diff --git a/docs/developer-guide/lighthouse-architecture.mdx b/docs/developer-guide/lighthouse-architecture.mdx
index 38ee50c5b8..e8acc6278c 100644
--- a/docs/developer-guide/lighthouse-architecture.mdx
+++ b/docs/developer-guide/lighthouse-architecture.mdx
@@ -15,8 +15,7 @@ This document describes the internal architecture of Prowler Lighthouse AI, enab
Lighthouse AI operates as a Langchain-based agent that connects Large Language Models (LLMs) with Prowler security data through the Model Context Protocol (MCP).
-
-
+
### Three-Tier Architecture
diff --git a/docs/getting-started/products/prowler-lighthouse-ai.mdx b/docs/getting-started/products/prowler-lighthouse-ai.mdx
index 6f197ae546..4e2eed8538 100644
--- a/docs/getting-started/products/prowler-lighthouse-ai.mdx
+++ b/docs/getting-started/products/prowler-lighthouse-ai.mdx
@@ -59,6 +59,10 @@ Prowler Lighthouse AI is powerful, but there are limitations:
- **NextJS session dependence**: If your Prowler application session expires or logs out, Lighthouse AI will error out. Refresh and log back in to continue.
- **Response quality**: The response quality depends on the selected LLM provider and model. Choose models with strong tool-calling capabilities for best results. We recommend `gpt-5` model from OpenAI.
+## Architecture
+
+
+
## Extending Lighthouse AI
Lighthouse AI retrieves data through Prowler MCP. To add new capabilities, extend the Prowler MCP Server with additional tools and Lighthouse AI discovers them automatically.
diff --git a/docs/getting-started/products/prowler-mcp.mdx b/docs/getting-started/products/prowler-mcp.mdx
index ea6fe8fcc0..762b088326 100644
--- a/docs/getting-started/products/prowler-mcp.mdx
+++ b/docs/getting-started/products/prowler-mcp.mdx
@@ -46,8 +46,7 @@ Search and retrieve official Prowler documentation:
The following diagram illustrates the Prowler MCP Server architecture and its integration points:
-
-
+
The architecture shows how AI assistants connect through the MCP protocol to access Prowler's three main components:
- Prowler Cloud/App for security operations
diff --git a/docs/images/lighthouse-architecture-dark.png b/docs/images/lighthouse-architecture-dark.png
deleted file mode 100644
index 0ed77712c5..0000000000
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diff --git a/docs/images/lighthouse-architecture-light.png b/docs/images/lighthouse-architecture-light.png
deleted file mode 100644
index 076240ccb2..0000000000
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diff --git a/docs/images/lighthouse-architecture.mmd b/docs/images/lighthouse-architecture.mmd
new file mode 100644
index 0000000000..47407544e9
--- /dev/null
+++ b/docs/images/lighthouse-architecture.mmd
@@ -0,0 +1,37 @@
+flowchart TB
+ browser([Browser])
+
+ subgraph NEXTJS["Next.js Server"]
+ route["API Route
(auth + context assembly)"]
+ agent["LangChain Agent"]
+
+ subgraph TOOLS["Agent Tools"]
+ metatools["Meta-tools
describe_tool / execute_tool / load_skill"]
+ end
+
+ mcpclient["MCP Client
(HTTP transport)"]
+ end
+
+ llm["LLM Provider
(OpenAI / Bedrock / OpenAI-compatible)"]
+
+ subgraph MCP["Prowler MCP Server"]
+ app_tools["prowler_app_* tools
(auth required)"]
+ hub_tools["prowler_hub_* tools
(no auth)"]
+ docs_tools["prowler_docs_* tools
(no auth)"]
+ end
+
+ api["Prowler API"]
+ hub["hub.prowler.com"]
+ docs["docs.prowler.com
(Mintlify)"]
+
+ browser <-->|SSE stream| route
+ route --> agent
+ agent <-->|LLM API| llm
+ agent --> metatools
+ metatools --> mcpclient
+ mcpclient -->|MCP HTTP · Bearer token
for prowler_app_* only| app_tools
+ mcpclient -->|MCP HTTP| hub_tools
+ mcpclient -->|MCP HTTP| docs_tools
+ app_tools -->|REST| api
+ hub_tools -->|REST| hub
+ docs_tools -->|REST| docs
diff --git a/docs/images/lighthouse-architecture.png b/docs/images/lighthouse-architecture.png
new file mode 100644
index 0000000000..b2e8266154
Binary files /dev/null and b/docs/images/lighthouse-architecture.png differ
diff --git a/docs/images/products/prowler-app-architecture.mmd b/docs/images/products/prowler-app-architecture.mmd
index bfc687b82e..0c13d580c3 100644
--- a/docs/images/products/prowler-app-architecture.mmd
+++ b/docs/images/products/prowler-app-architecture.mmd
@@ -23,6 +23,8 @@ flowchart TB
user --> ui
user --> cli
ui -->|REST| api
+ ui -->|MCP HTTP| mcp
+ mcp -->|REST| api
api --> pg
api --> valkey
beat -->|enqueue jobs| valkey
@@ -31,7 +33,5 @@ flowchart TB
worker -->|Attack Paths| neo4j
worker -->|invokes| sdk
cli --> sdk
- api -. AI tools .-> mcp
- mcp -. context .-> api
sdk --> providers
diff --git a/docs/images/products/prowler-app-architecture.png b/docs/images/products/prowler-app-architecture.png
index 19bbfab0ee..6b0dacb776 100644
Binary files a/docs/images/products/prowler-app-architecture.png and b/docs/images/products/prowler-app-architecture.png differ
diff --git a/docs/images/prowler_mcp_schema.mmd b/docs/images/prowler_mcp_schema.mmd
new file mode 100644
index 0000000000..96973546f6
--- /dev/null
+++ b/docs/images/prowler_mcp_schema.mmd
@@ -0,0 +1,29 @@
+flowchart LR
+ subgraph HOSTS["MCP Hosts"]
+ chat["Chat Interfaces
(Claude Desktop, LobeChat)"]
+ ide["IDEs and Code Editors
(Claude Code, Cursor)"]
+ apps["Other AI Applications
(5ire, custom agents)"]
+ end
+
+ subgraph MCP["Prowler MCP Server"]
+ app_tools["prowler_app_* tools
(JWT or API key auth)
Findings · Providers · Scans
Resources · Muting · Compliance
Attack Paths"]
+ hub_tools["prowler_hub_* tools
(no auth)
Checks Catalog · Check Code
Fixers · Compliance Frameworks"]
+ docs_tools["prowler_docs_* tools
(no auth)
Search · Document Retrieval"]
+ end
+
+ api["Prowler API
(REST)"]
+ hub["hub.prowler.com
(REST)"]
+ docs["docs.prowler.com
(Mintlify)"]
+
+ chat -->|STDIO or HTTP| app_tools
+ chat -->|STDIO or HTTP| hub_tools
+ chat -->|STDIO or HTTP| docs_tools
+ ide -->|STDIO or HTTP| app_tools
+ ide -->|STDIO or HTTP| hub_tools
+ ide -->|STDIO or HTTP| docs_tools
+ apps -->|STDIO or HTTP| app_tools
+ apps -->|STDIO or HTTP| hub_tools
+ apps -->|STDIO or HTTP| docs_tools
+ app_tools -->|REST| api
+ hub_tools -->|REST| hub
+ docs_tools -->|REST| docs
diff --git a/docs/images/prowler_mcp_schema.png b/docs/images/prowler_mcp_schema.png
new file mode 100644
index 0000000000..8a8884fa5e
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diff --git a/docs/images/prowler_mcp_schema_dark.png b/docs/images/prowler_mcp_schema_dark.png
deleted file mode 100644
index 7771557601..0000000000
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diff --git a/docs/images/prowler_mcp_schema_light.png b/docs/images/prowler_mcp_schema_light.png
deleted file mode 100644
index c542d84ed2..0000000000
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diff --git a/docs/user-guide/tutorials/prowler-app-lighthouse.mdx b/docs/user-guide/tutorials/prowler-app-lighthouse.mdx
index cf4886d2ee..b119893cb5 100644
--- a/docs/user-guide/tutorials/prowler-app-lighthouse.mdx
+++ b/docs/user-guide/tutorials/prowler-app-lighthouse.mdx
@@ -25,8 +25,7 @@ Behind the scenes, Lighthouse AI works as follows:
Lighthouse AI supports multiple LLM providers including OpenAI, Amazon Bedrock, and OpenAI-compatible services. For configuration details, see [Using Multiple LLM Providers with Lighthouse](/user-guide/tutorials/prowler-app-lighthouse-multi-llm).
-
-
+