How should metabase-ai-assistant be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this mcp.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

metabase-ai-assistant answer-first brief

The most powerful MCP Server for Metabase - 134 tools with structured output, AI-powered SQL generation, dashboard automation, user management & enterprise BI. MCP SDK v1.26.0 compliant. Works with Claude, Cursor, and any MCP-compatible AI. <div align="center"> 🚀 Metabase AI Assistant **The Most Powerful MCP Server for Metabase** **134 Tools** • **MCP SDK v1.26.0** • **AI-Powered SQL** • **Structured Output** • **Enterprise Security** $1 $1 $1 $1 $1 $1 $1 $1 $1 --- **Turn your AI assistant into a Metabase power user.** Generate SQL from natural language, create dashboards, manage users, and automate BI workflows. $1 • $1 • $1 • $1 </div> --- ⭐ Why This Capability contract not published. No trust telemetry is available yet. 16 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

metabase-ai-assistant is best for mcp, mcp-server, model-context-protocol workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB MCP, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 100/100

metabase-ai-assistant

MCPself-declared

Public facts

Change events

Artifacts

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals16 GitHub stars

Capability contract not published. No trust telemetry is available yet. 16 GitHub stars reported by the source. Last updated 2/25/2026.

16 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Enessari

Artifacts

Benchmarks

Last release

4.2.0

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 16 GitHub stars reported by the source. Last updated 2/25/2026.

View Source

Setup snapshot

git clone https://github.com/enessari/metabase-ai-assistant.git

1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Enessari

profilemedium

Observed Feb 25, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

MCP

contractmedium

Observed Feb 25, 2026Source link Provenance

Adoption (1)

Adoption signal

16 GitHub stars

profilemedium

Observed Feb 25, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

Examples

Snippets

Languages

typescript

Executable Examples

bash

npx metabase-ai-assistant

json

{
  "mcpServers": {
    "metabase": {
      "command": "npx",
      "args": ["-y", "metabase-ai-assistant"],
      "env": {
        "METABASE_URL": "https://your-metabase.com",
        "METABASE_API_KEY": "mb_your_api_key"
      }
    }
  }
}

text

You: "Show me total revenue by product category for the last 30 days"
AI: Uses ai_sql_generate → Runs query → Returns formatted results

text

You: "Create an executive dashboard for our e-commerce sales"
AI: Uses mb_dashboard_template_executive → Creates fully configured dashboard

text

You: "What tables are related to 'orders' and show their relationships"
AI: Uses db_relationships_detect → Returns complete ER diagram info

text

You: "DROP TABLE users" 
AI: 🔒 Blocked - Read-only mode active

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Full README

🚀 Metabase AI Assistant

The Most Powerful MCP Server for Metabase

134 Tools • MCP SDK v1.26.0 • AI-Powered SQL • Structured Output • Enterprise Security

Turn your AI assistant into a Metabase power user.
Generate SQL from natural language, create dashboards, manage users, and automate BI workflows.

📦 Install Now • 📖 Documentation • 🎯 Features • ⭐ Star Us

</div>

⭐ Why This Project?

"I analyzed every Metabase MCP server on the market. This one has 4x more tools and features than any competitor."

| Feature | This Project | Other MCP Servers | |---------|:----------------:|:-----------------:| | Total Tools | 134 ✅ | 6-30 | | AI SQL Generation | ✅ | ❌ | | AI SQL Optimization | ✅ | ❌ | | Dashboard Templates | ✅ | ❌ | | User Management | ✅ | ❌ | | Workspace Export/Import | ✅ | ❌ | | Read-Only Security Mode | ✅ | ✅ | | Response Caching | ✅ | ✅ | | Activity Logging | ✅ | ❌ | | Metadata Analytics | ✅ | ❌ | | Parametric Questions | ✅ | ❌ | | Environment Comparison | ✅ | ❌ | | Structured Output (JSON) | ✅ | ❌ | | Tool Annotations | ✅ | ❌ |

🚀 Quick Start

One-Line Install

npx metabase-ai-assistant

Add to Claude Desktop / Cursor

{
  "mcpServers": {
    "metabase": {
      "command": "npx",
      "args": ["-y", "metabase-ai-assistant"],
      "env": {
        "METABASE_URL": "https://your-metabase.com",
        "METABASE_API_KEY": "mb_your_api_key"
      }
    }
  }
}

That's it! Your AI assistant now has full Metabase superpowers. 🦸

🎯 What Can You Do?

💬 Natural Language → SQL

You: "Show me total revenue by product category for the last 30 days"
AI: Uses ai_sql_generate → Runs query → Returns formatted results

📊 Instant Dashboard Creation

You: "Create an executive dashboard for our e-commerce sales"
AI: Uses mb_dashboard_template_executive → Creates fully configured dashboard

🔍 Deep Database Exploration

You: "What tables are related to 'orders' and show their relationships"
AI: Uses db_relationships_detect → Returns complete ER diagram info

🛡️ Enterprise-Grade Security

You: "DROP TABLE users" 
AI: 🔒 Blocked - Read-only mode active

🔧 Complete Tool List (134)

🆕 All tools include MCP annotations and title. 16 priority tools support outputSchema + structuredContent for typed JSON responses.

<details> <summary><b>📊 Database Operations (25 tools)</b></summary>

| Tool | Description | |------|-------------| | db_list | List all databases | | db_schemas | Get schemas in a database | | db_tables | Get tables with fields | | sql_execute | Execute SQL queries | | db_table_create | Create tables (AI-prefixed) | | db_view_create | Create views | | db_matview_create | Create materialized views | | db_index_create | Create indexes | | db_vacuum_analyze | VACUUM and ANALYZE | | db_query_explain | EXPLAIN query plans | | db_table_stats | Table statistics | | db_index_usage | Index usage analysis | | db_schema_explore | Fast schema exploration | | db_schema_analyze | Deep schema analysis | | db_relationships_detect | Detect foreign keys | | ...and more |

</details> <details> <summary><b>🤖 AI-Powered Features (5 tools)</b></summary>

| Tool | Description | |------|-------------| | ai_sql_generate | Natural language → SQL | | ai_sql_optimize | Query optimization suggestions | | ai_sql_explain | Explain SQL in plain English | | ai_relationships_suggest | Suggest table relationships | | mb_auto_describe | Auto-generate descriptions |

</details> <details> <summary><b>📋 Question/Card Management (12 tools)</b></summary>

| Tool | Description | |------|-------------| | mb_question_create | Create new questions | | mb_questions | List all questions | | mb_question_create_parametric | Parametric questions | | mb_card_get | Get card details | | mb_card_update | Update cards | | mb_card_delete | Delete cards | | mb_card_archive | Archive cards | | mb_card_data | Get card data as JSON | | mb_card_copy | Copy cards | | mb_card_clone | Clone cards | | ...and more |

</details> <details> <summary><b>📈 Dashboard Management (14 tools)</b></summary>

| Tool | Description | |------|-------------| | mb_dashboard_create | Create dashboards | | mb_dashboards | List all dashboards | | mb_dashboard_get | Get dashboard details | | mb_dashboard_update | Update dashboards | | mb_dashboard_delete | Delete dashboards | | mb_dashboard_add_card | Add cards to dashboard | | mb_dashboard_add_filter | Add filters | | mb_dashboard_layout_optimize | Optimize layout | | mb_dashboard_template_executive | Executive templates | | ...and more |

</details> <details> <summary><b>👥 User & Permission Management (10 tools)</b></summary>

| Tool | Description | |------|-------------| | mb_user_list | List users | | mb_user_get | Get user details | | mb_user_create | Create users | | mb_user_update | Update users | | mb_user_disable | Disable users | | mb_permission_group_list | List groups | | mb_permission_group_create | Create groups | | ...and more |

</details> <details> <summary><b>📊 Metadata Analytics (14 tools)</b></summary>

| Tool | Description | |------|-------------| | mb_meta_overview | Instance health check | | mb_meta_query_performance | Query analytics | | mb_meta_content_usage | Content usage stats | | mb_meta_user_activity | User activity | | mb_meta_table_dependencies | Table dependencies | | mb_meta_impact_analysis | Breaking change analysis | | mb_meta_optimization_recommendations | Index suggestions | | mb_meta_export_workspace | Backup to JSON | | mb_meta_import_preview | Import dry-run | | mb_meta_compare_environments | Dev vs Prod diff | | mb_meta_auto_cleanup | Safe cleanup | | ...and more |

</details>

🛡️ Security Features

| Feature | Description | |---------|-------------| | 🔒 Read-Only Mode | Blocks INSERT, UPDATE, DELETE, DROP (default: enabled) | | 🏷️ AI Prefix | All AI-created objects use claude_ai_ prefix | | ✅ Explicit Approval | Destructive operations require confirmation | | 📝 Activity Logging | Full audit trail of all operations | | 🔐 Env Validation | Zod-validated environment variables | | 💾 Auto-Backup | Prompts for backup before destructive ops |

# Enable/disable read-only mode
METABASE_READ_ONLY_MODE=true  # Default: blocks write ops
METABASE_READ_ONLY_MODE=false # Allow write operations

⚙️ Configuration

Create a .env file:

# Required
METABASE_URL=https://your-metabase.com
METABASE_API_KEY=mb_your_api_key

# Or use username/password
# METABASE_USERNAME=admin@example.com
# METABASE_PASSWORD=your_password

# Security (defaults to true)
METABASE_READ_ONLY_MODE=true

# AI Features (optional)
ANTHROPIC_API_KEY=sk-ant-...
OPENAI_API_KEY=sk-...

# Performance (optional)
CACHE_TTL_MS=600000  # 10 minutes

📦 Installation Options

npm (Recommended)

npm install -g metabase-ai-assistant

Docker

docker run -e METABASE_URL=... -e METABASE_API_KEY=... ghcr.io/enessari/metabase-ai-assistant

From Source

git clone https://github.com/enessari/metabase-ai-assistant.git
cd metabase-ai-assistant
npm install
npm run mcp

🏗️ Architecture

metabase-ai-assistant/
├── src/
│   ├── mcp/
│   │   ├── server.js              # MCP Server entry point
│   │   ├── tool-registry.js       # 134 tool definitions + annotations + outputSchema
│   │   ├── tool-router.js         # Dynamic routing with read-only gate
│   │   └── handlers/              # 15 modular handler files
│   ├── utils/
│   │   ├── structured-response.js # Structured output (MCP 2025-06-18)
│   │   ├── cache.js               # TTL-based caching
│   │   ├── config.js              # Zod validation
│   │   └── response-optimizer.js  # Compact response formatting
│   └── metabase/
│       └── client.js              # Metabase API client

🤝 Contributing

We welcome contributions! See CONTRIBUTING.md for guidelines.

# Fork, clone, install
git clone https://github.com/YOUR_USERNAME/metabase-ai-assistant.git
npm install

# Create feature branch
git checkout -b feature/amazing-feature

# Test and submit PR
npm test
git push origin feature/amazing-feature

📚 Resources

📄 License

Apache License 2.0 - see LICENSE

⭐ Star this repo if it helps you!

Built with ❤️ by Abdullah Enes SARI @ ONMARTECH LLC

Keywords: Metabase MCP Server, Model Context Protocol, AI SQL Generation, Business Intelligence, Claude AI, Cursor AI, Natural Language SQL, Dashboard Automation, PostgreSQL, Data Analytics, LLM Tools

</div>

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB MCP

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/snapshot"

curl -s "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/contract"

curl -s "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITLAB_AI_CATALOGgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-openapi

Rank

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-actix-web

Rank

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T03:52:48.689Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "mcp-server",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "model-context-protocol",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "metabase",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "metabase-api",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "metabase-mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "llm",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "claude",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cursor",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "openai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "anthropic",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "database",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "postgresql",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "mysql",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "dashboard",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "analytics",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "sql",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "sql-generator",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "natural-language-sql",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "text-to-sql",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "business-intelligence",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "bi",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "data-visualization",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "query-builder",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai-assistant",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "automation",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "enterprise",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "data-analytics",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile capability:mcp|supported|profile capability:mcp-server|supported|profile capability:model-context-protocol|supported|profile capability:metabase|supported|profile capability:metabase-api|supported|profile capability:metabase-mcp|supported|profile capability:ai|supported|profile capability:llm|supported|profile capability:claude|supported|profile capability:cursor|supported|profile capability:openai|supported|profile capability:anthropic|supported|profile capability:database|supported|profile capability:postgresql|supported|profile capability:mysql|supported|profile capability:dashboard|supported|profile capability:analytics|supported|profile capability:sql|supported|profile capability:sql-generator|supported|profile capability:natural-language-sql|supported|profile capability:text-to-sql|supported|profile capability:business-intelligence|supported|profile capability:bi|supported|profile capability:data-visualization|supported|profile capability:query-builder|supported|profile capability:ai-assistant|supported|profile capability:automation|supported|profile capability:enterprise|supported|profile capability:data-analytics|supported|profile capability:cli|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Enessari",
    "href": "https://github.com/enessari/metabase-ai-assistant#readme",
    "sourceUrl": "https://github.com/enessari/metabase-ai-assistant#readme",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:14:16.831Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:14:16.831Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "16 GitHub stars",
    "href": "https://github.com/enessari/metabase-ai-assistant",
    "sourceUrl": "https://github.com/enessari/metabase-ai-assistant",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:14:16.831Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-enessari-metabase-ai-assistant/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]