From d6b55030f8509a89e1eb23fb084ec45bb4489ac8 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Thu, 9 Jul 2026 10:18:18 +0200
Subject: [PATCH 01/18] docs: update cookbooks section with multi-agent
 examples and source code references

---
 docs/index.md                                 | 10 ++++---
 docs/src/cookbooks/claude_agent_multi_tool.md | 15 +++++++++++
 docs/src/cookbooks/crewai_multi_agent.md      | 15 +++++++++++
 docs/src/cookbooks/index.md                   | 26 +++++++++++++++++++
 docs/src/cookbooks/langgraph_multi_agent.md   | 15 +++++++++++
 .../cookbooks/openai_agents_multi_agent.md    | 15 +++++++++++
 6 files changed, 92 insertions(+), 4 deletions(-)
 create mode 100644 docs/src/cookbooks/claude_agent_multi_tool.md
 create mode 100644 docs/src/cookbooks/crewai_multi_agent.md
 create mode 100644 docs/src/cookbooks/index.md
 create mode 100644 docs/src/cookbooks/langgraph_multi_agent.md
 create mode 100644 docs/src/cookbooks/openai_agents_multi_agent.md

diff --git a/docs/index.md b/docs/index.md
index b3b74c2..64578fe 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -12,10 +12,7 @@ Welcome to the developer documentation for the Provably Python SDK (**SourceryKi
 * Review [Trusted Endpoints](trusted-endpoints.md) to administer strict target destination routing policies.
 
 ## Cookbooks
-Explore how to integrate SourceryKit seamlessly into your favorite production development stack:
-* **OpenAI Agents SDK:** Review the [OpenAI Agents SDK example](cookbooks/openai_agents/README.md).
-* **LangChain SDK:** See the [LangChain example](cookbooks/langchain_agent/README.md).
-* **Claude Agent SDK:** Review the [Claude Agent SDK example](cookbooks/claude_agent/README.md).
+Explore how to integrate SourceryKit seamlessly into your favorite production development stack — see the [Cookbooks Overview](src/cookbooks/index.md) for a full comparison table and guidance on choosing an example.
 
 ## API Reference & Development
 * Consult the [CLI Reference](cli.md) for all available commands, options, and usage examples.
@@ -55,9 +52,14 @@ example
 :maxdepth: 1
 :caption: Cookbooks
 
+src/cookbooks/index
 src/cookbooks/openai_agents
 src/cookbooks/langchain_agent
 src/cookbooks/claude_agent
+src/cookbooks/openai_agents_multi_agent
+src/cookbooks/crewai_multi_agent
+src/cookbooks/langgraph_multi_agent
+src/cookbooks/claude_agent_multi_tool
 ```
 
 
diff --git a/docs/src/cookbooks/claude_agent_multi_tool.md b/docs/src/cookbooks/claude_agent_multi_tool.md
new file mode 100644
index 0000000..be85d15
--- /dev/null
+++ b/docs/src/cookbooks/claude_agent_multi_tool.md
@@ -0,0 +1,15 @@
+```{include} ../../../cookbooks/claude_agent_multi_tool/README.md
+```
+
+## Source Code
+The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/claude_agent_multi_tool/agent_run.py).
+
+<details>
+<summary><b>Click to expand and view the full source code</b></summary>
+
+```{literalinclude} ../../../cookbooks/claude_agent_multi_tool/agent_run.py
+:language: python
+:linenos:
+```
+</details>
+</br>
diff --git a/docs/src/cookbooks/crewai_multi_agent.md b/docs/src/cookbooks/crewai_multi_agent.md
new file mode 100644
index 0000000..5b9e664
--- /dev/null
+++ b/docs/src/cookbooks/crewai_multi_agent.md
@@ -0,0 +1,15 @@
+```{include} ../../../cookbooks/crewai_multi_agent/README.md
+```
+
+## Source Code
+The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/crewai_multi_agent/agent_run.py).
+
+<details>
+<summary><b>Click to expand and view the full source code</b></summary>
+
+```{literalinclude} ../../../cookbooks/crewai_multi_agent/agent_run.py
+:language: python
+:linenos:
+```
+</details>
+</br>
diff --git a/docs/src/cookbooks/index.md b/docs/src/cookbooks/index.md
new file mode 100644
index 0000000..86d7f6f
--- /dev/null
+++ b/docs/src/cookbooks/index.md
@@ -0,0 +1,26 @@
+# Cookbooks
+
+Runnable examples demonstrating SourceryKit integration with popular agent frameworks.
+
+## Single-Agent Examples
+
+| Framework | Description | Domain |
+|---|---|---|
+| [OpenAI Agents SDK](openai_agents.md) | Basic agent with tool interception | Weather |
+| [LangChain](langchain_agent.md) | LangChain agent integration | Weather |
+| [Claude Agent SDK](claude_agent.md) | Claude agent integration | Weather |
+
+## Multi-Agent Examples
+
+| Framework | Description | Domain | Pattern |
+|---|---|---|---|
+| [LangGraph](langgraph_multi_agent.md) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
+| [CrewAI](crewai_multi_agent.md) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
+| [OpenAI Agents SDK](openai_agents_multi_agent.md) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
+| [Claude Agent SDK](claude_agent_multi_tool.md) | Multi-tool-call verification | Weather | Same tool, multiple refs |
+
+## Choosing an Example
+
+- **Single-agent:** Start with [openai_agents](openai_agents.md) or [langchain_agent](langchain_agent.md) for basic integration.
+- **Multi-agent with healing:** Use [langgraph_multi_agent](langgraph_multi_agent.md) for automatic error recovery.
+- **Multi-agent with specialists:** Use [crewai_multi_agent](crewai_multi_agent.md) or [openai_agents_multi_agent](openai_agents_multi_agent.md).
diff --git a/docs/src/cookbooks/langgraph_multi_agent.md b/docs/src/cookbooks/langgraph_multi_agent.md
new file mode 100644
index 0000000..9ac0dc7
--- /dev/null
+++ b/docs/src/cookbooks/langgraph_multi_agent.md
@@ -0,0 +1,15 @@
+```{include} ../../../cookbooks/langgraph_multi_agent/README.md
+```
+
+## Source Code
+The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/langgraph_multi_agent/agent_run.py).
+
+<details>
+<summary><b>Click to expand and view the full source code</b></summary>
+
+```{literalinclude} ../../../cookbooks/langgraph_multi_agent/agent_run.py
+:language: python
+:linenos:
+```
+</details>
+</br>
diff --git a/docs/src/cookbooks/openai_agents_multi_agent.md b/docs/src/cookbooks/openai_agents_multi_agent.md
new file mode 100644
index 0000000..3c5758b
--- /dev/null
+++ b/docs/src/cookbooks/openai_agents_multi_agent.md
@@ -0,0 +1,15 @@
+```{include} ../../../cookbooks/openai_agents_multi_agent/README.md
+```
+
+## Source Code
+The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/openai_agents_multi_agent/agent_run.py).
+
+<details>
+<summary><b>Click to expand and view the full source code</b></summary>
+
+```{literalinclude} ../../../cookbooks/openai_agents_multi_agent/agent_run.py
+:language: python
+:linenos:
+```
+</details>
+</br>

From d38d202123084b5da03569ed648653a1e2a29ec4 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Thu, 9 Jul 2026 10:32:40 +0200
Subject: [PATCH 02/18] docs: update cookbook examples and improve environment
 configuration instructions

---
 cookbooks/README.md                           | 21 +++++++-------
 cookbooks/crewai_multi_agent/README.md        | 22 +++++++--------
 cookbooks/langgraph_multi_agent/README.md     | 20 ++++++-------
 cookbooks/openai_agents/README.md             |  6 ++--
 cookbooks/openai_agents_multi_agent/README.md | 21 ++++++++------
 docs/src/cookbooks/index.md                   | 28 ++-----------------
 6 files changed, 48 insertions(+), 70 deletions(-)

diff --git a/cookbooks/README.md b/cookbooks/README.md
index 66626b1..86d7f6f 100644
--- a/cookbooks/README.md
+++ b/cookbooks/README.md
@@ -1,4 +1,4 @@
-# SourceryKit Cookbooks
+# Cookbooks
 
 Runnable examples demonstrating SourceryKit integration with popular agent frameworks.
 
@@ -6,20 +6,21 @@ Runnable examples demonstrating SourceryKit integration with popular agent frame
 
 | Framework | Description | Domain |
 |---|---|---|
-| [OpenAI Agents SDK](openai_agents) | Basic agent with tool interception | Weather |
-| [LangChain](langchain_agent) | LangChain agent integration | Weather |
-| [Claude Agent SDK](claude_agent) | Claude agent integration | Weather |
+| [OpenAI Agents SDK](openai_agents.md) | Basic agent with tool interception | Weather |
+| [LangChain](langchain_agent.md) | LangChain agent integration | Weather |
+| [Claude Agent SDK](claude_agent.md) | Claude agent integration | Weather |
 
 ## Multi-Agent Examples
 
 | Framework | Description | Domain | Pattern |
 |---|---|---|---|
-| [LangGraph](langgraph_multi_agent) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
-| [CrewAI](crewai_multi_agent) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
-| [OpenAI Agents SDK](openai_agents_multi_agent) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
+| [LangGraph](langgraph_multi_agent.md) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
+| [CrewAI](crewai_multi_agent.md) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
+| [OpenAI Agents SDK](openai_agents_multi_agent.md) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
+| [Claude Agent SDK](claude_agent_multi_tool.md) | Multi-tool-call verification | Weather | Same tool, multiple refs |
 
 ## Choosing an Example
 
-- **Single-agent**: Start with `openai_agents` or `langchain_agent` for basic integration
-- **Multi-agent with healing**: Use `langgraph_multi_agent` for automatic error recovery
-- **Multi-agent with specialists**: Use `crewai_multi_agent` or `openai_agents_multi_agent`
+- **Single-agent:** Start with [openai_agents](openai_agents.md) or [langchain_agent](langchain_agent.md) for basic integration.
+- **Multi-agent with healing:** Use [langgraph_multi_agent](langgraph_multi_agent.md) for automatic error recovery.
+- **Multi-agent with specialists:** Use [crewai_multi_agent](crewai_multi_agent.md) or [openai_agents_multi_agent](openai_agents_multi_agent.md).
diff --git a/cookbooks/crewai_multi_agent/README.md b/cookbooks/crewai_multi_agent/README.md
index 198f081..bf7b079 100644
--- a/cookbooks/crewai_multi_agent/README.md
+++ b/cookbooks/crewai_multi_agent/README.md
@@ -1,9 +1,7 @@
 # CrewAI Multi-Agent — Invoice Auditing with Specialist Agents
-
 This example demonstrates multi-agent orchestration using [CrewAI](https://github.com/crewAIInc/crewAI) with SourceryKit verification. Three specialist agents each query a different ERP table, with centralized evaluation by the orchestrator.
 
 ## Flow
-
 ```
 Flow[AuditState]:
 
@@ -35,13 +33,14 @@ Flow[AuditState]:
 ---
 
 ## Environment Configuration
+Before running the system, run the interactive setup wizard to configure your SourceryKit project variables automatically:
 
 ```bash
 sourcerykit init
 ```
 
 > [!IMPORTANT]
-> The wizard only configures **SOURCERYKIT_*** variables. LLM provider keys must be set separately.
+> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys (like `ANTHROPIC_API_KEY` or `OPENAI_API_KEY`). Those must still be set up separately in your environment.
 
 | Variable | Required | Description |
 |---|---|---|
@@ -53,7 +52,6 @@ sourcerykit init
 ---
 
 ## Execution
-
 1. Install dependencies:
    ```bash
    pip install sourcerykit crewai-tools python-dotenv httpx pydantic
@@ -63,16 +61,18 @@ sourcerykit init
    pip install "crewai[anthropic]"    # Anthropic
    pip install "crewai[litellm]"      # OpenRouter / multi-provider via LiteLLM
    ```
-2. Export your LLM-provider keys:
+2. Export your LLM-provider keys into your current shell or place them in a local `.env` file:
    ```bash
    export MODEL_NAME="openai/gpt-4o-mini"
    export OPENAI_API_KEY="sk-..."
    ```
-3. Run:
-   ```bash
-   # Standard validation (PASS)
-   python agent_run.py
+3. Run the example:
+      ```bash
+      # Standard Validation
+      python agent_run.py
+
+      # or
 
-   # Hallucination simulation (CAUGHT → Remediation)
-   python agent_run.py --tamper
+      # Hallucination Simulation
+      python agent_run.py --tamper
    ```
diff --git a/cookbooks/langgraph_multi_agent/README.md b/cookbooks/langgraph_multi_agent/README.md
index f9f1231..3c71838 100644
--- a/cookbooks/langgraph_multi_agent/README.md
+++ b/cookbooks/langgraph_multi_agent/README.md
@@ -1,9 +1,7 @@
 # LangGraph Multi-Agent — Travel Agency Flight Status
-
 This example demonstrates a multi-agent pipeline using [LangGraph](https://github.com/langchain-ai/langgraph) with SourceryKit verification and conditional routing.
 
 ## Flow
-
 ```
 START → Fetcher Agent → Build Handoff → Evaluator
                                             │
@@ -55,21 +53,21 @@ You will also need to set these LLM-provider variables manually:
 ---
 
 ## Execution
-
 1. Install dependencies:
    ```bash
    pip install sourcerykit langchain langgraph python-dotenv httpx pydantic
    ```
-2. Export your LLM-provider keys:
+2. Export your LLM-provider keys into your current shell or place them in a local `.env` file:
    ```bash
    export MODEL_NAME="openrouter:openai/gpt-4o-mini"
-   export OPENROUTER_API_KEY="sk-or-..."
    ```
-3. Run:
-   ```bash
-   # Standard validation (PASS)
-   python agent_run.py
+3. Run the example:
+      ```bash
+      # Standard Validation
+      python agent_run.py
+
+      # or
 
-   # Hallucination simulation (CAUGHT → Healer)
-   python agent_run.py --tamper
+      # Hallucination Simulation
+      python agent_run.py --tamper
    ```
diff --git a/cookbooks/openai_agents/README.md b/cookbooks/openai_agents/README.md
index 4d9ad83..ff78482 100644
--- a/cookbooks/openai_agents/README.md
+++ b/cookbooks/openai_agents/README.md
@@ -23,9 +23,9 @@ You will also need to set these LLM-provider variables manually:
 
 | Variable | Required | Description |
 |---|---|---|
-| `MODEL_URL` | **yes** | Base URL routing endpoint for the LLM processing interface (e.g., `https://openrouter.ai/api/v1`). |
-| `MODEL_API_KEY` | **yes** | API authentication token for the targeting model processing engine. |
-| `MODEL_NAME` | **yes** | Targeted model engine name (e.g., `openai/gpt-4o-mini`). |
+| `MODEL_URL` | **yes** | Base URL for the LLM provider (e.g., `https://openrouter.ai/api/v1`). |
+| `MODEL_API_KEY` | **yes** | API authentication token for the LLM provider. |
+| `MODEL_NAME` | **yes** | Model name (e.g., `openai/gpt-4o-mini`). |
 
 ---
 
diff --git a/cookbooks/openai_agents_multi_agent/README.md b/cookbooks/openai_agents_multi_agent/README.md
index 374f924..8e27b17 100644
--- a/cookbooks/openai_agents_multi_agent/README.md
+++ b/cookbooks/openai_agents_multi_agent/README.md
@@ -37,13 +37,14 @@ User: "Customer CUST-001 is asking about order ORD-123..."
 ---
 
 ## Environment Configuration
+Before running the system, run the interactive setup wizard to configure your SourceryKit project variables automatically:
 
 ```bash
 sourcerykit init
 ```
 
 > [!IMPORTANT]
-> The wizard only configures **SOURCERYKIT_*** variables. LLM provider keys must be set separately.
+> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys (like `MODEL_URL` or `MODEL_API_KEY`). Those must still be set up separately in your environment.
 
 | Variable | Required | Description |
 |---|---|---|
@@ -55,21 +56,23 @@ sourcerykit init
 
 ## Execution
 
-1. Install dependencies:
+1. Install the SDK package:
    ```bash
    pip install sourcerykit openai-agents python-dotenv httpx pydantic
    ```
-2. Export your LLM-provider keys:
+2. Export your LLM-provider keys into your current shell or place them in a local `.env` file:
    ```bash
    export MODEL_URL="https://openrouter.ai/api/v1"
    export MODEL_API_KEY="sk-or-..."
    export MODEL_NAME="openai/gpt-4o-mini"
    ```
-3. Run:
-   ```bash
-   # Standard validation (PASS)
-   python agent_run.py
+3. Run the example:
+      ```bash
+      # Standard Validation
+      python agent_run.py
+
+      # or
 
-   # Hallucination simulation (CAUGHT)
-   python agent_run.py --tamper
+      # Hallucination Simulation
+      python agent_run.py --tamper
    ```
diff --git a/docs/src/cookbooks/index.md b/docs/src/cookbooks/index.md
index 86d7f6f..2bebbec 100644
--- a/docs/src/cookbooks/index.md
+++ b/docs/src/cookbooks/index.md
@@ -1,26 +1,2 @@
-# Cookbooks
-
-Runnable examples demonstrating SourceryKit integration with popular agent frameworks.
-
-## Single-Agent Examples
-
-| Framework | Description | Domain |
-|---|---|---|
-| [OpenAI Agents SDK](openai_agents.md) | Basic agent with tool interception | Weather |
-| [LangChain](langchain_agent.md) | LangChain agent integration | Weather |
-| [Claude Agent SDK](claude_agent.md) | Claude agent integration | Weather |
-
-## Multi-Agent Examples
-
-| Framework | Description | Domain | Pattern |
-|---|---|---|---|
-| [LangGraph](langgraph_multi_agent.md) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
-| [CrewAI](crewai_multi_agent.md) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
-| [OpenAI Agents SDK](openai_agents_multi_agent.md) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
-| [Claude Agent SDK](claude_agent_multi_tool.md) | Multi-tool-call verification | Weather | Same tool, multiple refs |
-
-## Choosing an Example
-
-- **Single-agent:** Start with [openai_agents](openai_agents.md) or [langchain_agent](langchain_agent.md) for basic integration.
-- **Multi-agent with healing:** Use [langgraph_multi_agent](langgraph_multi_agent.md) for automatic error recovery.
-- **Multi-agent with specialists:** Use [crewai_multi_agent](crewai_multi_agent.md) or [openai_agents_multi_agent](openai_agents_multi_agent.md).
+```{include} ../../../cookbooks/README.md
+```

From 4a295862c7e1401e29f301c8eef5f4ca8beeff3d Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Thu, 9 Jul 2026 10:35:12 +0200
Subject: [PATCH 03/18] docs: clarify LLM provider environment variable setup
 in README files

---
 cookbooks/crewai_multi_agent/README.md    | 5 +----
 cookbooks/langchain_agent/README.md       | 7 +------
 cookbooks/langgraph_multi_agent/README.md | 7 +------
 3 files changed, 3 insertions(+), 16 deletions(-)

diff --git a/cookbooks/crewai_multi_agent/README.md b/cookbooks/crewai_multi_agent/README.md
index bf7b079..34b6bbc 100644
--- a/cookbooks/crewai_multi_agent/README.md
+++ b/cookbooks/crewai_multi_agent/README.md
@@ -40,15 +40,12 @@ sourcerykit init
 ```
 
 > [!IMPORTANT]
-> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys (like `ANTHROPIC_API_KEY` or `OPENAI_API_KEY`). Those must still be set up separately in your environment.
+> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys. You must set your model provider's environment variables (e.g. `ANTHROPIC_API_KEY`, `OPENAI_API_KEY`) separately.
 
 | Variable | Required | Description |
 |---|---|---|
 | `MODEL_NAME` | **yes** | Targeted model engine name (e.g., `openai/gpt-4o-mini`). |
 
-> [!Note]
-> Ensure your underlying model provider's environment variables—such as `ANTHROPIC_API_KEY` or `OPENAI_API_KEY`—are also set as required by your CrewAI provider setup.
-
 ---
 
 ## Execution
diff --git a/cookbooks/langchain_agent/README.md b/cookbooks/langchain_agent/README.md
index e34f729..0a347f1 100644
--- a/cookbooks/langchain_agent/README.md
+++ b/cookbooks/langchain_agent/README.md
@@ -16,17 +16,12 @@ sourcerykit init
 ```
 
 > [!IMPORTANT]
-> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys (like `MODEL_NAME` or `OPENROUTER_API_KEY`). Those must still be set up separately in your environment.
-
-You will also need to set these LLM-provider variables manually:
+> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys. You must set your model provider's environment variables (e.g. `OPENROUTER_API_KEY`) separately.
 
 | Variable | Required | Description |
 |---|---|---|
 | `MODEL_NAME` | **yes** | Targeted model architecture identifier string passed to create_agent (e.g., `openrouter:openai/gpt-4o-mini`). |
 
-> [!Note]
-> Ensure your underlying model provider's environment variables—such as `OPENROUTER_API_KEY`—are also set as required by your LangChain backend provider setup.
-
 ---
 
 ## Execution
diff --git a/cookbooks/langgraph_multi_agent/README.md b/cookbooks/langgraph_multi_agent/README.md
index 3c71838..aa09dca 100644
--- a/cookbooks/langgraph_multi_agent/README.md
+++ b/cookbooks/langgraph_multi_agent/README.md
@@ -39,17 +39,12 @@ sourcerykit init
 ```
 
 > [!IMPORTANT]
-> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys (like `MODEL_NAME` or `OPENROUTER_API_KEY`). Those must still be set up separately in your environment.
-
-You will also need to set these LLM-provider variables manually:
+> The wizard only configures **SOURCERYKIT_*** variables. It does **not** configure your LLM provider infrastructure keys. You must set your model provider's environment variables (e.g. `OPENROUTER_API_KEY`) separately.
 
 | Variable | Required | Description |
 |---|---|---|
 | `MODEL_NAME` | **yes** | Targeted model architecture identifier string passed to create_agent (e.g., `openrouter:openai/gpt-4o-mini`). |
 
-> [!Note]
-> Ensure your underlying model provider's environment variables—such as `OPENROUTER_API_KEY`—are also set as required by your LangChain backend provider setup.
-
 ---
 
 ## Execution

From 6c7f8c9ccf5ad8baba2f84419dc6486113ad9e1f Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Thu, 9 Jul 2026 11:04:10 +0200
Subject: [PATCH 04/18] docs: add mock data tables section to CrewAI
 multi-agent README

---
 cookbooks/crewai_multi_agent/README.md | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/cookbooks/crewai_multi_agent/README.md b/cookbooks/crewai_multi_agent/README.md
index 34b6bbc..ca19f1a 100644
--- a/cookbooks/crewai_multi_agent/README.md
+++ b/cookbooks/crewai_multi_agent/README.md
@@ -30,6 +30,14 @@ Flow[AuditState]:
 4. **Evaluation**: The orchestrator evaluates each payload via `evaluate_handoff`. This is the verifier side — the orchestrator never touches raw agent output, only the verifiable payloads.
 5. **Conditional Routing**: If any payload fails verification, a remediation crew produces an incident report analyzing the discrepancy.
 
+## Mock Data Tables
+
+| Specialist | Table | Action Name | Agent ID |
+|---|---|---|---|
+| Amount Validator | invoices | `get_invoice_amount` | `amount_validator` |
+| Vendor Checker | vendors | `get_vendor` | `vendor_checker` |
+| Currency Verifier | currencies | `get_currency` | `currency_verifier` |
+
 ---
 
 ## Environment Configuration

From f5cc8388bc9b2897c638f06883c54c541d16cc53 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Thu, 9 Jul 2026 11:14:23 +0200
Subject: [PATCH 05/18] docs: add hyperlink to LangChain in LangChain Agent
 README

---
 cookbooks/langchain_agent/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cookbooks/langchain_agent/README.md b/cookbooks/langchain_agent/README.md
index 0a347f1..49f6fd8 100644
--- a/cookbooks/langchain_agent/README.md
+++ b/cookbooks/langchain_agent/README.md
@@ -1,5 +1,5 @@
 # LangChain Agent
-This example demonstrates how to integrate SourceryKit with LangChain using agent compilation workflows (create_agent). It showcases automated tool intercept capture, target endpoint allow-list constraints, native structured JSON responses via Pydantic, and backend evaluation loops.
+This example demonstrates how to integrate SourceryKit with [LangChain](https://github.com/langchain-ai/langchain) using agent compilation workflows (create_agent). It showcases automated tool intercept capture, target endpoint allow-list constraints, native structured JSON responses via Pydantic, and backend evaluation loops.
 
 ## How It Works
 1. **HTTP Interception**: The `bootstrap_system()` hook dynamically monitors outbound `httpx` calls, ensuring that network operations generated within the LangChain agent tool loop (`get_current_temperature_london`) are securely logged to your database intercepts table.

From 3152d5f2af6de2385d2682af1d9f8402e9ab29c6 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 18:17:15 +0200
Subject: [PATCH 06/18] refactor: improve documentation

---
 .github/workflows/sync-docs.yml               | 29 +++++++
 AGENTS.md                                     |  2 +-
 README.md                                     | 12 +--
 cookbooks/claude_agent_multi_tool/README.md   |  2 +-
 cookbooks/crewai_multi_agent/README.md        |  2 +-
 cookbooks/langgraph_multi_agent/README.md     |  2 +-
 cookbooks/openai_agents_multi_agent/README.md |  2 +-
 docs/docs.config.ts                           | 75 +++++++++++++++++++
 docs/{ => getting_started}/cli.md             | 24 +++---
 docs/{ => getting_started}/example.md         |  6 +-
 docs/{ => getting_started}/onboarding.md      |  8 +-
 docs/index.md                                 | 26 +++----
 docs/{ => pillars}/architecture.md            | 22 +++---
 docs/{ => pillars}/handoff.md                 |  2 +-
 docs/{ => pillars}/intercept.md               |  2 +-
 docs/{ => pillars}/trusted-endpoints.md       |  2 +-
 16 files changed, 161 insertions(+), 57 deletions(-)
 create mode 100644 .github/workflows/sync-docs.yml
 create mode 100644 docs/docs.config.ts
 rename docs/{ => getting_started}/cli.md (99%)
 rename docs/{ => getting_started}/example.md (95%)
 rename docs/{ => getting_started}/onboarding.md (90%)
 rename docs/{ => pillars}/architecture.md (64%)
 rename docs/{ => pillars}/handoff.md (96%)
 rename docs/{ => pillars}/intercept.md (92%)
 rename docs/{ => pillars}/trusted-endpoints.md (94%)

diff --git a/.github/workflows/sync-docs.yml b/.github/workflows/sync-docs.yml
new file mode 100644
index 0000000..b940756
--- /dev/null
+++ b/.github/workflows/sync-docs.yml
@@ -0,0 +1,29 @@
+name: Sync Docs to Website
+on:
+  push:
+    branches: [main]
+    paths:
+      - 'docs/**'
+      - 'cookbooks/**'
+      - 'README.md'
+      - 'CHANGELOG.md'
+      - 'CONTRIBUTING.md'
+      - 'LICENSE.md'
+
+jobs:
+  dispatch:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/create-github-app-token@v1
+        id: app-token
+        with:
+          app-id: ${{ secrets.DOCS_SYNC_APP_ID }}
+          private-key: ${{ secrets.DOCS_SYNC_APP_PRIVATE_KEY }}
+          repositories: fe-web
+
+      - uses: peter-evans/repository-dispatch@v3
+        with:
+          token: ${{ steps.app-token.outputs.token }}
+          repository: ProvablyAI/fe-web
+          event-type: sync-docs
+          client-payload: '{"sha": "${{ github.sha }}"}'
diff --git a/AGENTS.md b/AGENTS.md
index 7de13d2..8adfa1a 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -57,7 +57,7 @@ cookbook's README covers its own wiring.
 
 ## The flow at a glance
 
-```
+```bash
 bootstrap_system()              # init: schema, handshake, HTTP interceptor — call first, once
 insert_trusted_endpoint(url)    # allow-list each outbound endpoint
 async_intercept_context(...)    # wrap the tool's HTTP call — records it
diff --git a/README.md b/README.md
index 4b1df73..54742ab 100644
--- a/README.md
+++ b/README.md
@@ -78,7 +78,7 @@ export SOURCERYKIT_ORG_ID="..."
 export SOURCERYKIT_POSTGRES_URL="postgresql://user:password@host:5432/db"
 ```
 
-For a full list of CLI commands, check out the [CLI Documentation](https://github.com/ProvablyAI/sourcerykit/blob/main/docs/cli.md) file, or simply run:
+For a full list of CLI commands, check out the [CLI Documentation](https://provably.ai/docs/getting_started/cli) file, or simply run:
 ```bash
 sourcerykit --help
 ```
@@ -154,14 +154,14 @@ async def run_verifiable_agent():
 Want to dig into the details? Check out our documentation and specific guides:
 
 * **Official Documentation:** Visit [provably.ai/docs](https://provably.ai/docs) for the complete reference.
-* [End-to-End Walkthrough](https://github.com/ProvablyAI/sourcerykit/blob/main/docs/example.md) — Get up and running from scratch.
+* [End-to-End Walkthrough](https://provably.ai/docs/getting_started/end-to-end-walkthrough) — Get up and running from scratch.
 * [Cookbooks & Examples](https://github.com/ProvablyAI/sourcerykit/tree/main/cookbooks) — Practical recipes and code samples.
 
 ### Technical Guides
-- [Architecture Overview](https://github.com/ProvablyAI/sourcerykit/blob/main/docs/architecture.md)
-- [HTTP Interception](https://github.com/ProvablyAI/sourcerykit/blob/main/docs/intercept.md)
-- [Managing Trusted Endpoints](https://github.com/ProvablyAI/sourcerykit/blob/main/docs/trusted-endpoints.md)
-- [Handoff Contracts & Evaluation](https://github.com/ProvablyAI/sourcerykit/blob/main/docs/handoff.md)
+- [Architecture Overview](https://provably.ai/docs/pillars/architecture)
+- [HTTP Interception](https://provably.ai/docs/pillars/intercept)
+- [Managing Trusted Endpoints](https://provably.ai/docs/pillars/trusted-endpoints)
+- [Handoff Contracts & Evaluation](https://provably.ai/docs/pillars/handoff)
 
 
 ## Contributing
diff --git a/cookbooks/claude_agent_multi_tool/README.md b/cookbooks/claude_agent_multi_tool/README.md
index fa3e073..f0e0fe0 100644
--- a/cookbooks/claude_agent_multi_tool/README.md
+++ b/cookbooks/claude_agent_multi_tool/README.md
@@ -8,7 +8,7 @@ This example demonstrates SourceryKit's multi-tool-call verification with the [C
 2. **All-Method Trust Gate**: SourceryKit enforces structural target validation checks against your external network endpoints. The external weather lookup endpoint (`api.open-meteo.com`) is explicitly registered via policy seeds (`insert_trusted_endpoint`) before execution.
 3. **Automated Handoff & Evaluation**: The agent groups `claimed_values` by `sourcerykit_ref` and builds one claim per intercept. Each claim's `call_ref` is set to the corresponding `sourcerykit_ref`, so `build_handoff_payload` resolves each claim to the correct intercept row — even when the same `action_name` appears multiple times.
 
-```
+```bash
 Tool: get_weather(London)            Tool: get_weather(Paris)
   intercept_context → ref_1            intercept_context → ref_2
   return {..., sourcerykit_ref: ref_1}  return {..., sourcerykit_ref: ref_2}
diff --git a/cookbooks/crewai_multi_agent/README.md b/cookbooks/crewai_multi_agent/README.md
index ca19f1a..2b76f11 100644
--- a/cookbooks/crewai_multi_agent/README.md
+++ b/cookbooks/crewai_multi_agent/README.md
@@ -2,7 +2,7 @@
 This example demonstrates multi-agent orchestration using [CrewAI](https://github.com/crewAIInc/crewAI) with SourceryKit verification. Three specialist agents each query a different ERP table, with centralized evaluation by the orchestrator.
 
 ## Flow
-```
+```bash
 Flow[AuditState]:
 
   @start() run_specialists()
diff --git a/cookbooks/langgraph_multi_agent/README.md b/cookbooks/langgraph_multi_agent/README.md
index aa09dca..9711986 100644
--- a/cookbooks/langgraph_multi_agent/README.md
+++ b/cookbooks/langgraph_multi_agent/README.md
@@ -2,7 +2,7 @@
 This example demonstrates a multi-agent pipeline using [LangGraph](https://github.com/langchain-ai/langgraph) with SourceryKit verification and conditional routing.
 
 ## Flow
-```
+```bash
 START → Fetcher Agent → Build Handoff → Evaluator
                                             │
                          ┌──────────────────┤
diff --git a/cookbooks/openai_agents_multi_agent/README.md b/cookbooks/openai_agents_multi_agent/README.md
index 8e27b17..578ab7e 100644
--- a/cookbooks/openai_agents_multi_agent/README.md
+++ b/cookbooks/openai_agents_multi_agent/README.md
@@ -4,7 +4,7 @@ This example demonstrates multi-agent orchestration using the [OpenAI Agents SDK
 
 ## Flow
 
-```
+```bash
 User: "Customer CUST-001 is asking about order ORD-123..."
   → Orchestrator Agent
     → analyzes query, routes to relevant specialists
diff --git a/docs/docs.config.ts b/docs/docs.config.ts
new file mode 100644
index 0000000..d5ea6d0
--- /dev/null
+++ b/docs/docs.config.ts
@@ -0,0 +1,75 @@
+export interface ConfigItem {
+	id: string;
+	title?: string;
+	icon?: string;
+	pages?: ConfigItem[];
+}
+
+export interface RootConfig {
+	pages: ConfigItem[];
+}
+
+const config: RootConfig = {
+	pages: [
+		{
+			id: "sourcerykit",
+			icon: "BookOpen",
+		},
+		{
+			id: "getting_started",
+			title: "Getting Started",
+			icon: "Rocket",
+			pages: [
+				{ id: "end-to-end-walkthrough", icon: "Route" },
+				{ id: "cli", icon: "Terminal" },
+				{ id: "onboarding", icon: "UserPlus" },
+			],
+		},
+		{
+			id: "pillars",
+			title: "Architecture & Pillars",
+			icon: "BookOpen",
+			pages: [
+				{ id: "architecture", icon: "Blocks" },
+				{ id: "intercept", icon: "Shield" },
+				{ id: "trusted-endpoints", icon: "Lock" },
+				{ id: "handoff", icon: "ArrowRightLeft" },
+			],
+		},
+		{
+			id: "cookbooks",
+			title: "Cookbooks",
+			icon: "ChefHat",
+			pages: [
+				{ id: "index", icon: "BookMarked" },
+				{ id: "claude_agent", icon: "Blocks" },
+				{ id: "langchain_agent", icon: "Blocks" },
+				{ id: "openai_agents", icon: "Blocks" },
+				{ id: "openai_agents_multi_agent", icon: "Blocks" },
+				{ id: "claude_agent_multi_tool", icon: "Blocks" },
+				{ id: "crewai_multi_agent", icon: "Blocks" },
+				{ id: "langgraph_multi_agent", icon: "Blocks" },
+			],
+		},
+		{
+			id: "migrations",
+			title: "Migration",
+			icon: "ChefHat",
+			pages: [
+				{ id: "v1_0", icon: "BookMarked" }
+			],
+		},
+		{
+			id: "project",
+			title: "Project",
+			icon: "ChefHat",
+			pages: [
+				{ id: "CHANGELOG", icon: "History" },
+				{ id: "CONTRIBUTING", icon: "GitPullRequest" },
+				{ id: "LICENSE", icon: "Scale" }
+			],
+		}
+	],
+};
+
+export default config;
diff --git a/docs/cli.md b/docs/getting_started/cli.md
similarity index 99%
rename from docs/cli.md
rename to docs/getting_started/cli.md
index 86fe1e7..30fdf6b 100644
--- a/docs/cli.md
+++ b/docs/getting_started/cli.md
@@ -73,7 +73,7 @@ sourcerykit init [--register] [--email EMAIL] [--password PASSWORD] [--postgres-
 
 **Input:** Interactive prompts for email, password, database URL, and project name.
 
-```
+```bash
 Welcome to the SourceryKit Wizard! How would you like to proceed?
 ❯ Log in with an existing account
   Create a new account
@@ -109,7 +109,7 @@ sourcerykit init \
 
 **Output:** Saves credentials to global config and local `.env` file.
 
-```
+```bash
 🎉 SOURCERYKIT SETUP COMPLETE
 
  Global config:
@@ -150,7 +150,7 @@ sourcerykit doctor [--fix]
 6. Integration key format
 
 **Example output (all checks pass):**
-```
+```bash
 🩺 SourceryKit Doctor
 
   ✅ API key + org: API key valid, org found (1 org(s))
@@ -164,7 +164,7 @@ All 6 checks passed!
 ```
 
 **Example output (some checks fail):**
-```
+```bash
 🩺 SourceryKit Doctor
 
   ❌ API key + org: API key is invalid or expired — run 'sourcerykit init'
@@ -223,7 +223,7 @@ sourcerykit version
 ```
 
 **Example output:**
-```
+```bash
 v1.0
 ```
 
@@ -259,7 +259,7 @@ sourcerykit endpoints add https://api.example.com/data --label "Example API"
 ```
 
 **Output:**
-```
+```bash
 ✅ Endpoint added: https://api.example.com/data (Example API)
 ```
 
@@ -274,7 +274,7 @@ sourcerykit endpoints list
 ```
 
 **Example output:**
-```
+```bash
            Trusted Endpoints
 ┌──────────────────────────────┬─────────────┬──────────┬─────────────┐
 │ URL                          │ Label       │ Policy   │ Created by  │
@@ -311,7 +311,7 @@ sourcerykit endpoints remove https://api.example.com/data -y
 ```
 
 **Output:**
-```
+```bash
 ✅ Endpoint removed: https://api.example.com/data
 ```
 
@@ -340,7 +340,7 @@ sourcerykit config list [--show-key]
 > `--show-key` prints your API key and database password in clear text. Avoid using it in shared terminals or CI logs.
 
 **Example output:**
-```
+```bash
 📋 Global Config
 
 PROVABLY_API_KEY       = ***********************************1234
@@ -404,7 +404,7 @@ sourcerykit trace list [--limit N] [--page P]
 | `--page` / `-p` | Page number, 1-based (default: 1) |
 
 **Example output:**
-```
+```bash
                               Traces
 ┌──────────────────────────────────────┬──────────────┬─────────────────────┬───────┬────────┬───────┐
 │ ID                                   │ Task         │ Created             │  Pass │ Caught │ Error │
@@ -439,7 +439,7 @@ sourcerykit trace show 123e4567-e89b-12d3-a456-426614174000
 ```
 
 **Example output:**
-```
+```bash
 Trace 123e4567-e89b-12d3-a456-426614174000
   Task:    get_data
   Created: 2026-06-30 10:00:00
@@ -464,7 +464,7 @@ Trace 123e4567-e89b-12d3-a456-426614174000
 ```
 
 **Error (trace not found):**
-```
+```bash
 Trace abc123 not found.
 ```
 
diff --git a/docs/example.md b/docs/getting_started/example.md
similarity index 95%
rename from docs/example.md
rename to docs/getting_started/example.md
index 5c30d98..5d87661 100644
--- a/docs/example.md
+++ b/docs/getting_started/example.md
@@ -179,6 +179,6 @@ The agent will populate `claimed_values` with a fabricated temperature. When the
 
 **Next steps:**
 
-- [Architecture](architecture.md) — what each piece does and how they fit together
-- [Handoff](handoff.md) — claims and verdicts in depth
-- [Onboarding](onboarding.md) — first-time account, credentials, and database setup
+- [Architecture](https://provably.ai/docs/pillars/architecture) — what each piece does and how they fit together
+- [Handoff](https://provably.ai/docs/pillars/handoff) — claims and verdicts in depth
+- [Onboarding](https://provably.ai/docs/pillars/onboarding) — first-time account, credentials, and database setup
diff --git a/docs/onboarding.md b/docs/getting_started/onboarding.md
similarity index 90%
rename from docs/onboarding.md
rename to docs/getting_started/onboarding.md
index 69f0fd5..095b935 100644
--- a/docs/onboarding.md
+++ b/docs/getting_started/onboarding.md
@@ -42,11 +42,11 @@ Interactive: run `sourcerykit init` with no flags and follow the wizard — same
 prompted (sign up or log in → verify email → link a **hosted, publicly reachable**
 Postgres → name the project → credentials stored).
 
-Full command reference (`init`, `doctor`, `endpoints`, `config`, `trace`): [cli.md](cli.md).
+Full command reference (`init`, `doctor`, `endpoints`, `config`, `trace`): [cli.md](https://provably.ai/docs/getting_started/cli).
 
 ## The credentials
 
-`init` stores credentials at two levels (see [cli.md](cli.md) for the full table):
+`init` stores credentials at two levels (see [cli.md]([cli.md](https://provably.ai/docs/getting_started/cli)) for the full table):
 
 - **Global config** (OS application directory, shared across projects): the Provably
   **API key** and **organisation id** — issued together at login; never hand-write them.
@@ -74,5 +74,5 @@ export SOURCERYKIT_POSTGRES_URL="postgresql://user:password@host:5432/db"
 
 ---
 
-**Next:** run the full flow → [End-to-End Walkthrough](example.md) ·
-look up a function → [Public API](src/api.md)
+**Next steps:**
+- [End-to-End Walkthrough](https://provably.ai/docs/getting_started/end-to-end-walkthrough)
diff --git a/docs/index.md b/docs/index.md
index 64578fe..e0947d4 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -3,19 +3,19 @@ Welcome to the developer documentation for the Provably Python SDK (**SourceryKi
 
 ## New to SourceryKit?
 * Start with the [README](src/main.md) for installation, environment configuration, and quick start concepts.
-* Follow the [End-to-End Walkthrough](example.md) for a step-by-step code execution blueprint using local simulated steps.
+* Follow the [End-to-End Walkthrough](getting_started/example.md) for a step-by-step code execution blueprint using local simulated steps.
 
 ## Core Architecture & Pillars
-* Dive into the [Architecture Overview](architecture.md) for a deep dive into data topologies and verification design.
-* See [HTTP Interception](intercept.md) to learn how network calls are caught and recorded.
-* Learn about [Handoff & Evaluation](handoff.md) to construct structured data claims for deterministic validation.
-* Review [Trusted Endpoints](trusted-endpoints.md) to administer strict target destination routing policies.
+* Dive into the [Architecture Overview](pillars/architecture.md) for a deep dive into data topologies and verification design.
+* See [HTTP Interception](pillars/intercept.md) to learn how network calls are caught and recorded.
+* Learn about [Handoff & Evaluation](pillars/handoff.md) to construct structured data claims for deterministic validation.
+* Review [Trusted Endpoints](pillars/trusted-endpoints.md) to administer strict target destination routing policies.
 
 ## Cookbooks
 Explore how to integrate SourceryKit seamlessly into your favorite production development stack — see the [Cookbooks Overview](src/cookbooks/index.md) for a full comparison table and guidance on choosing an example.
 
 ## API Reference & Development
-* Consult the [CLI Reference](cli.md) for all available commands, options, and usage examples.
+* Consult the [CLI Reference](getting_started/cli.md) for all available commands, options, and usage examples.
 * Explore the [API Reference](api.md) for a complete mapping of all public functions, classes, and types.
 * See the [Contributing Guide](src/contribute.md) for codebase requirements, styling, and pull request procedures.
 * Check out the [Changelog](src/changelog.md) for tracking version upgrades and release history.
@@ -37,15 +37,15 @@ src/main
 src/changelog
 src/contribute
 src/license
-cli
 ```
 
 ```{toctree}
 :maxdepth: 1
 :caption: Getting Started
 
-onboarding
-example
+getting_started/onboarding
+getting_started/example
+getting_started/cli
 ```
 
 ```{toctree}
@@ -67,10 +67,10 @@ src/cookbooks/claude_agent_multi_tool
 :maxdepth: 2
 :caption: Architecture & Pillars
 
-architecture
-intercept
-handoff
-trusted-endpoints
+pillars/architecture
+pillars/intercept
+pillars/handoff
+pillars/trusted-endpoints
 ```
 
 ```{toctree}
diff --git a/docs/architecture.md b/docs/pillars/architecture.md
similarity index 64%
rename from docs/architecture.md
rename to docs/pillars/architecture.md
index a1f933c..82c5ee8 100644
--- a/docs/architecture.md
+++ b/docs/pillars/architecture.md
@@ -12,17 +12,17 @@ SourceryKit intercepts an agent’s outbound HTTP calls, enforces endpoint polic
 
 - **Agent**: The host Python application. It executes HTTP requests, submits claims for evaluation, and receives verifiable results with minimal changes to core logic.
 
-- **Bootstrap System**: Handles one-time initialization, including database schema setup and resource registration, before the agent starts executing. See [README](../README.md).
+- **Bootstrap System**: Handles one-time initialization, including database schema setup and resource registration, before the agent starts executing. See [README](https://github.com/ProvablyAI/sourcerykit).
 
-- **HTTP Interceptor**: Intercepts outbound HTTP calls to enforce policies and record payloads. Untrusted requests are blocked before leaving the process. See [intercept](intercept.md).
+- **HTTP Interceptor**: Intercepts outbound HTTP calls to enforce policies and record payloads. Untrusted requests are blocked before leaving the process. See [intercept](https://provably.ai/docs/pillars/intercept).
 
 - **Database Tables**:
-  - **Trusted Endpoints**: A registry of allowed endpoints used by the Interceptor to validate outbound requests. See [trusted-endpoints](trusted-endpoints.md).
-  - **Intercepts**: An append-only table storing detailed records of every outbound HTTP request and response. The Provably backend uses these records to generate cryptographic proofs. See [intercept](intercept.md).
+  - **Trusted Endpoints**: A registry of allowed endpoints used by the Interceptor to validate outbound requests. See [trusted-endpoints](https://provably.ai/docs/pillars/trusted-endpoints).
+  - **Intercepts**: An append-only table storing detailed records of every outbound HTTP request and response. The Provably backend uses these records to generate cryptographic proofs. See [intercept](https://provably.ai/docs/pillars/intercept).
 
-- **Handoff Payload**: A structured data format used to pass claims about external calls between agents or services. See [handoff](handoff.md).
+- **Handoff Payload**: A structured data format used to pass claims about external calls between agents or services. See [handoff](https://provably.ai/docs/pillars/handoff).
 
-- **Evaluator**: Compares agent claims against authoritative records from the Provably backend, returning a deterministic verdict (`PASS`, `CAUGHT`, or `ERROR`). See [handoff](handoff.md).
+- **Evaluator**: Compares agent claims against authoritative records from the Provably backend, returning a deterministic verdict (`PASS`, `CAUGHT`, or `ERROR`). See [handoff](https://provably.ai/docs/pillars/handoff).
 
 - **Provably Backend**: The external service acting as the single source of truth for verifying agent claims by generating proofs from the Intercepts table.
 
@@ -30,8 +30,8 @@ SourceryKit intercepts an agent’s outbound HTTP calls, enforces endpoint polic
 
 **Next steps:**
 
-- [Onboarding](onboarding.md) — one-time account, credentials, and database setup
-- [End-to-End Walkthrough](example.md) — run the whole flow in code
-- [Intercept](intercept.md) — how outbound HTTP calls are captured and recorded
-- [Handoff](handoff.md) — building claims and reading the verdict
-- [Trusted Endpoints](trusted-endpoints.md) — the outbound allow-list
+- [Onboarding](https://provably.ai/docs/getting_started/onboarding) — one-time account, credentials, and database setup
+- [End-to-End Walkthrough](https://provably.ai/docs/getting_started/end-to-end-walkthrough) — run the whole flow in code
+- [Intercept](https://provably.ai/docs/pillars/intercept) — how outbound HTTP calls are captured and recorded
+- [Handoff](https://provably.ai/docs/pillars/handoff) — building claims and reading the verdict
+- [Trusted Endpoints](https://provably.ai/docs/pillars/trusted-endpoints) — the outbound allow-list
diff --git a/docs/handoff.md b/docs/pillars/handoff.md
similarity index 96%
rename from docs/handoff.md
rename to docs/pillars/handoff.md
index 8260c63..288b5ad 100644
--- a/docs/handoff.md
+++ b/docs/pillars/handoff.md
@@ -109,4 +109,4 @@ When `evaluate_handoff` is invoked, the evaluator validates data integrity throu
 
 5. **Final Verdict**: The run receives a final PASS verdict only if the cryptographic proof is valid and every individual claim satisfies its verification rules.
 
-For details on how database logging works, see [architecture](architecture.md). To learn how HTTP requests are captured in real-time, see [intercept](intercept.md).
+For details on how database logging works, see [architecture](https://provably.ai/docs/pillars/architecture). To learn how HTTP requests are captured in real-time, see [intercept](https://provably.ai/docs/pillars/intercept).
diff --git a/docs/intercept.md b/docs/pillars/intercept.md
similarity index 92%
rename from docs/intercept.md
rename to docs/pillars/intercept.md
index bfa2485..46bdb33 100644
--- a/docs/intercept.md
+++ b/docs/pillars/intercept.md
@@ -40,4 +40,4 @@ return {**data, "sourcerykit_ref": ref}
 
 - **Library Dependencies**: Only network calls made via supported, patched Python libraries are intercepted. Support for additional Python HTTP libraries is currently under development.
 
-For details on managing allowed destinations, see [trusted-endpoints](trusted-endpoints.md). To see how these logs are used to verify claims, see [architecture](architecture.md).
+For details on managing allowed destinations, see [trusted-endpoints](https://provably.ai/docs/pillars/trusted-endpoints). To see how these logs are used to verify claims, see [architecture](https://provably.ai/docs/pillars/architecture).
diff --git a/docs/trusted-endpoints.md b/docs/pillars/trusted-endpoints.md
similarity index 94%
rename from docs/trusted-endpoints.md
rename to docs/pillars/trusted-endpoints.md
index 80ae16a..5c562a3 100644
--- a/docs/trusted-endpoints.md
+++ b/docs/pillars/trusted-endpoints.md
@@ -70,4 +70,4 @@ Scans a handoff payload and verifies that every external URL referenced within i
 
 
 
-For details on how the Interceptor blocks these calls, see [intercept](intercept.md). To see how database tables fit into the wider architecture, see [architecture](architecture.md).
+For details on how the Interceptor blocks these calls, see [intercept](https://provably.ai/docs/pillars/intercept). To see how database tables fit into the wider architecture, see [architecture](https://provably.ai/docs/pillars/architecture).

From 9bf9814a2ad3644501f3d7119f5a034d8459166e Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 18:36:16 +0200
Subject: [PATCH 07/18] docs: remove obsolete documentation files and
 references

---
 docs/conf.py                                  | 87 -------------------
 docs/index.md                                 | 67 --------------
 docs/src/api.md                               |  8 --
 docs/src/changelog.md                         |  2 -
 docs/src/contribute.md                        |  2 -
 docs/src/cookbooks/claude_agent.md            | 15 ----
 docs/src/cookbooks/claude_agent_multi_tool.md | 15 ----
 docs/src/cookbooks/crewai_multi_agent.md      | 15 ----
 docs/src/cookbooks/index.md                   |  2 -
 docs/src/cookbooks/langchain_agent.md         | 15 ----
 docs/src/cookbooks/langgraph_multi_agent.md   | 15 ----
 docs/src/cookbooks/openai_agents.md           | 15 ----
 .../cookbooks/openai_agents_multi_agent.md    | 15 ----
 docs/src/license.md                           |  2 -
 docs/src/main.md                              |  2 -
 docs/src/provably.md                          |  0
 16 files changed, 277 deletions(-)
 delete mode 100644 docs/conf.py
 delete mode 100644 docs/src/api.md
 delete mode 100644 docs/src/changelog.md
 delete mode 100644 docs/src/contribute.md
 delete mode 100644 docs/src/cookbooks/claude_agent.md
 delete mode 100644 docs/src/cookbooks/claude_agent_multi_tool.md
 delete mode 100644 docs/src/cookbooks/crewai_multi_agent.md
 delete mode 100644 docs/src/cookbooks/index.md
 delete mode 100644 docs/src/cookbooks/langchain_agent.md
 delete mode 100644 docs/src/cookbooks/langgraph_multi_agent.md
 delete mode 100644 docs/src/cookbooks/openai_agents.md
 delete mode 100644 docs/src/cookbooks/openai_agents_multi_agent.md
 delete mode 100644 docs/src/license.md
 delete mode 100644 docs/src/main.md
 delete mode 100644 docs/src/provably.md

diff --git a/docs/conf.py b/docs/conf.py
deleted file mode 100644
index ca83d0d..0000000
--- a/docs/conf.py
+++ /dev/null
@@ -1,87 +0,0 @@
-"""Sphinx configuration"""
-
-from __future__ import annotations
-
-import os
-import sys
-import urllib.request
-from pathlib import Path
-
-os.environ.setdefault("PROVABLY_API_KEY", "dummy")
-os.environ.setdefault("SOURCERYKIT_ORG_ID", "123e4567-e89b-12d3-a456-426614174000")
-os.environ.setdefault("SOURCERYKIT_POSTGRES_URL", "postgresql://postgres:postgres@localhost:5432/db")
-
-project_root = Path(__file__).resolve().parent.parent
-sys.path.insert(0, str(project_root / "src"))
-
-project = "SourceryKit"
-copyright = "Provably Technologies Ltd"
-author = "Provably Technologies Ltd"
-
-try:
-    from importlib.metadata import version as pkg_version
-
-    release = pkg_version("sourcerykit")
-except Exception:
-    release = "0.0.0"
-
-extensions = [
-    "myst_parser",
-    "sphinx.ext.autodoc",
-    "sphinx.ext.viewcode",
-    "sphinx.ext.napoleon",
-    "sphinx.ext.githubpages",
-    "sphinxcontrib.mermaid",
-]
-
-templates_path = []
-exclude_patterns = ["_build", "historical-plans", "README.md"]
-
-source_suffix = {
-    ".rst": "restructuredtext",
-    ".md": "markdown",
-}
-
-myst_heading_anchors = 3
-
-myst_enable_extensions = [
-    "alert",
-    "colon_fence",
-]
-
-myst_fence_as_directive = {"mermaid"}
-
-# README / CHANGELOG / CONTEXT live outside docs/; links use ../ paths.
-suppress_warnings = ["myst.xref_missing", "myst.header"]
-
-html_theme = "sphinx_rtd_theme"
-
-autodoc_default_options = {
-    "members": True,
-    "show-inheritance": True,
-}
-autodoc_member_order = "bysource"
-
-# (Provably Description)
-REMOTE_MD_URL = "https://raw.githubusercontent.com/ProvablyAI/.github/refs/heads/main/profile/README.md"
-LOCAL_MD_PATH = Path(__file__).resolve().parent / "src/provably.md"
-
-
-def download_remote_description() -> None:
-    print(f"--> Fetching {REMOTE_MD_URL}")
-    try:
-        with urllib.request.urlopen(REMOTE_MD_URL, timeout=10) as response:
-            content = response.read().decode("utf-8")
-
-        front = "# \n ## \n"
-
-        LOCAL_MD_PATH.write_text(front + content, encoding="utf-8")
-        print("--> Remote description synced successfully.")
-
-    except Exception as e:
-        print(f"--> Warning: Failed to fetch remote markdown: {e}")
-        if not LOCAL_MD_PATH.exists():
-            LOCAL_MD_PATH.write_text("Provably", encoding="utf-8")
-
-
-download_remote_description()
diff --git a/docs/index.md b/docs/index.md
index e0947d4..2367f68 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -19,70 +19,3 @@ Explore how to integrate SourceryKit seamlessly into your favorite production de
 * Explore the [API Reference](api.md) for a complete mapping of all public functions, classes, and types.
 * See the [Contributing Guide](src/contribute.md) for codebase requirements, styling, and pull request procedures.
 * Check out the [Changelog](src/changelog.md) for tracking version upgrades and release history.
-
----
-
-```{toctree}
-:maxdepth: 1
-:titlesonly:
-
-Provably Technologies <src/provably>
-```
-
-```{toctree}
-:maxdepth: 1
-:caption: SDK Documentation
-
-src/main
-src/changelog
-src/contribute
-src/license
-```
-
-```{toctree}
-:maxdepth: 1
-:caption: Getting Started
-
-getting_started/onboarding
-getting_started/example
-getting_started/cli
-```
-
-```{toctree}
-:maxdepth: 1
-:caption: Cookbooks
-
-src/cookbooks/index
-src/cookbooks/openai_agents
-src/cookbooks/langchain_agent
-src/cookbooks/claude_agent
-src/cookbooks/openai_agents_multi_agent
-src/cookbooks/crewai_multi_agent
-src/cookbooks/langgraph_multi_agent
-src/cookbooks/claude_agent_multi_tool
-```
-
-
-```{toctree}
-:maxdepth: 2
-:caption: Architecture & Pillars
-
-pillars/architecture
-pillars/intercept
-pillars/handoff
-pillars/trusted-endpoints
-```
-
-```{toctree}
-:maxdepth: 1
-:caption: Migration Guides
-
-migrations/v1_0/v1_0
-```
-
-```{toctree}
-:maxdepth: 1
-:caption: API Reference
-
-src/api
-```
diff --git a/docs/src/api.md b/docs/src/api.md
deleted file mode 100644
index ad4749e..0000000
--- a/docs/src/api.md
+++ /dev/null
@@ -1,8 +0,0 @@
-# Public API
-
-```{eval-rst}
-.. automodule:: sourcerykit
-   :members:
-   :undoc-members:
-   :show-inheritance:
-```
diff --git a/docs/src/changelog.md b/docs/src/changelog.md
deleted file mode 100644
index 3139cd4..0000000
--- a/docs/src/changelog.md
+++ /dev/null
@@ -1,2 +0,0 @@
-```{include} ../../CHANGELOG.md
-```
diff --git a/docs/src/contribute.md b/docs/src/contribute.md
deleted file mode 100644
index ef6daa8..0000000
--- a/docs/src/contribute.md
+++ /dev/null
@@ -1,2 +0,0 @@
-```{include} ../../CONTRIBUTING.md
-```
diff --git a/docs/src/cookbooks/claude_agent.md b/docs/src/cookbooks/claude_agent.md
deleted file mode 100644
index fed0632..0000000
--- a/docs/src/cookbooks/claude_agent.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/claude_agent/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/claude_agent/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/claude_agent/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/cookbooks/claude_agent_multi_tool.md b/docs/src/cookbooks/claude_agent_multi_tool.md
deleted file mode 100644
index be85d15..0000000
--- a/docs/src/cookbooks/claude_agent_multi_tool.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/claude_agent_multi_tool/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/claude_agent_multi_tool/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/claude_agent_multi_tool/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/cookbooks/crewai_multi_agent.md b/docs/src/cookbooks/crewai_multi_agent.md
deleted file mode 100644
index 5b9e664..0000000
--- a/docs/src/cookbooks/crewai_multi_agent.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/crewai_multi_agent/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/crewai_multi_agent/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/crewai_multi_agent/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/cookbooks/index.md b/docs/src/cookbooks/index.md
deleted file mode 100644
index 2bebbec..0000000
--- a/docs/src/cookbooks/index.md
+++ /dev/null
@@ -1,2 +0,0 @@
-```{include} ../../../cookbooks/README.md
-```
diff --git a/docs/src/cookbooks/langchain_agent.md b/docs/src/cookbooks/langchain_agent.md
deleted file mode 100644
index 99c10a3..0000000
--- a/docs/src/cookbooks/langchain_agent.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/langchain_agent/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/langchain_agent/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/langchain_agent/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/cookbooks/langgraph_multi_agent.md b/docs/src/cookbooks/langgraph_multi_agent.md
deleted file mode 100644
index 9ac0dc7..0000000
--- a/docs/src/cookbooks/langgraph_multi_agent.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/langgraph_multi_agent/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/langgraph_multi_agent/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/langgraph_multi_agent/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/cookbooks/openai_agents.md b/docs/src/cookbooks/openai_agents.md
deleted file mode 100644
index 5859fae..0000000
--- a/docs/src/cookbooks/openai_agents.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/openai_agents/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/openai_agents/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/openai_agents/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/cookbooks/openai_agents_multi_agent.md b/docs/src/cookbooks/openai_agents_multi_agent.md
deleted file mode 100644
index 3c5758b..0000000
--- a/docs/src/cookbooks/openai_agents_multi_agent.md
+++ /dev/null
@@ -1,15 +0,0 @@
-```{include} ../../../cookbooks/openai_agents_multi_agent/README.md
-```
-
-## Source Code
-The full, runnable source code for this example is available below, or you can view the raw [source directly on GitHub](https://github.com/ProvablyAI/sourcerykit/blob/main/cookbooks/openai_agents_multi_agent/agent_run.py).
-
-<details>
-<summary><b>Click to expand and view the full source code</b></summary>
-
-```{literalinclude} ../../../cookbooks/openai_agents_multi_agent/agent_run.py
-:language: python
-:linenos:
-```
-</details>
-</br>
diff --git a/docs/src/license.md b/docs/src/license.md
deleted file mode 100644
index 3064bc0..0000000
--- a/docs/src/license.md
+++ /dev/null
@@ -1,2 +0,0 @@
-```{include} ../../LICENSE.md
-```
diff --git a/docs/src/main.md b/docs/src/main.md
deleted file mode 100644
index c7719d8..0000000
--- a/docs/src/main.md
+++ /dev/null
@@ -1,2 +0,0 @@
-```{include} ../../README.md
-```
diff --git a/docs/src/provably.md b/docs/src/provably.md
deleted file mode 100644
index e69de29..0000000

From 0846cbcc5325cd3adc12d955e88928986d6687e3 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 18:37:06 +0200
Subject: [PATCH 08/18] docs: remove Sphinx build steps and related artifacts
 from CI and Makefile

---
 .github/workflows/ci.yml | 20 --------------------
 Makefile                 | 16 ++++------------
 2 files changed, 4 insertions(+), 32 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 3e694d6..b9ddd1e 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -39,15 +39,6 @@ jobs:
       - name: Pytest (e2e)
         run: uv run pytest tests/e2e -q
 
-      - name: Sphinx
-        run: uv run sphinx-build -W -b html docs docs/_build/html
-
-      - name: Upload built docs as artifact
-        uses: actions/upload-pages-artifact@v3
-        with:
-          name: github-pages
-          path: docs/_build/html
-
       - name: Build package
         run: uv build
 
@@ -70,14 +61,3 @@ jobs:
 
       - name: Smoke-import SDK from runtime image
         run: docker run --rm sourcerykit:runtime
-
-  # deploy-docs:
-  #   runs-on: ubuntu-latest
-  #   needs: lint-and-test
-  #   steps:
-  #     - name: Setup Pages
-  #       uses: actions/configure-pages@v5
-
-  #     - name: Deploy to GitHub Pages
-  #       id: deployment
-  #       uses: actions/deploy-pages@v4
diff --git a/Makefile b/Makefile
index 9867bbb..971b751 100644
--- a/Makefile
+++ b/Makefile
@@ -15,8 +15,6 @@ UV ?= uv
 PYTEST_ARGS ?= --cov=sourcerykit --cov-report=term-missing --cov-fail-under=60
 RUFF_ARGS ?=
 MYPY_TARGETS ?= src tests
-DOCS_DIR ?= docs
-DOCS_BUILD ?= $(DOCS_DIR)/_build
 
 .DEFAULT_GOAL := help
 
@@ -116,26 +114,20 @@ bump-pr: ## Bump version, commit, push branch (usage: make bump-pr TYPE=beta)
 	git push -u origin HEAD
 
 tag: ## Create and push a version tag from current HEAD
-	VERSION=$$(sed -n 's/^version = "\(.*\)"/\1/p' pyproject.toml) && \
-	CHANGELOG=$$(awk "/^## $$VERSION/{found=1;next} /^## /{if(found)exit} found{print}" CHANGELOG.md | sed '/./,$!d') && \
+	@VERSION=$$(sed -n '/^\[project\]/,/^\[/p' pyproject.toml | sed -n 's/^version = "\(.*\)"/\1/p') && \
+	CHANGELOG=$$(awk "/^## \[?$$VERSION\]?/{found=1;next} /^## /{if(found)exit} found{print}" CHANGELOG.md | sed '/./,$$!d') && \
 	git tag -a v$$VERSION -m "$$CHANGELOG" && \
 	git push origin v$$VERSION
 
-# --- docs -------------------------------------------------------------------
-
-.PHONY: docs
-docs: ## Build Sphinx HTML under docs/_build
-	$(UV) run sphinx-build -W -b html $(DOCS_DIR) $(DOCS_BUILD)
-
 # --- meta workflows ---------------------------------------------------------
 
 .PHONY: check
-check: pre-commit test docs build ## Run the full CI-equivalent gate
+check: pre-commit test build ## Run the full CI-equivalent gate
 
 .PHONY: clean
 clean: ## Remove build artifacts and cache directories
 	rm -rf build/ dist/ *.egg-info src/*.egg-info \
-	       $(DOCS_BUILD) \
+	       docs/_build \
 	       .pytest_cache .ruff_cache .mypy_cache \
 	       .coverage .coverage.* htmlcov coverage.xml
 	find . -type d -name __pycache__ -prune -exec rm -rf {} +

From 2fddd73fd11afa988a1df5a244cd6419e9ab259f Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 18:37:14 +0200
Subject: [PATCH 09/18] docs: remove Sphinx and related dependencies from
 development requirements

---
 pyproject.toml |   4 -
 uv.lock        | 759 ++++++++++++++++++-------------------------------
 2 files changed, 283 insertions(+), 480 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2bb708c..6487035 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -51,13 +51,9 @@ dev = [
     "build>=1.2",
     "mypy>=1.10",
     "pre-commit>=4.0",
-    "sphinx>=9.1",
-    "myst-parser>=5.1",
     "types-jsonschema>=4.0",
     "types-requests>=2.31",
     "openai-agents>=0.0.3",
-    "sphinx-rtd-theme>=3.1",
-    "sphinxcontrib-mermaid >= 2.0",
     "bump-my-version>=0.30",
 ]
 
diff --git a/uv.lock b/uv.lock
index 32b330b..30fadc0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -131,15 +131,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e", size = 7490, upload-time = "2025-07-03T22:54:42.156Z" },
 ]
 
-[[package]]
-name = "alabaster"
-version = "1.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210, upload-time = "2024-07-26T18:15:03.762Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929, upload-time = "2024-07-26T18:15:02.05Z" },
-]
-
 [[package]]
 name = "alembic"
 version = "1.18.5"
@@ -174,15 +165,15 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.14.1"
+version = "4.14.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/3b/72/5562aabb8dd7181e8e860622a38bea08d17842b99ecd4c91f84ac95251b0/anyio-4.14.1.tar.gz", hash = "sha256:8d648a3544c1a700e3ff78615cd679e4c5c3f149904287e73687b2596963629e", size = 254831, upload-time = "2026-06-24T20:56:06.017Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/61/cc/a381afa6efea9f496eff839d4a6a1aed3bfafc7b3ab4b0d1b243a12573dd/anyio-4.14.2.tar.gz", hash = "sha256:cfa139f3ed1a23ee8f88a145ddb5ac7605b8bbfd8592baacd7ce3d8bb4313c7f", size = 260176, upload-time = "2026-07-12T20:29:07.082Z" }
 wheels = [
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 ]
 
 [[package]]

From 8f51456526390fbd9516f8ec1c272d8476b4525d Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 18:45:01 +0200
Subject: [PATCH 10/18] docs: add end-to-end walkthrough for SourceryKit SDK

---
 docs/getting_started/{example.md => end-to-end-walkthrough.md} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename docs/getting_started/{example.md => end-to-end-walkthrough.md} (100%)

diff --git a/docs/getting_started/example.md b/docs/getting_started/end-to-end-walkthrough.md
similarity index 100%
rename from docs/getting_started/example.md
rename to docs/getting_started/end-to-end-walkthrough.md

From 3799269c2a1a9e874baebfd0ac177ccf3b36fea3 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 19:52:08 +0200
Subject: [PATCH 11/18] docs: update navigation and fix links in onboarding and
 walkthrough documentation

---
 docs/docs.config.ts                            | 5 +----
 docs/getting_started/end-to-end-walkthrough.md | 2 +-
 docs/getting_started/onboarding.md             | 2 +-
 3 files changed, 3 insertions(+), 6 deletions(-)

diff --git a/docs/docs.config.ts b/docs/docs.config.ts
index d5ea6d0..0321e02 100644
--- a/docs/docs.config.ts
+++ b/docs/docs.config.ts
@@ -11,15 +11,12 @@ export interface RootConfig {
 
 const config: RootConfig = {
 	pages: [
-		{
-			id: "sourcerykit",
-			icon: "BookOpen",
-		},
 		{
 			id: "getting_started",
 			title: "Getting Started",
 			icon: "Rocket",
 			pages: [
+				{ id: "introduction", icon: "BookOpen" },
 				{ id: "end-to-end-walkthrough", icon: "Route" },
 				{ id: "cli", icon: "Terminal" },
 				{ id: "onboarding", icon: "UserPlus" },
diff --git a/docs/getting_started/end-to-end-walkthrough.md b/docs/getting_started/end-to-end-walkthrough.md
index 5d87661..56158cb 100644
--- a/docs/getting_started/end-to-end-walkthrough.md
+++ b/docs/getting_started/end-to-end-walkthrough.md
@@ -181,4 +181,4 @@ The agent will populate `claimed_values` with a fabricated temperature. When the
 
 - [Architecture](https://provably.ai/docs/pillars/architecture) — what each piece does and how they fit together
 - [Handoff](https://provably.ai/docs/pillars/handoff) — claims and verdicts in depth
-- [Onboarding](https://provably.ai/docs/pillars/onboarding) — first-time account, credentials, and database setup
+- [Onboarding](https://provably.ai/docs/getting_started/onboarding) — first-time account, credentials, and database setup
diff --git a/docs/getting_started/onboarding.md b/docs/getting_started/onboarding.md
index 095b935..9908e76 100644
--- a/docs/getting_started/onboarding.md
+++ b/docs/getting_started/onboarding.md
@@ -46,7 +46,7 @@ Full command reference (`init`, `doctor`, `endpoints`, `config`, `trace`): [cli.
 
 ## The credentials
 
-`init` stores credentials at two levels (see [cli.md]([cli.md](https://provably.ai/docs/getting_started/cli)) for the full table):
+`init` stores credentials at two levels (see [cli.md](https://provably.ai/docs/getting_started/cli) for the full table):
 
 - **Global config** (OS application directory, shared across projects): the Provably
   **API key** and **organisation id** — issued together at login; never hand-write them.

From 01bcf6f0715fa3ea7701428c36c4f96945011160 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 20:03:45 +0200
Subject: [PATCH 12/18] docs: update links in README and index for consistency
 and accuracy

---
 cookbooks/README.md | 20 ++++++++++----------
 docs/index.md       | 22 +++++++++++-----------
 2 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/cookbooks/README.md b/cookbooks/README.md
index 86d7f6f..d29c3bf 100644
--- a/cookbooks/README.md
+++ b/cookbooks/README.md
@@ -6,21 +6,21 @@ Runnable examples demonstrating SourceryKit integration with popular agent frame
 
 | Framework | Description | Domain |
 |---|---|---|
-| [OpenAI Agents SDK](openai_agents.md) | Basic agent with tool interception | Weather |
-| [LangChain](langchain_agent.md) | LangChain agent integration | Weather |
-| [Claude Agent SDK](claude_agent.md) | Claude agent integration | Weather |
+| [OpenAI Agents SDK](https://provably.ai/docs/cookbooks/openai_agents) | Basic agent with tool interception | Weather |
+| [LangChain](https://provably.ai/docs/cookbooks/langchain_agent) | LangChain agent integration | Weather |
+| [Claude Agent SDK](https://provably.ai/docs/cookbooks/claude_agent) | Claude agent integration | Weather |
 
 ## Multi-Agent Examples
 
 | Framework | Description | Domain | Pattern |
 |---|---|---|---|
-| [LangGraph](langgraph_multi_agent.md) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
-| [CrewAI](crewai_multi_agent.md) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
-| [OpenAI Agents SDK](openai_agents_multi_agent.md) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
-| [Claude Agent SDK](claude_agent_multi_tool.md) | Multi-tool-call verification | Weather | Same tool, multiple refs |
+| [LangGraph](https://provably.ai/docs/cookbooks/langgraph_multi_agent) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
+| [CrewAI](https://provably.ai/docs/cookbooks/crewai_multi_agent) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
+| [OpenAI Agents SDK](https://provably.ai/docs/cookbooks/openai_agents_multi_agent) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
+| [Claude Agent SDK](https://provably.ai/docs/cookbooks/claude_agent_multi_tool) | Multi-tool-call verification | Weather | Same tool, multiple refs |
 
 ## Choosing an Example
 
-- **Single-agent:** Start with [openai_agents](openai_agents.md) or [langchain_agent](langchain_agent.md) for basic integration.
-- **Multi-agent with healing:** Use [langgraph_multi_agent](langgraph_multi_agent.md) for automatic error recovery.
-- **Multi-agent with specialists:** Use [crewai_multi_agent](crewai_multi_agent.md) or [openai_agents_multi_agent](openai_agents_multi_agent.md).
+- **Single-agent:** Start with [openai_agents](https://provably.ai/docs/cookbooks/openai_agents) or [langchain_agent](https://provably.ai/docs/cookbooks/langchain_agent) for basic integration.
+- **Multi-agent with healing:** Use [langgraph_multi_agent](https://provably.ai/docs/cookbooks/langgraph_multi_agent) for automatic error recovery.
+- **Multi-agent with specialists:** Use [crewai_multi_agent](https://provably.ai/docs/cookbooks/crewai_multi_agent) or [openai_agents_multi_agent](https://provably.ai/docs/cookbooks/openai_agents_multi_agent).
diff --git a/docs/index.md b/docs/index.md
index 2367f68..415e132 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -2,20 +2,20 @@
 Welcome to the developer documentation for the Provably Python SDK (**SourceryKit**). This SDK brings verifiable guardrails to autonomous Python agents, making every outbound HTTP call observable, enforceable, and auditable.
 
 ## New to SourceryKit?
-* Start with the [README](src/main.md) for installation, environment configuration, and quick start concepts.
-* Follow the [End-to-End Walkthrough](getting_started/example.md) for a step-by-step code execution blueprint using local simulated steps.
+* Start with the [README](src/main) for installation, environment configuration, and quick start concepts.
+* Follow the [End-to-End Walkthrough](getting_started/example) for a step-by-step code execution blueprint using local simulated steps.
 
 ## Core Architecture & Pillars
-* Dive into the [Architecture Overview](pillars/architecture.md) for a deep dive into data topologies and verification design.
-* See [HTTP Interception](pillars/intercept.md) to learn how network calls are caught and recorded.
-* Learn about [Handoff & Evaluation](pillars/handoff.md) to construct structured data claims for deterministic validation.
-* Review [Trusted Endpoints](pillars/trusted-endpoints.md) to administer strict target destination routing policies.
+* Dive into the [Architecture Overview](pillars/architecture) for a deep dive into data topologies and verification design.
+* See [HTTP Interception](pillars/intercept) to learn how network calls are caught and recorded.
+* Learn about [Handoff & Evaluation](pillars/handoff) to construct structured data claims for deterministic validation.
+* Review [Trusted Endpoints](pillars/trusted-endpoints) to administer strict target destination routing policies.
 
 ## Cookbooks
-Explore how to integrate SourceryKit seamlessly into your favorite production development stack — see the [Cookbooks Overview](src/cookbooks/index.md) for a full comparison table and guidance on choosing an example.
+Explore how to integrate SourceryKit seamlessly into your favorite production development stack — see the [Cookbooks Overview](src/cookbooks/index) for a full comparison table and guidance on choosing an example.
 
 ## API Reference & Development
-* Consult the [CLI Reference](getting_started/cli.md) for all available commands, options, and usage examples.
-* Explore the [API Reference](api.md) for a complete mapping of all public functions, classes, and types.
-* See the [Contributing Guide](src/contribute.md) for codebase requirements, styling, and pull request procedures.
-* Check out the [Changelog](src/changelog.md) for tracking version upgrades and release history.
+* Consult the [CLI Reference](getting_started/cli) for all available commands, options, and usage examples.
+* Explore the [API Reference](api) for a complete mapping of all public functions, classes, and types.
+* See the [Contributing Guide](src/contribute) for codebase requirements, styling, and pull request procedures.
+* Check out the [Changelog](src/changelog) for tracking version upgrades and release history.

From 8c83d62cb1b776ecb48f09db3f18ccf4d753fd1c Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 20:07:09 +0200
Subject: [PATCH 13/18] docs: standardize section headers in multi-agent README
 files

---
 cookbooks/claude_agent_multi_tool/README.md   | 3 +--
 cookbooks/crewai_multi_agent/README.md        | 4 +++-
 cookbooks/langgraph_multi_agent/README.md     | 4 +++-
 cookbooks/openai_agents_multi_agent/README.md | 3 ++-
 4 files changed, 9 insertions(+), 5 deletions(-)

diff --git a/cookbooks/claude_agent_multi_tool/README.md b/cookbooks/claude_agent_multi_tool/README.md
index f0e0fe0..fb447ab 100644
--- a/cookbooks/claude_agent_multi_tool/README.md
+++ b/cookbooks/claude_agent_multi_tool/README.md
@@ -1,5 +1,4 @@
-# Claude Agent SDK — Multi-Tool-Call Demo
-
+# Claude Agent Multi-Tool
 This example demonstrates SourceryKit's multi-tool-call verification with the [Claude Agent SDK](https://github.com/anthropics/claude-agent-sdk-python). The agent calls the **same tool** (`get_weather`) twice with different cities (London and Paris). Each call produces a unique `sourcerykit_ref` (the database row UUID). The agent's claims reference the correct ref for each city, and the SDK maps each claim to the right intercept.
 
 ## How It Works
diff --git a/cookbooks/crewai_multi_agent/README.md b/cookbooks/crewai_multi_agent/README.md
index 2b76f11..34fe99c 100644
--- a/cookbooks/crewai_multi_agent/README.md
+++ b/cookbooks/crewai_multi_agent/README.md
@@ -1,4 +1,6 @@
-# CrewAI Multi-Agent — Invoice Auditing with Specialist Agents
+# CrewAI Multi-Agent
+
+## Invoice Auditing with Specialist Agents
 This example demonstrates multi-agent orchestration using [CrewAI](https://github.com/crewAIInc/crewAI) with SourceryKit verification. Three specialist agents each query a different ERP table, with centralized evaluation by the orchestrator.
 
 ## Flow
diff --git a/cookbooks/langgraph_multi_agent/README.md b/cookbooks/langgraph_multi_agent/README.md
index 9711986..bbe237d 100644
--- a/cookbooks/langgraph_multi_agent/README.md
+++ b/cookbooks/langgraph_multi_agent/README.md
@@ -1,4 +1,6 @@
-# LangGraph Multi-Agent — Travel Agency Flight Status
+# LangGraph Multi-Agent
+
+## Travel Agency Flight Status
 This example demonstrates a multi-agent pipeline using [LangGraph](https://github.com/langchain-ai/langgraph) with SourceryKit verification and conditional routing.
 
 ## Flow
diff --git a/cookbooks/openai_agents_multi_agent/README.md b/cookbooks/openai_agents_multi_agent/README.md
index 578ab7e..c54dfa5 100644
--- a/cookbooks/openai_agents_multi_agent/README.md
+++ b/cookbooks/openai_agents_multi_agent/README.md
@@ -1,5 +1,6 @@
-# OpenAI Agents SDK — Multi-Agent Customer Support
+# OpenAI Multi-Agent
 
+## Customer Support
 This example demonstrates multi-agent orchestration using the [OpenAI Agents SDK](https://github.com/openai/openai-agents-python) with SourceryKit verification. Three specialist agents each query a different customer support table, with centralized evaluation by the orchestrator.
 
 ## Flow

From c9e53bbcbb298b4a19c2313b29698b62f3346712 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 20:09:23 +0200
Subject: [PATCH 14/18] docs: add multi-tool-call verification example to
 Single-Agent section

---
 cookbooks/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/cookbooks/README.md b/cookbooks/README.md
index d29c3bf..0ea2014 100644
--- a/cookbooks/README.md
+++ b/cookbooks/README.md
@@ -9,6 +9,7 @@ Runnable examples demonstrating SourceryKit integration with popular agent frame
 | [OpenAI Agents SDK](https://provably.ai/docs/cookbooks/openai_agents) | Basic agent with tool interception | Weather |
 | [LangChain](https://provably.ai/docs/cookbooks/langchain_agent) | LangChain agent integration | Weather |
 | [Claude Agent SDK](https://provably.ai/docs/cookbooks/claude_agent) | Claude agent integration | Weather |
+| [Claude Agent SDK](https://provably.ai/docs/cookbooks/claude_agent_multi_tool) | Multi-tool-call verification | Weather |
 
 ## Multi-Agent Examples
 
@@ -17,7 +18,6 @@ Runnable examples demonstrating SourceryKit integration with popular agent frame
 | [LangGraph](https://provably.ai/docs/cookbooks/langgraph_multi_agent) | Sequential pipeline with conditional routing | Travel agency | Fetcher → Evaluator → Healer |
 | [CrewAI](https://provably.ai/docs/cookbooks/crewai_multi_agent) | Flow with specialist agents | Invoice auditing | Specialists → Build → Evaluate |
 | [OpenAI Agents SDK](https://provably.ai/docs/cookbooks/openai_agents_multi_agent) | Orchestrator-driven verification | Customer support | Orchestrator → Specialists → Verify |
-| [Claude Agent SDK](https://provably.ai/docs/cookbooks/claude_agent_multi_tool) | Multi-tool-call verification | Weather | Same tool, multiple refs |
 
 ## Choosing an Example
 

From 1efb49c6b3149dbd08faca3814f1645204ee1688 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Tue, 14 Jul 2026 22:23:08 +0200
Subject: [PATCH 15/18] docs: add missing titles to configuration items and
 format pages for consistency

---
 docs/docs.config.ts | 10 ++++------
 1 file changed, 4 insertions(+), 6 deletions(-)

diff --git a/docs/docs.config.ts b/docs/docs.config.ts
index 0321e02..7c28e1a 100644
--- a/docs/docs.config.ts
+++ b/docs/docs.config.ts
@@ -16,7 +16,7 @@ const config: RootConfig = {
 			title: "Getting Started",
 			icon: "Rocket",
 			pages: [
-				{ id: "introduction", icon: "BookOpen" },
+				{ id: "introduction", title: "Introduction", icon: "BookOpen" },
 				{ id: "end-to-end-walkthrough", icon: "Route" },
 				{ id: "cli", icon: "Terminal" },
 				{ id: "onboarding", icon: "UserPlus" },
@@ -52,9 +52,7 @@ const config: RootConfig = {
 			id: "migrations",
 			title: "Migration",
 			icon: "ChefHat",
-			pages: [
-				{ id: "v1_0", icon: "BookMarked" }
-			],
+			pages: [{ id: "v1_0", icon: "BookMarked" }],
 		},
 		{
 			id: "project",
@@ -63,9 +61,9 @@ const config: RootConfig = {
 			pages: [
 				{ id: "CHANGELOG", icon: "History" },
 				{ id: "CONTRIBUTING", icon: "GitPullRequest" },
-				{ id: "LICENSE", icon: "Scale" }
+				{ id: "LICENSE", icon: "Scale" },
 			],
-		}
+		},
 	],
 };
 

From 6772aa81340330e210c04f55b74af6f96ce7e98f Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Wed, 15 Jul 2026 10:32:30 +0200
Subject: [PATCH 16/18] docs: update icons for architecture, trusted-endpoints,
 and migration pages

---
 docs/docs.config.ts | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/docs/docs.config.ts b/docs/docs.config.ts
index 7c28e1a..037801c 100644
--- a/docs/docs.config.ts
+++ b/docs/docs.config.ts
@@ -27,9 +27,9 @@ const config: RootConfig = {
 			title: "Architecture & Pillars",
 			icon: "BookOpen",
 			pages: [
-				{ id: "architecture", icon: "Blocks" },
+				{ id: "architecture", icon: "Building2" },
 				{ id: "intercept", icon: "Shield" },
-				{ id: "trusted-endpoints", icon: "Lock" },
+				{ id: "trusted-endpoints", icon: "ListChecks" },
 				{ id: "handoff", icon: "ArrowRightLeft" },
 			],
 		},
@@ -52,7 +52,7 @@ const config: RootConfig = {
 			id: "migrations",
 			title: "Migration",
 			icon: "ChefHat",
-			pages: [{ id: "v1_0", icon: "BookMarked" }],
+			pages: [{ id: "v1_0", icon: "GitBranch" }],
 		},
 		{
 			id: "project",

From 868236c1d34fea73304aa7a87848a97109989646 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Wed, 15 Jul 2026 10:38:10 +0200
Subject: [PATCH 17/18] docs: update interceptor terminology

---
 docs/docs.config.ts                           | 2 +-
 docs/pillars/architecture.md                  | 2 +-
 docs/pillars/{intercept.md => interceptor.md} | 0
 3 files changed, 2 insertions(+), 2 deletions(-)
 rename docs/pillars/{intercept.md => interceptor.md} (100%)

diff --git a/docs/docs.config.ts b/docs/docs.config.ts
index 037801c..1cd909a 100644
--- a/docs/docs.config.ts
+++ b/docs/docs.config.ts
@@ -28,7 +28,7 @@ const config: RootConfig = {
 			icon: "BookOpen",
 			pages: [
 				{ id: "architecture", icon: "Building2" },
-				{ id: "intercept", icon: "Shield" },
+				{ id: "interceptor", icon: "Shield" },
 				{ id: "trusted-endpoints", icon: "ListChecks" },
 				{ id: "handoff", icon: "ArrowRightLeft" },
 			],
diff --git a/docs/pillars/architecture.md b/docs/pillars/architecture.md
index 82c5ee8..bb947a1 100644
--- a/docs/pillars/architecture.md
+++ b/docs/pillars/architecture.md
@@ -32,6 +32,6 @@ SourceryKit intercepts an agent’s outbound HTTP calls, enforces endpoint polic
 
 - [Onboarding](https://provably.ai/docs/getting_started/onboarding) — one-time account, credentials, and database setup
 - [End-to-End Walkthrough](https://provably.ai/docs/getting_started/end-to-end-walkthrough) — run the whole flow in code
-- [Intercept](https://provably.ai/docs/pillars/intercept) — how outbound HTTP calls are captured and recorded
+- [Interceptor](https://provably.ai/docs/pillars/intercept) — how outbound HTTP calls are captured and recorded
 - [Handoff](https://provably.ai/docs/pillars/handoff) — building claims and reading the verdict
 - [Trusted Endpoints](https://provably.ai/docs/pillars/trusted-endpoints) — the outbound allow-list
diff --git a/docs/pillars/intercept.md b/docs/pillars/interceptor.md
similarity index 100%
rename from docs/pillars/intercept.md
rename to docs/pillars/interceptor.md

From 6502a8da094aa90805e54bbc68e0e65a15919b00 Mon Sep 17 00:00:00 2001
From: SimoneBottoni <simone.bottoni94@gmail.com>
Date: Wed, 15 Jul 2026 10:55:21 +0200
Subject: [PATCH 18/18] docs: update terminology from "intercept" to
 "interceptor" for consistency

---
 README.md                         | 2 +-
 docs/index.md                     | 2 +-
 docs/pillars/architecture.md      | 6 +++---
 docs/pillars/handoff.md           | 2 +-
 docs/pillars/trusted-endpoints.md | 2 +-
 5 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index 54742ab..cf9c247 100644
--- a/README.md
+++ b/README.md
@@ -159,7 +159,7 @@ Want to dig into the details? Check out our documentation and specific guides:
 
 ### Technical Guides
 - [Architecture Overview](https://provably.ai/docs/pillars/architecture)
-- [HTTP Interception](https://provably.ai/docs/pillars/intercept)
+- [HTTP Interception](https://provably.ai/docs/pillars/interceptor)
 - [Managing Trusted Endpoints](https://provably.ai/docs/pillars/trusted-endpoints)
 - [Handoff Contracts & Evaluation](https://provably.ai/docs/pillars/handoff)
 
diff --git a/docs/index.md b/docs/index.md
index 415e132..b7f8813 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -7,7 +7,7 @@ Welcome to the developer documentation for the Provably Python SDK (**SourceryKi
 
 ## Core Architecture & Pillars
 * Dive into the [Architecture Overview](pillars/architecture) for a deep dive into data topologies and verification design.
-* See [HTTP Interception](pillars/intercept) to learn how network calls are caught and recorded.
+* See [HTTP Interception](pillars/interceptor) to learn how network calls are caught and recorded.
 * Learn about [Handoff & Evaluation](pillars/handoff) to construct structured data claims for deterministic validation.
 * Review [Trusted Endpoints](pillars/trusted-endpoints) to administer strict target destination routing policies.
 
diff --git a/docs/pillars/architecture.md b/docs/pillars/architecture.md
index bb947a1..5a6d84f 100644
--- a/docs/pillars/architecture.md
+++ b/docs/pillars/architecture.md
@@ -14,11 +14,11 @@ SourceryKit intercepts an agent’s outbound HTTP calls, enforces endpoint polic
 
 - **Bootstrap System**: Handles one-time initialization, including database schema setup and resource registration, before the agent starts executing. See [README](https://github.com/ProvablyAI/sourcerykit).
 
-- **HTTP Interceptor**: Intercepts outbound HTTP calls to enforce policies and record payloads. Untrusted requests are blocked before leaving the process. See [intercept](https://provably.ai/docs/pillars/intercept).
+- **HTTP Interceptor**: Intercepts outbound HTTP calls to enforce policies and record payloads. Untrusted requests are blocked before leaving the process. See [interceptor](https://provably.ai/docs/pillars/interceptor).
 
 - **Database Tables**:
   - **Trusted Endpoints**: A registry of allowed endpoints used by the Interceptor to validate outbound requests. See [trusted-endpoints](https://provably.ai/docs/pillars/trusted-endpoints).
-  - **Intercepts**: An append-only table storing detailed records of every outbound HTTP request and response. The Provably backend uses these records to generate cryptographic proofs. See [intercept](https://provably.ai/docs/pillars/intercept).
+  - **Intercepts**: An append-only table storing detailed records of every outbound HTTP request and response. The Provably backend uses these records to generate cryptographic proofs. See [interceptor](https://provably.ai/docs/pillars/interceptor).
 
 - **Handoff Payload**: A structured data format used to pass claims about external calls between agents or services. See [handoff](https://provably.ai/docs/pillars/handoff).
 
@@ -32,6 +32,6 @@ SourceryKit intercepts an agent’s outbound HTTP calls, enforces endpoint polic
 
 - [Onboarding](https://provably.ai/docs/getting_started/onboarding) — one-time account, credentials, and database setup
 - [End-to-End Walkthrough](https://provably.ai/docs/getting_started/end-to-end-walkthrough) — run the whole flow in code
-- [Interceptor](https://provably.ai/docs/pillars/intercept) — how outbound HTTP calls are captured and recorded
+- [Interceptor](https://provably.ai/docs/pillars/interceptor) — how outbound HTTP calls are captured and recorded
 - [Handoff](https://provably.ai/docs/pillars/handoff) — building claims and reading the verdict
 - [Trusted Endpoints](https://provably.ai/docs/pillars/trusted-endpoints) — the outbound allow-list
diff --git a/docs/pillars/handoff.md b/docs/pillars/handoff.md
index 288b5ad..8ffbbac 100644
--- a/docs/pillars/handoff.md
+++ b/docs/pillars/handoff.md
@@ -109,4 +109,4 @@ When `evaluate_handoff` is invoked, the evaluator validates data integrity throu
 
 5. **Final Verdict**: The run receives a final PASS verdict only if the cryptographic proof is valid and every individual claim satisfies its verification rules.
 
-For details on how database logging works, see [architecture](https://provably.ai/docs/pillars/architecture). To learn how HTTP requests are captured in real-time, see [intercept](https://provably.ai/docs/pillars/intercept).
+For details on how database logging works, see [architecture](https://provably.ai/docs/pillars/architecture). To learn how HTTP requests are captured in real-time, see [interceptor](https://provably.ai/docs/pillars/interceptor).
diff --git a/docs/pillars/trusted-endpoints.md b/docs/pillars/trusted-endpoints.md
index 5c562a3..1ff49ff 100644
--- a/docs/pillars/trusted-endpoints.md
+++ b/docs/pillars/trusted-endpoints.md
@@ -70,4 +70,4 @@ Scans a handoff payload and verifies that every external URL referenced within i
 
 
 
-For details on how the Interceptor blocks these calls, see [intercept](https://provably.ai/docs/pillars/intercept). To see how database tables fit into the wider architecture, see [architecture](https://provably.ai/docs/pillars/architecture).
+For details on how the Interceptor blocks these calls, see [interceptor](https://provably.ai/docs/pillars/interceptor). To see how database tables fit into the wider architecture, see [architecture](https://provably.ai/docs/pillars/architecture).