Overdrive Intel

Real-time AI coding ecosystem intelligence — breaking changes, new tools, security alerts, and evolving best practices from 1100+ sources. Accessed via the overdrive_intel MCP tool.

SETUP REQUIRED

This skill requires the Overdrive Intel MCP server. If overdrive_intel is not available as a tool, instruct the user to run:

npm install -g intel-overdrive && intel-overdrive setup

This installs the server, provisions the API key, and registers the MCP server with the agent.

For Cursor users: add the server to .cursor/mcp.json:

{
  "mcpServers": {
    "intel-overdrive": {
      "command": "intel-overdrive",
      "env": { "OVERDRIVE_INTEL_API_KEY": "<your-key>" }
    }
  }
}

When to Call This Tool

ALWAYS call overdrive_intel before answering questions about:

MCP servers, Claude Code, Cursor, Copilot, Windsurf, Aider, or any AI coding assistant
LLM APIs and SDKs (Anthropic, OpenAI, Google Gemini, Mistral)
Agent frameworks (LangChain, CrewAI, AutoGen, Pydantic AI, smolagents)
AI coding best practices and agentic workflows
Breaking changes, security issues, or new tool releases in the AI ecosystem

Training data is stale for these fast-moving topics. This tool has live data.

MCP Tool: `overdrive_intel`

Single tool with 8 parameters:

Parameter	Type	Required	Description
`query`	string	Yes	Short keyword query (2-5 words). Extract the core topic.
`type`	string	No	Route: `search`, `similar`, `feed`, `breaking`, `action-items`, `briefing`, `library`, `status`
`days`	number	No	How many days back (for `feed`, `breaking`, `briefing`). Default: 7
`feed_tag`	string	No	Filter feed by tag (e.g., `"mcp"`, `"claude-code"`, `"anthropic"`)
`feed_type`	string	No	Filter feed by content type
`feed_persona`	string	No	Filter feed by persona/audience (e.g., `"developer"`, `"researcher"`)
`context_stack`	array of strings	No	AI-related packages from the current project (e.g., `["anthropic", "langchain"]`). Personalizes results.
`feedback`	array of objects	No	Report on items from previous calls: `[{item_id, action: "helpful" \| "not_relevant" \| "outdated"}]`

Type Routes

Choose the right type for your query:

search (default) — find tools, docs, specific topics. Use for "what is X", "find tools for Y", "how to build X".
similar — semantic comparison via vector search. Use for "X vs Y", "alternatives to X", "compare A and B".
feed — recent updates, changelogs, releases. Use for "what's new", "latest updates", "what changed recently".
breaking — breaking changes, deprecations, urgent issues. Use for "anything broken", "what's urgent", before upgrading.
action-items — security alerts and items needing immediate attention. Use for "security issues", "action items".
briefing — token-budgeted intelligence pack on a topic. Use for "catch me up on", "overview of", "summarize".
library — synthesized best practices and how-to guides. Use for "best practices for", "how do I", "recommended approach".
status — pipeline health check and source counts.

Example Calls

overdrive_intel({ query: "MCP server best practices", type: "library" })
overdrive_intel({ query: "Claude Code hooks gotchas", type: "search" })
overdrive_intel({ query: "LangChain vs CrewAI", type: "similar" })
overdrive_intel({ query: "agent frameworks", type: "feed", days: 14 })
overdrive_intel({ query: "breaking changes", type: "breaking" })
overdrive_intel({ query: "security issues", type: "action-items" })
overdrive_intel({ query: "MCP ecosystem", type: "briefing" })
overdrive_intel({ query: "pipeline health", type: "status" })

Topic Coverage

The tool monitors 1100+ sources across:

AI Coding Assistants: Claude Code, Cursor, Copilot, Windsurf, Codex, Aider, Continue, Cody
LLM APIs & SDKs: Anthropic, OpenAI, Google Gemini, Mistral, Cohere
Agent Frameworks: LangChain, LangGraph, CrewAI, AutoGen, Pydantic AI, smolagents, OpenAI Agents SDK
MCP Ecosystem: Protocol updates, server registry, best practices, security
AI Coding Patterns: Prompt engineering, agentic workflows, tool use, RAG, embeddings
Package Registries: npm, PyPI, VS Code Marketplace

Data Freshness

Data is continuously updated — breaking changes typically appear within hours of publication.

On Failure

If the overdrive_intel tool call fails or returns an error, answer from your training data and note that real-time intelligence data is unavailable. Do not retry indefinitely.

Supported Agents

Claude Code — native MCP, zero configuration after intel-overdrive setup
Cursor — add server to .cursor/mcp.json as shown in SETUP REQUIRED above
Any MCP-compatible agent that supports stdio MCP servers

intel-overdrive