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Add documentation for Model Context Protocol Server integration #36577

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@allenporter allenporter commented Dec 28, 2024

Proposed change

Add documentation for Model Context Protocol Server, a new core integration.

Type of change

  • Spelling, grammar or other readability improvements (current branch).
  • Adjusted missing or incorrect information in the current documentation (current branch).
  • Added documentation for a new integration I'm adding to Home Assistant (next branch).
  • Added documentation for a new feature I'm adding to Home Assistant (next branch).
  • Removed stale or deprecated documentation.

Additional information

Checklist

  • This PR uses the correct branch, based on one of the following:
    • I made a change to the existing documentation and used the current branch.
    • I made a change that is related to an upcoming version of Home Assistant and used the next branch.
  • The documentation follows the Home Assistant documentation standards.

Summary by CodeRabbit

Summary by CodeRabbit

  • New Features

    • Introduced documentation for the Model Context Protocol Server integration in Home Assistant.
    • Detailed prerequisites and configuration options for the integration.
    • Provided examples for setting up the integration with LLM applications.
  • Documentation

    • Added comprehensive guidance on the integration's functionalities, access control, and known limitations.

@home-assistant home-assistant bot added has-parent This PR has a parent PR in a other repo in-progress This PR/Issue is currently being worked on needs-rebase The PR has been branched of the wrong base branch or targets an incorrect target branch next This PR goes into the next branch labels Dec 28, 2024
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It seems that this PR is targeted against an incorrect branch. Documentation updates which apply to our current stable release should target the current branch. Please change the target branch of this PR to current and rebase if needed. If this is documentation for a new feature, please add a link to that PR in your description.

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coderabbitai bot commented Dec 28, 2024

📝 Walkthrough

Walkthrough

The pull request introduces a new documentation file for the Model Context Protocol (MCP) Server integration in Home Assistant. The documentation explains how the integration enables Home Assistant to serve as a context provider for Large Language Model (LLM) client applications. It covers the integration's purpose, configuration options, architecture, client setup, and usage guidelines, including details about access control, supported functionalities, and potential limitations.

Changes

File Change Summary
source/_integrations/mcp_server.markdown New documentation file added for Model Context Protocol Server integration

Sequence Diagram

sequenceDiagram
    participant LLM Client
    participant MCP Server
    participant Home Assistant

    LLM Client->>MCP Server: Request Context
    MCP Server->>Home Assistant: Retrieve Entity States
    Home Assistant-->>MCP Server: Return Entity Information
    MCP Server-->>LLM Client: Provide Contextual Data
Loading

This sequence diagram illustrates the basic interaction between an LLM client, the MCP Server, and Home Assistant. The client requests context, the MCP Server retrieves entity states from Home Assistant, and then provides the contextual data back to the client.


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Actionable comments posted: 2

🧹 Nitpick comments (4)
source/_integrations/mcp_server.markdown (4)

85-85: Add missing example for Claude Desktop configuration

The TODO comment indicates that an example configuration for Claude Desktop is missing. This example would be valuable for users trying to set up the integration.

Would you like me to help draft an example configuration section for Claude Desktop?


39-43: Consider expanding configuration options documentation

The configuration section could benefit from additional details about:

  • Available API capabilities and limitations
  • Examples of common use cases
  • Security considerations for exposed entities

91-98: Consider adding specific examples of prompts and tools

To help users better understand the integration's capabilities, consider adding:

  • Concrete examples of common prompts
  • Examples of available tools and their usage
  • Code snippets demonstrating tool interactions

28-28: Fix markdown formatting

Remove the space inside the link text for better markdown consistency.

-[MCP client ](https://modelcontextprotocol.io/clients)
+[MCP client](https://modelcontextprotocol.io/clients)
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28-28: null
Spaces inside link text

(MD039, no-space-in-links)

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  • source/_integrations/mcp_server.markdown (1 hunks)
🧰 Additional context used
🪛 LanguageTool
source/_integrations/mcp_server.markdown

[uncategorized] ~47-~47: This expression is usually spelled with a hyphen.
Context: ... provide similar functionality as other LLM based conversation agents (for example [Anthr...

(BASED_HYPHEN)


[uncategorized] ~48-~48: Possible missing article found.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_HYDRA_LEO_MISSING_THE)


[grammar] ~51-~51: The verb form ‘follow’ does not seem to match the subject ‘Protocol’.
Context: ...h a prompt. The Model Context Protocol follow a different pattern: An LLM application...

(SUBJECT_VERB_AGREEMENT)

🪛 Markdownlint (0.37.0)
source/_integrations/mcp_server.markdown

28-28: null
Spaces inside link text

(MD039, no-space-in-links)

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@allenporter allenporter removed the needs-rebase The PR has been branched of the wrong base branch or targets an incorrect target branch label Dec 28, 2024
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It seems that this PR is targeted against an incorrect branch. Documentation updates which apply to our current stable release should target the current branch. Please change the target branch of this PR to current and rebase if needed. If this is documentation for a new feature, please add a link to that PR in your description.

@home-assistant home-assistant bot added the needs-rebase The PR has been branched of the wrong base branch or targets an incorrect target branch label Dec 28, 2024
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Actionable comments posted: 2

🧹 Nitpick comments (3)
source/_integrations/mcp_server.markdown (3)

26-31: Fix formatting and enhance structure

The prerequisites section has a formatting issue and could be more structured.

-1. You will need an [MCP client ](https://modelcontextprotocol.io/clients) LLM Application such as [Claude Desktop](https://claude.ai/download).
-1. Since most clients do not support native remote servers, you will need an additional local MCP server  remote gateway.
+1. An [MCP client](https://modelcontextprotocol.io/clients) LLM Application
+   - For example: [Claude Desktop](https://claude.ai/download)
+2. A local MCP server (remote gateway)
+   - Required because most clients don't support native remote servers
🧰 Tools
🪛 Markdownlint (0.37.0)

28-28: null
Spaces inside link text

(MD039, no-space-in-links)


51-53: Fix typo in external link

There's a typo in the link to the MCP introduction page.

-[Model Context Protocol Introducton]
+[Model Context Protocol Introduction]

87-104: Consider adding practical examples

While the functionality section covers the basics, it would be more helpful with practical examples of:

  • Common prompts that users might want to implement
  • Typical tools and their usage scenarios
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  • source/_integrations/mcp_server.markdown (1 hunks)
🧰 Additional context used
🪛 LanguageTool
source/_integrations/mcp_server.markdown

[uncategorized] ~47-~47: This expression is usually spelled with a hyphen.
Context: ... provide similar functionality as other LLM based conversation agents (for example [Anthr...

(BASED_HYPHEN)


[uncategorized] ~48-~48: Possible missing article found.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_HYDRA_LEO_MISSING_THE)

🪛 Markdownlint (0.37.0)
source/_integrations/mcp_server.markdown

28-28: null
Spaces inside link text

(MD039, no-space-in-links)

🔇 Additional comments (3)
source/_integrations/mcp_server.markdown (3)

18-24: Well-structured introduction with clear examples

The introduction effectively explains the integration's purpose and provides concrete examples of its usage.


35-43: Configuration section is well-documented

The configuration options are clearly explained with proper use of Home Assistant's configuration templates.


105-109: Removal instructions are properly documented

The section correctly uses the standard Home Assistant template for removal instructions.

a local MCP server. It is recommended to get another server working first before
configuring Home Assistant MCP Server.

TODO: Give example
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⚠️ Potential issue

Add the missing example configuration

The TODO comment indicates that an example configuration is needed. This should be completed before merging.

Would you like me to help generate an example configuration for the Claude Desktop setup?

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@home-assistant home-assistant bot removed the needs-rebase The PR has been branched of the wrong base branch or targets an incorrect target branch label Dec 28, 2024
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Actionable comments posted: 1

🧹 Nitpick comments (4)
source/_integrations/mcp_server.markdown (4)

18-24: Fix grammatical issues in the overview section.

Add a comma for better readability.

-You can control what devices and entities it can access from the {% my voice_assistants title="exposed entities page" %}.
+You can control what devices and entities it can access from the {% my voice_assistants title="exposed entities page" %}.

28-28: Fix space in link text.

Remove the space after "MCP client" in the link.

-You will need an [MCP client ](https://modelcontextprotocol.io/clients)
+You will need an [MCP client](https://modelcontextprotocol.io/clients)
🧰 Tools
🪛 Markdownlint (0.37.0)

28-28: null
Spaces inside link text

(MD039, no-space-in-links)


47-48: Improve readability with proper hyphenation.

Add hyphen to "LLM-based" for consistency.

-This integration can provide similar functionality as other LLM based conversation
+This integration can provide similar functionality as other LLM-based conversation
🧰 Tools
🪛 LanguageTool

[uncategorized] ~47-~47: This expression is usually spelled with a hyphen.
Context: ... provide similar functionality as other LLM based conversation agents (for example [Anthr...

(BASED_HYPHEN)


[uncategorized] ~48-~48: Possible missing article found.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_HYDRA_LEO_MISSING_THE)


188-192: Fix list indentation in troubleshooting section.

Correct the indentation of list items for consistency.

-   -  `Client error '404 Not Found' for url 'http://localhost:8123/mcp_server/sse'`:
-      this means the MCP Server integration is not configured in Home Assistant.
-
-   -  `Client error '401 Unauthorized' for url 'http://localhost:8123/mcp_server/sse'`:
-     this means that the long live access token is not correct.
+   - `Client error '404 Not Found' for url 'http://localhost:8123/mcp_server/sse'`:
+     this means the MCP Server integration is not configured in Home Assistant.
+
+   - `Client error '401 Unauthorized' for url 'http://localhost:8123/mcp_server/sse'`:
+     this means that the long live access token is not correct.
🧰 Tools
🪛 LanguageTool

[uncategorized] ~188-~188: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means the MCP Server integra...

(UNLIKELY_OPENING_PUNCTUATION)


[uncategorized] ~191-~191: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means that the long live acce...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint (0.37.0)

188-188: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)


191-191: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)

📜 Review details

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Review profile: CHILL
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📥 Commits

Reviewing files that changed from the base of the PR and between 82ebafe and c218614.

⛔ Files ignored due to path filters (1)
  • source/images/integrations/mcp_server/claude-todo-list-control.png is excluded by !**/*.png
📒 Files selected for processing (1)
  • source/_integrations/mcp_server.markdown (1 hunks)
🧰 Additional context used
🪛 LanguageTool
source/_integrations/mcp_server.markdown

[uncategorized] ~47-~47: This expression is usually spelled with a hyphen.
Context: ... provide similar functionality as other LLM based conversation agents (for example [Anthr...

(BASED_HYPHEN)


[uncategorized] ~48-~48: Possible missing article found.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_HYDRA_LEO_MISSING_THE)


[uncategorized] ~97-~97: “the” seems less likely than “to”.
Context: .... Visit Settings… and Developer tab the click Edit Config which will edit ...

(AI_HYDRA_LEO_CP_THE_TO)


[uncategorized] ~99-~99: Possible missing comma found.
Context: ...e location depends on your operating system macOS or Windows. 1. Add a new MCP ser...

(AI_HYDRA_LEO_MISSING_COMMA)


[uncategorized] ~123-~123: Possible missing comma found.
Context: ...You can then use Claude to control Home Assistant similar to how you control Home Assista...

(AI_HYDRA_LEO_MISSING_COMMA)


[style] ~166-~166: You have already used ‘trying to’ in nearby sentences. Consider using one of the replacements to let your writing stand out.
Context: ...ach to MCP server home-assistant" When trying to configure a client like Claude Desktop ...

(REP_TRY)


[typographical] ~176-~176: After the expression ‘for example’ a comma is usually used.
Context: ...rst check debug logs on the client. For example in Claude for Desktop: 1. Visit *Setti...

(COMMA_FOR_EXAMPLE)


[uncategorized] ~188-~188: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means the MCP Server integra...

(UNLIKELY_OPENING_PUNCTUATION)


[uncategorized] ~191-~191: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means that the long live acce...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint (0.37.0)
source/_integrations/mcp_server.markdown

59-59: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


92-92: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


127-127: Expected: 1; Actual: 2
Multiple consecutive blank lines

(MD012, no-multiple-blanks)


188-188: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)


191-191: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)


28-28: null
Spaces inside link text

(MD039, no-space-in-links)

🪛 Gitleaks (8.21.2)
source/_integrations/mcp_server.markdown

112-112: Detected a Generic API Key, potentially exposing access to various services and sensitive operations.

(generic-api-key)

🔇 Additional comments (2)
source/_integrations/mcp_server.markdown (2)

1-16: LGTM: Frontmatter is well-structured and accurate.

The metadata is properly configured with appropriate categories, release version, and integration type.


128-144: LGTM: Clear documentation of features and limitations.

The section effectively communicates the supported functionality and current limitations.

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Actionable comments posted: 1

🧹 Nitpick comments (3)
source/_integrations/mcp_server.markdown (3)

18-22: Enhance clarity with proper hyphenation

-The [Model Context Protocol](https://modelcontextprotocol.io) is an open protocol for standardizing how applications provide context to LLMs. The **Model Context Protocol Server** integration enables using Home Assistant as context for MCP LLM Client Applications.
+The [Model Context Protocol](https://modelcontextprotocol.io) is an open protocol for standardizing how applications provide context to LLMs. The **Model Context Protocol Server** integration enables using Home Assistant as context for MCP LLM-based client applications.

47-49: Improve readability with proper article usage and hyphenation

-This integration can provide similar functionality as other LLM based conversation
-agents (for example [Anthropic](/integrations/anthropic/), [Google Generative AI](/integrations/google_generative_ai_conversation), [Ollama](/integrations/ollama/), [Open AI](/integrations/openai_conversation/)). In those conversation agents, Home Assistant is the
+This integration can provide similar functionality as other LLM-based conversation
+agents (for example, [Anthropic](/integrations/anthropic/), [Google Generative AI](/integrations/google_generative_ai_conversation), [Ollama](/integrations/ollama/), [OpenAI](/integrations/openai_conversation/)). In those conversation agents, Home Assistant is the
🧰 Tools
🪛 LanguageTool

[uncategorized] ~47-~47: This expression is usually spelled with a hyphen.
Context: ... provide similar functionality as other LLM based conversation agents (for example [Anthr...

(BASED_HYPHEN)


[uncategorized] ~48-~48: You might be missing the article “the” here.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_EN_LECTOR_MISSING_DETERMINER_THE)


188-193: Fix list formatting and punctuation

-   -  `Client error '404 Not Found' for url 'http://localhost:8123/mcp_server/sse'`:
-      this means the MCP Server integration is not configured in Home Assistant.
-
-   -  `Client error '401 Unauthorized' for url 'http://localhost:8123/mcp_server/sse'`:
-     this means that the long live access token is not correct.
+   - `Client error '404 Not Found' for url 'http://localhost:8123/mcp_server/sse'`:
+     This means the MCP Server integration is not configured in Home Assistant.
+
+   - `Client error '401 Unauthorized' for url 'http://localhost:8123/mcp_server/sse'`:
+     This means that the long-lived access token is not correct.
🧰 Tools
🪛 LanguageTool

[uncategorized] ~188-~188: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means the MCP Server integra...

(UNLIKELY_OPENING_PUNCTUATION)


[uncategorized] ~191-~191: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means that the long live acce...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint (0.37.0)

188-188: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)


191-191: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)

📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between c218614 and 4696e73.

📒 Files selected for processing (1)
  • source/_integrations/mcp_server.markdown (1 hunks)
🧰 Additional context used
🪛 LanguageTool
source/_integrations/mcp_server.markdown

[uncategorized] ~47-~47: This expression is usually spelled with a hyphen.
Context: ... provide similar functionality as other LLM based conversation agents (for example [Anthr...

(BASED_HYPHEN)


[uncategorized] ~48-~48: You might be missing the article “the” here.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_EN_LECTOR_MISSING_DETERMINER_THE)


[uncategorized] ~99-~99: A comma might be missing here.
Context: ...e location depends on your operating system macOS or Windows. 1. Add a new MCP ser...

(AI_EN_LECTOR_MISSING_PUNCTUATION_COMMA)


[uncategorized] ~101-~101: You might be missing the article “the” here.
Context: ...or Windows. 1. Add a new MCP server to json file. You will need to set the `SSE_URL...

(AI_EN_LECTOR_MISSING_DETERMINER_THE)


[style] ~166-~166: You have already used ‘trying to’ in nearby sentences. Consider using one of the replacements to let your writing stand out.
Context: ...ach to MCP server home-assistant" When trying to configure a client like Claude Desktop ...

(REP_TRY)


[typographical] ~176-~176: After the expression ‘for example’ a comma is usually used.
Context: ...rst check debug logs on the client. For example in Claude for Desktop: 1. Visit *Setti...

(COMMA_FOR_EXAMPLE)


[uncategorized] ~188-~188: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means the MCP Server integra...

(UNLIKELY_OPENING_PUNCTUATION)


[uncategorized] ~191-~191: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means that the long live acce...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint (0.37.0)
source/_integrations/mcp_server.markdown

59-59: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


92-92: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


127-127: Expected: 1; Actual: 2
Multiple consecutive blank lines

(MD012, no-multiple-blanks)


188-188: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)


191-191: Expected: 1; Actual: 2
Spaces after list markers

(MD030, list-marker-space)


28-28: null
Spaces inside link text

(MD039, no-space-in-links)

🔇 Additional comments (3)
source/_integrations/mcp_server.markdown (3)

1-16: LGTM! Front matter is well-structured and accurate.

The metadata is properly configured with appropriate values for the Model Context Protocol Server integration.


35-43: LGTM! Configuration section is clear and well-structured.

The configuration options are properly documented using the standard Home Assistant configuration block format.


128-145: LGTM! Clear documentation of features and limitations.

The section effectively communicates the integration's capabilities and current limitations.

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Actionable comments posted: 1

🧹 Nitpick comments (7)
source/_integrations/mcp_server.markdown (7)

1-21: LGTM! Consider enhancing the overview with an example use case.

The frontmatter and overview are well-structured. Consider adding a brief example scenario in the overview to help users quickly understand the practical benefits of this integration.

Add a sentence like:
"For instance, you could ask Claude 'What's the temperature in my living room?' and it would use Home Assistant's context to provide accurate information."


22-40: Add version requirements and entity control examples.

Consider enhancing this section with:

  1. Minimum version requirements for MCP clients
  2. Examples of entity types that can be controlled (lights, switches, etc.)

41-58: Consider adding an architecture diagram.

The architecture overview would benefit from a visual diagram showing the relationship between Home Assistant, MCP server, and LLM clients.

Would you like me to help create a Mermaid diagram to illustrate this architecture?

🧰 Tools
🪛 LanguageTool

[uncategorized] ~44-~44: Possible missing article found.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_HYDRA_LEO_MISSING_THE)

🪛 Markdownlint (0.37.0)

55-55: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


65-75: Add security considerations for access tokens.

Consider adding security warnings about:

  1. Token scope limitations
  2. Regular token rotation practices
  3. Security implications of exposing entities

134-144: Add context for unsupported features.

Consider adding brief explanations for why each unsupported feature is currently not available and if/when support might be added in the future.


146-196: Add logging configuration instructions.

Consider adding:

  1. How to enable debug logging for the integration
  2. Location of Home Assistant logs relevant to this integration
  3. Common log patterns to look for when troubleshooting
🧰 Tools
🪛 LanguageTool

[uncategorized] ~148-~148: Possible missing comma found.
Context: ...ubleshooting information for Claude for Desktop since it is the primary client. Also se...

(AI_HYDRA_LEO_MISSING_COMMA)


[style] ~169-~169: You have already used ‘trying to’ in nearby sentences. Consider using one of the replacements to let your writing stand out.
Context: ...ach to MCP server Home Assistant" When trying to configure a client like Claude Desktop ...

(REP_TRY)


[typographical] ~179-~179: After the expression ‘for example’ a comma is usually used.
Context: ...rst check debug logs on the client. For example in Claude for Desktop: 1. Visit *Setti...

(COMMA_FOR_EXAMPLE)


[uncategorized] ~191-~191: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means the MCP Server integrat...

(UNLIKELY_OPENING_PUNCTUATION)


[uncategorized] ~194-~194: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means that the long live acce...

(UNLIKELY_OPENING_PUNCTUATION)


198-202: Add cleanup instructions.

Consider adding steps for:

  1. Removing associated access tokens
  2. Cleaning up client configurations
  3. Removing any persistent data
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Reviewing files that changed from the base of the PR and between 4696e73 and 4d22c49.

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  • source/_integrations/mcp_server.markdown (1 hunks)
🧰 Additional context used
🪛 LanguageTool
source/_integrations/mcp_server.markdown

[uncategorized] ~44-~44: Possible missing article found.
Context: ...ation/)). In those conversation agents, Home Assistant is the client and prepares th...

(AI_HYDRA_LEO_MISSING_THE)


[uncategorized] ~93-~93: “the” seems less likely than “to”.
Context: .... Visit Settings… and Developer tab the click Edit Config which will edit ...

(AI_HYDRA_LEO_CP_THE_TO)


[uncategorized] ~119-~119: Possible missing comma found.
Context: ...You can then use Claude to control Home Assistant similar to how you control Home Assista...

(AI_HYDRA_LEO_MISSING_COMMA)


[uncategorized] ~148-~148: Possible missing comma found.
Context: ...ubleshooting information for Claude for Desktop since it is the primary client. Also se...

(AI_HYDRA_LEO_MISSING_COMMA)


[style] ~169-~169: You have already used ‘trying to’ in nearby sentences. Consider using one of the replacements to let your writing stand out.
Context: ...ach to MCP server Home Assistant" When trying to configure a client like Claude Desktop ...

(REP_TRY)


[typographical] ~179-~179: After the expression ‘for example’ a comma is usually used.
Context: ...rst check debug logs on the client. For example in Claude for Desktop: 1. Visit *Setti...

(COMMA_FOR_EXAMPLE)


[uncategorized] ~191-~191: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means the MCP Server integrat...

(UNLIKELY_OPENING_PUNCTUATION)


[uncategorized] ~194-~194: Loose punctuation mark.
Context: ... 'http://localhost:8123/mcp_server/sse'`: this means that the long live acce...

(UNLIKELY_OPENING_PUNCTUATION)

🪛 Markdownlint (0.37.0)
source/_integrations/mcp_server.markdown

55-55: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


88-88: Expected: 0 or 2; Actual: 1
Trailing spaces

(MD009, no-trailing-spaces)


123-123: Expected: 1; Actual: 2
Multiple consecutive blank lines

(MD012, no-multiple-blanks)


145-145: Expected: 1; Actual: 2
Multiple consecutive blank lines

(MD012, no-multiple-blanks)


## Architecture Overview

This integration can provide similar functionality as other LLM-ased conversation
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⚠️ Potential issue

Fix typo in "LLM-ased"

Correct the typo in the word "LLM-ased".

-This integration can provide similar functionality as other LLM-ased conversation
+This integration can provide similar functionality as other LLM-based conversation
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Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
This integration can provide similar functionality as other LLM-ased conversation
This integration can provide similar functionality as other LLM-based conversation

@home-assistant home-assistant bot added the parent-merged The parent PR has been merged already label Jan 2, 2025
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