Tool Discovery System

This MCP server uses a discovery-based tool loading pattern to reduce context overhead. Instead of loading all 35+ tools upfront, only the discover_tools meta-tool is exposed. Use it to find and load the specific tools needed for your task.

Quick Reference

# List all categories
discover_tools({ mode: "list_categories" })

# Browse tools in a category
discover_tools({ mode: "browse", category: "messaging" })

# Search by natural language
discover_tools({ mode: "search", query: "send slack message" })

# Search by intent
discover_tools({ mode: "search", intent: "check team blockers" })

Tool Categories

Workflow: Starting a Task

Always discover tools before attempting to use them.

1. Identify what you need to accomplish
2. Call discover_tools with appropriate mode
3. Review returned tool schemas
4. Execute the discovered tools

Examples

Example 1: Notify Team on Slack

Task: "Send a message to the team channel"

# Step 1: Find messaging tools
discover_tools({ mode: "search", query: "send slack channel message" })
# Returns: ai_first_slack_send_channel_message

# Step 2: Send the message
ai_first_slack_send_channel_message({ channel: "#orienter", message: "Quick update..." })

Example 2: Find Upcoming Meetings

Task: "What meetings do I have this week?"

# Step 1: Find calendar tools
discover_tools({ mode: "browse", category: "google" })
# Returns: google_calendar_list_events

# Step 2: List events
google_calendar_list_events({ days: 7 })

Example 3: Search WhatsApp History

Task: "Find messages about the project deadline"

# Step 1: Find WhatsApp tools
discover_tools({ mode: "browse", category: "whatsapp" })
# Returns: whatsapp_search_messages, whatsapp_get_conversation, etc.

# Step 2: Search messages
whatsapp_search_messages({ text: "project deadline" })

Example 4: Update Presentation Text

Task: "Replace placeholders in the weekly slides"

# Step 1: Find Slides tools
discover_tools({ mode: "browse", category: "docs" })
# Returns: ai_first_slides_update_text

# Step 2: Update text placeholders
ai_first_slides_update_text({ presentationUrl: "...", replacements: [{ placeholder: "{{WEEK_ENDING}}", replacement: "Jan 26" }] })

Search Tips

• Exact tool names get highest scores: discover_tools({ query: "ai_first_slack_send_channel_message" })
• Keywords work well: "blocker", "sprint", "slack", "whatsapp"
• Intent phrases find related tools: "notify team about progress"
• Use limit to reduce results: discover_tools({ mode: "search", query: "message", limit: 5 })

Common Tool Names

Quick reference for frequently used tools:

Messaging (Slack):

• ai_first_slack_send_dm - Direct message
• ai_first_slack_send_channel_message - Channel post
• ai_first_slack_get_channel_messages - Read channel history

WhatsApp:

• whatsapp_search_messages - Search message history
• whatsapp_get_conversation - Get chat with contact
• whatsapp_list_groups - List groups