Merge branch 'main' into feature/add-codegpt-mcp-client

Author: davila7

docs/clients.mdx

@@ -15,7 +15,7 @@ This page provides an overview of applications that support the Model Context Pr
 | [AgentAI][AgentAI]                          | ❌          | ❌        | ✅      | ❓                     | ❌          | ❌    | Agent Library written in Rust with tools support                            |
 | [AgenticFlow][AgenticFlow]                  | ✅          | ✅        | ✅      | ✅                     | ❌          | ❌    | Supports tools, prompts, and resources for no-code AI agents and multi-agent workflows.             |
 | [Amazon Q CLI][Amazon Q CLI]                | ❌          | ✅        | ✅      | ❓                     | ❌          | ❌    | Supports prompts and tools.                                                 |
-| [Apify MCP Tester][Apify MCP Tester]        | ❌          | ❌        | ✅      | ✅                     | ❌          | ❌    | Supports tools                                                              |
+| [Apify MCP Tester][Apify MCP Tester]        | ❌          | ❌        | ✅      | ✅                     | ❌          | ❌    | Supports remote MCP servers and tool discovery.                             |
 | [BeeAI Framework][BeeAI Framework]          | ❌          | ❌        | ✅      | ❌                     | ❌          | ❌    | Supports tools in agentic workflows.                                        |
 | [BoltAI][BoltAI]                            | ❌          | ❌        | ✅      | ❓                     | ❌          | ❌    | Supports tools.                                                             |
 | [Claude.ai][Claude.ai]                      | ✅          | ✅        | ✅      | ❌                     | ❌          | ❌    | Supports tools, prompts, and resources for remote MCP servers.             |
@@ -45,6 +45,7 @@ This page provides an overview of applications that support the Model Context Pr
 | [Microsoft Copilot Studio]                  | ❌          | ❌        | ✅      | ❓                     | ❌          | ❌    | Supports tools                                                              |
 | [MindPal][MindPal]                          | ❌          | ❌        | ✅      | ❓                     | ❌          | ❌    | Supports tools for no-code AI agents and multi-agent workflows.             |
 | [Msty Studio][Msty Studio]                  | ❌          | ❌        | ✅      | ❓                     | ❌          | ❌    | Supports tools                                                              |
+| [NVIDIA Agent Intelligence toolkit][AIQ toolkit] | ❌     | ❌        | ✅      | ❓                     | ❌          | ❌    | Supports tools in agentic workflows.                                        |
 | [OpenSumi][OpenSumi]                        | ❌          | ❌        | ✅      | ❓                     | ❌          | ❌    | Supports tools in OpenSumi                                                  |
 | [oterm][oterm]                              | ❌          | ✅        | ✅      | ❓                     | ✅          | ❌    | Supports tools, prompts and sampling for Ollama.                                                 |
 | [Postman][postman]                          | ✅          | ✅        | ✅      | ❓                     | ❌          | ❌    | Supports tools, resources, prompts, and sampling                                                 |
@@ -65,6 +66,7 @@ This page provides an overview of applications that support the Model Context Pr
 [5ire]: https://github.com/nanbingxyz/5ire
 [AgentAI]: https://github.com/AdamStrojek/rust-agentai
 [AgenticFlow]: https://agenticflow.ai/mcp
+[AIQ toolkit]: https://github.com/NVIDIA/AIQToolkit
 [Amazon Q CLI]: https://github.com/aws/amazon-q-developer-cli
 [Apify MCP Tester]: https://apify.com/jiri.spilka/tester-mcp-client
 [BeeAI Framework]: https://i-am-bee.github.io/beeai-framework
@@ -118,6 +120,7 @@ This page provides an overview of applications that support the Model Context Pr
 [HyperAgent]: https://github.com/hyperbrowserai/HyperAgent
 [Discovery]: /docs/concepts/tools#tool-discovery-and-updates
 
+
 </div>
 
 ## Client details
@@ -450,6 +453,19 @@ Programmatically assemble prompts for LLMs using [GenAIScript](https://microsoft
 **Learn more:**
 - [Msty Studio Documentation](https://docs.msty.studio/features/toolbox/tools)
 
+### NVIDIA Agent Intelligence (AIQ) toolkit
+[NVIDIA Agent Intelligence (AIQ) toolkit](https://github.com/NVIDIA/AIQToolkit) is a flexible, lightweight, and unifying library that allows you to easily connect existing enterprise agents to data sources and tools across any framework.
+
+**Key features:**
+- Acts as an MCP **client** to consume remote tools
+- Acts as an MCP **server** to expose tools
+- Framework agnostic and compatible with LangChain, CrewAI, Semantic Kernel, and custom agents
+- Includes built-in observability and evaluation tools
+
+**Learn more:**
+- [AIQ toolkit GitHub repository](https://github.com/NVIDIA/AIQToolkit)
+- [AIQ toolkit MCP documentation](https://docs.nvidia.com/aiqtoolkit/latest/workflows/mcp/index.html)
+
 ### OpenSumi
 [OpenSumi](https://github.com/opensumi/core) is a framework helps you quickly build AI Native IDE products.
 

docs/docs/tools/debugging.mdx

@@ -38,7 +38,7 @@ The Claude.app interface provides basic server status information:
    - Connected servers
    - Available prompts and resources
 
-2. Click the <img src="/images/claude-desktop-mcp-hammer-icon.svg" style={{display: 'inline', margin: 0, height: '1.3em'}} /> icon to view:
+2. Click the "Search and tools" <img src="/images/claude-desktop-mcp-slider.svg" style={{display: 'inline', margin: 0, height: '1.3em'}} /> icon to view:
    - Tools made available to the model
 
 ### Viewing logs

docs/examples.mdx

@@ -1,5 +1,5 @@
 ---
-title: Example Servers 
+title: Example Servers
 description: 'A list of example servers and implementations'
 ---
 
@@ -38,38 +38,11 @@ These official reference servers demonstrate core MCP features and SDK usage:
 
 ## Official integrations
 
-These MCP servers are maintained by companies for their platforms:
+Visit the [MCP Servers Repository (Official Integrations section)](https://github.com/modelcontextprotocol/servers?tab=readme-ov-file#%EF%B8%8F-official-integrations) for a list of MCP servers maintained by companies for their platforms.
 
-- **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze logs, traces, and event data using natural language
-- **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud
-- **[BrowserStack](https://github.com/browserstack/mcp-server)** - Access BrowserStack's [Test Platform](https://www.browserstack.com/test-platform) to debug, write and fix tests, do accessibility testing and more.
-- **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy and manage resources on the Cloudflare developer platform
-- **[E2B](https://github.com/e2b-dev/mcp-server)** - Execute code in secure cloud sandboxes
-- **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
-- **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through Markdown notes in Obsidian vaults
-- **[Prisma](https://pris.ly/docs/mcp-server)** - Manage and interact with Prisma Postgres databases
-- **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory using the Qdrant vector search engine
-- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Access crash reporting and monitoring data
-- **[Search1API](https://github.com/fatwang2/search1api-mcp)** - Unified API for search, crawling, and sitemaps
-- **[Snyk](https://github.com/snyk/snyk-ls/tree/main/mcp_extension)** - Enhance security posture by embedding [Snyk](https://snyk.io) vulnerability scanning directly into agentic workflows.
-- **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with the Stripe API
-- **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interface with the Tinybird serverless ClickHouse platform
-- **[Weaviate](https://github.com/weaviate/mcp-server-weaviate)** - Enable Agentic RAG through your Weaviate collection(s)
+## Community implementations
 
-## Community highlights
-
-A growing ecosystem of community-developed servers extends MCP's capabilities:
-
-- **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Manage containers, images, volumes, and networks
-- **[Kubernetes](https://github.com/Flux159/mcp-server-kubernetes)** - Manage pods, deployments, and services
-- **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Project management and issue tracking
-- **[Snowflake](https://github.com/datawiz168/mcp-snowflake-service)** - Interact with Snowflake databases
-- **[Spotify](https://github.com/varunneal/spotify-mcp)** - Control Spotify playback and manage playlists
-- **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Task management integration
-
-> **Note:** Community servers are untested and should be used at your own risk. They are not affiliated with or endorsed by Anthropic.
-
-For a complete list of community servers, visit the [MCP Servers Repository](https://github.com/modelcontextprotocol/servers).
+Visit the [MCP Servers Repository (Community section)](https://github.com/modelcontextprotocol/servers?tab=readme-ov-file#-community-servers) for a list of MCP servers maintained by community members.
 
 ## Getting started
 
@@ -120,12 +93,6 @@ To use an MCP server with Claude, add it to your configuration:
 
 ## Additional resources
 
-- [MCP Servers Repository](https://github.com/modelcontextprotocol/servers) - Complete collection of reference implementations and community servers
-- [Awesome MCP Servers](https://github.com/punkpeye/awesome-mcp-servers) - Curated list of MCP servers
-- [MCP CLI](https://github.com/wong2/mcp-cli) - Command-line inspector for testing MCP servers
-- [MCP Get](https://mcp-get.com) - Tool for installing and managing MCP servers
-- [Pipedream MCP](https://mcp.pipedream.com) - MCP servers with built-in auth for 3,000+ APIs and 10,000+ tools
-- [Supergateway](https://github.com/supercorp-ai/supergateway) - Run MCP stdio servers over SSE
-- [Zapier MCP](https://zapier.com/mcp) - MCP Server with over 7,000+ apps and 30,000+ actions
+Visit the [MCP Servers Repository (Resources section)](https://github.com/modelcontextprotocol/servers?tab=readme-ov-file#-resources) for a collection of other resources and projects related to MCP.
 
 Visit our [GitHub Discussions](https://github.com/orgs/modelcontextprotocol/discussions) to engage with the MCP community.

docs/images/available-mcp-tools.png

@@ -1624,21 +1624,21 @@ Save the file, and restart **Claude for Desktop**.
 
 ### Test with commands
 
-Let's make sure Claude for Desktop is picking up the two tools we've exposed in our `weather` server. You can do this by looking for the hammer <img src="/images/claude-desktop-mcp-hammer-icon.svg" style={{display: 'inline', margin: 0, height: '1.3em'}} /> icon:
+Let's make sure Claude for Desktop is picking up the two tools we've exposed in our `weather` server. You can do this by looking for the "Search and tools" <img src="/images/claude-desktop-mcp-slider.svg" style={{display: 'inline', margin: 0, height: '1.3em'}} /> icon:
 
 <Frame>
   <img src="/images/visual-indicator-mcp-tools.png" />
 </Frame>
 
-After clicking on the hammer icon, you should see two tools listed:
+After clicking on the slider icon, you should see two tools listed:
 
 <Frame>
   <img src="/images/available-mcp-tools.png" />
 </Frame>
 
 If your server isn't being picked up by Claude for Desktop, proceed to the [Troubleshooting](#troubleshooting) section for debugging tips.
 
-If the hammer icon has shown up, you can now test your server by running the following commands in Claude for Desktop:
+If the tool settings icon has shown up, you can now test your server by running the following commands in Claude for Desktop:
 
 - What's the weather in Sacramento?
 - What are the active weather alerts in Texas?