Tool Discovery

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: "jira" })

# 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: Check Team Status

Task: "What are the blockers for the team?"

# Step 1: Find blocker-related tools
discover_tools({ mode: "search", query: "blockers" })
# Returns: ai_first_get_blockers

# Step 2: Use the discovered tool
ai_first_get_blockers({})

Example 2: Weekly Summary

Task: "Give me a weekly summary of the team's progress"

# Step 1: Find weekly summary tools
discover_tools({ mode: "browse", category: "jira" })
# Returns: ai_first_get_weekly_summary, ai_first_get_completed_this_week, etc.

# Step 2: Get the summary
ai_first_get_weekly_summary({})

Example 3: Notify Team on Slack

Task: "Send a message to the team channel about blockers"

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

# Step 2: Get blockers and send message
ai_first_get_blockers({})
ai_first_slack_send_channel_message({ channel: "#orienter", message: "Current blockers: ..." })

Example 4: 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 5: Update Presentation

Task: "Update the weekly presentation with completed JIRA issues"

# Step 1: Discover needed tools across categories
discover_tools({ mode: "browse", category: "jira" })   # For completed issues
discover_tools({ mode: "browse", category: "docs" })   # For slides

# Step 2: Execute workflow
ai_first_get_completed_this_week({})
ai_first_slides_update_weekly({ presentationUrl: "..." })

Search Tips

• Exact tool names get highest scores: discover_tools({ query: "ai_first_get_blockers" })
• 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:

JIRA:

• ai_first_get_in_progress - Current work
• ai_first_get_blockers - Blocked issues
• ai_first_get_daily_digest - Today's summary
• ai_first_get_weekly_summary - Week overview

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