Slack, open a public channel app and ask $AGENTS_SHORT a couple of questions. You see the response in your 
-       public channel and log messages in the Terminal.
+       public channel and log messages in the terminal.
 
       ![Query Tiger Agent](https://assets.timescale.com/docs/images/tiger-agent/query-in-terminal.png)
 
@@ -212,7 +212,7 @@ your users need. For example, to add the $COMPANY MCP server to your $AGENTS_SHO
       "allow_sampling": false
     },
     ```
-    To avoid errors, delete all entries in `mcp_config.json` with invalid URLS. For example the `github` entry with `http://github-mcp-server/mcp`.     
+    To avoid errors, delete all entries in `mcp_config.json` with invalid URLs. For example the `github` entry with `http://github-mcp-server/mcp`.     
 
 1. **Restart your $AGENTS_SHORT**
    ```bash
@@ -242,7 +242,7 @@ To change the way your $AGENTS_SHORTs interact with users in your Slack app:
 1. **Update the prompt**
 
    For example, in `prompts/system_prompt.md`, add another item in the `Response Protocol` section to fine tune 
-   the behaviour of your $AGENTS_SHORTs. For example:
+   the behavior of your $AGENTS_SHORTs. For example:
    ```shell
    5. Be snarky but vaguely amusing 
    ```

ai/tiger-eon.md

@@ -12,30 +12,30 @@ import PrereqAccount from "versionContent/_partials/_prereqs-cloud-project-and-s
 
 Your business already has the answers in Slack threads, GitHub pull requests, Linear tasks, your own docs, Salesforce 
 service tickets, anywhere you store data. However, those answers are scattered, hard to find, and often forgotten. 
-$EON_LONG automatically integrates $AGENTS_LONG with your organizational data so you can let AI assistants analyse your 
+$EON_LONG automatically integrates $AGENTS_LONG with your organizational data so you can let AI Assistants analyze your 
 company data and give you the answers you need. For example:
 - What did we ship last week?
 - What's blocking the release?
 - Summarize the latest GitHub pull requests.
 
-$EON_SHORT responds instantly, pulling from the tools you already use. No new UI, no new workflow — just answers in Slack.
+$EON_SHORT responds instantly, pulling from the tools you already use. No new UI, no new workflow, just answers in Slack.
 
 ![Query Tiger Agent](https://assets.timescale.com/docs/images/tiger-eon-big-question.png)
 
 $EON_LONG:
 
-- **Unlocks hidden value**: your data in Slack, GitHub, and Linear already contain the insights you need. $EON_SHORT makes them accessible.
+- **Unlocks hidden value**: your data in Slack, GitHub, and Linear already contains the insights you need. $EON_SHORT makes them accessible.
 - **Enables faster decisions**: no need to search or ask around, you get answers in seconds.
 - **Is easy to use**: $EON_SHORT runs a $AGENTS_SHORT and MCP servers statelessly in lightweight Docker containers.
 - **Integrates seamlessly with $CLOUD_LONG**: $EON_SHORT uses a $SERVICE_LONG so you securely and reliably store 
     your company data. Prefer to self-host? Use a [$PG instance with $TIMESCALE_DB][install-self-hosted].
 
-$EON_LONGs real-time ingestion system connects to Slack and captures everything: every message, reaction, edit, and 
+$EON_LONG's real-time ingestion system connects to Slack and captures everything: every message, reaction, edit, and 
 channel update. It can also process historical Slack exports. $EON_SHORT had instant access to years 
 of institutional knowledge from the very beginning.
 
 All of this data is stored in your $SERVICE_LONG as time-series data: conversations are events unfolding over time, 
-and $CLOUD_LONG is purpose-built for precisely this. Your data is optimized by
+and $CLOUD_LONG is purpose-built for precisely this. Your data is optimized by:
 
 - Automatically partitioning the data into 7-day chunks for efficient queries
 - Compressing the data after 45 days to save space
@@ -72,7 +72,7 @@ and runs the following components for you:
 
 All local components are run in lightweight Docker containers via Docker Compose.
 
-This section shows you how to run the $EON_SHORT setup to configure $EON_SHORT to connect to your Slack app, and give them access to your
+This section shows you how to run the $EON_SHORT setup to configure $EON_SHORT to connect to your Slack app, and give it  access to your
 data and analytics stored in $CLOUD_LONG.
 
 <Procedure>
@@ -122,14 +122,14 @@ data and analytics stored in $CLOUD_LONG.
       1. In the Slack `Create app from manifest` window, paste the manifest.
       1. Click `Next`, then click `Create`.   
 
-   1. Configure an app-level token
+   1. Configure an app-level token:
 
        1. In your app settings, go to `Basic Information`.
        1. Scroll to `App-Level Tokens`.
        1. Click `Generate Token and Scopes`.
        1. Add a `Token Name`, then click `Add Scope` add `connections:write`, then click `Generate`.
        1. Copy the `xapp-*` token and click `Done`.
-       1. In terminal, paste the token, then press `Enter`.
+       1. In the terminal, paste the token, then press `Enter`.
 
    1. Configure a bot user OAuth token:
 
@@ -138,7 +138,7 @@ data and analytics stored in $CLOUD_LONG.
        1. In your app settings, under `Settings`, click `Install App`.
        1. Click `Install to <workspace name>`, then click `Allow`.
        1. Copy the `xoxb-` Bot User OAuth Token locally.
-       1. In terminal, paste the token, then press `Enter`.    
+       1. In the terminal, paste the token, then press `Enter`.    
 
 1. **Create the $EON_SHORT Slack app**
 

getting-started/get-started-devops-as-code.md

@@ -19,7 +19,7 @@ import CLIGS from "versionContent/_partials/_devops-cli-get-started.mdx";
 # DevOps as code with $CLOUD_LONG
 
 $COMPANY supplies a clean, programmatic control layer for $CLOUD_LONG. This includes RESTful APIs and CLI commands 
-that enable humans, machines, and AI agents easily provision, configure, and manage $SERVICE_LONG programmatically. 
+that enable humans, machines, and AI agents easily provision, configure, and manage $SERVICE_LONGs programmatically. 
 
 <Tabs label="Setup your DevOps tooling" persistKey="devops-platform">
 

integrations/find-connection-details.md

@@ -19,7 +19,7 @@ Find the connection details based on your deployment type:
 
 <Tabs label="Connection details" persistKey="source-database">
 
-<Tab title="Tiger" label="tiger-cloud">
+<Tab title="Tiger Cloud" label="tiger-cloud">
 
 ## Connect to your service