Crawler Summary

MiniMax图片识别 answer-first brief

使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 --- name: MiniMax图片识别 description: 使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}} --- MiniMax 图片识别 MCP 使用MiniMax MCP进行AI图片分析和网络搜索。 功能特性 - 🖼️ **图片分析** - AI理解图片内容,回答关于图像的问题 - 🌐 **网络搜索** - 执行网络搜索并获取结构化结果 - 🔍 **视觉问答** - 基于图片进行问答交互 必要配置 1. 安装uvx 2. 配置mcporter.json 编辑 <workspace>/config/mcporter.json,添加MiniMax服务器: 3. 获取API Key 从MiniMa Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

MiniMax图片识别 is best for general automation workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

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

Claim this agent
Agent DossierGitHubSafety: 89/100

MiniMax图片识别

使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 --- name: MiniMax图片识别 description: 使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}} --- MiniMax 图片识别 MCP 使用MiniMax MCP进行AI图片分析和网络搜索。 功能特性 - 🖼️ **图片分析** - AI理解图片内容,回答关于图像的问题 - 🌐 **网络搜索** - 执行网络搜索并获取结构化结果 - 🔍 **视觉问答** - 基于图片进行问答交互 必要配置 1. 安装uvx 2. 配置mcporter.json 编辑 <workspace>/config/mcporter.json,添加MiniMax服务器: 3. 获取API Key 从MiniMa

MCPself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Abbabb123

Artifacts

0

Benchmarks

0

Last release

Unpublished

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. Last updated 2/25/2026.

Setup snapshot

git clone https://github.com/abbabb123/minimax-mcp.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 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

Abbabb123

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

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

Self-declaredagent-index

Artifacts Archive

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

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

curl -LsSf https://astral.sh/uv/install.sh | sh

bash

# 安装uv (Python包管理器)
curl -LsSf https://astral.sh/uv/install.sh | sh

json

{
  "mcpServers": {
    "MiniMax": {
      "command": "uvx",
      "args": ["minimax-coding-plan-mcp", "-y"],
      "env": {
        "MINIMAX_API_KEY": "your-minimax-api-key",
        "MINIMAX_API_HOST": "https://api.minimaxi.com"
      }
    }
  }
}

bash

mcporter list
# 应该显示 MiniMax 服务器

bash

# 分析图片URL
mcporter call 'MiniMax.understand_image(imageUrl: "https://example.com/image.jpg", prompt: "描述这张图片的内容")'

# 分析本地图片
mcporter call 'MiniMax.understand_image(imagePath: "/path/to/image.png", prompt: "这张图片里有什么")'

bash

mcporter call 'MiniMax.web_search(query: "大模型最新新闻", numResults: 5)'

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 --- name: MiniMax图片识别 description: 使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}} --- MiniMax 图片识别 MCP 使用MiniMax MCP进行AI图片分析和网络搜索。 功能特性 - 🖼️ **图片分析** - AI理解图片内容,回答关于图像的问题 - 🌐 **网络搜索** - 执行网络搜索并获取结构化结果 - 🔍 **视觉问答** - 基于图片进行问答交互 必要配置 1. 安装uvx 2. 配置mcporter.json 编辑 <workspace>/config/mcporter.json,添加MiniMax服务器: 3. 获取API Key 从MiniMa

Full README

name: MiniMax图片识别 description: 使用MiniMax MCP进行AI图片分析和网络搜索。通过MiniMax API实现图片理解和网络搜索功能。适用于:图片分析、视觉问答、图像内容提取。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}}

MiniMax 图片识别 MCP

使用MiniMax MCP进行AI图片分析和网络搜索。

功能特性

  • 🖼️ 图片分析 - AI理解图片内容,回答关于图像的问题
  • 🌐 网络搜索 - 执行网络搜索并获取结构化结果
  • 🔍 视觉问答 - 基于图片进行问答交互

必要配置

1. 安装uvx

# 安装uv (Python包管理器)
curl -LsSf https://astral.sh/uv/install.sh | sh

2. 配置mcporter.json

编辑 <workspace>/config/mcporter.json,添加MiniMax服务器:

{
  "mcpServers": {
    "MiniMax": {
      "command": "uvx",
      "args": ["minimax-coding-plan-mcp", "-y"],
      "env": {
        "MINIMAX_API_KEY": "your-minimax-api-key",
        "MINIMAX_API_HOST": "https://api.minimaxi.com"
      }
    }
  }
}

3. 获取API Key

从MiniMax开放平台获取API Key:

  • 国内:https://platform.minimaxi.com/user-center/basic-information/interface-key
  • 海外:https://www.minimax.io/platform/user-center/basic-information/interface-key

4. 验证安装

mcporter list
# 应该显示 MiniMax 服务器

使用方法

图片分析

# 分析图片URL
mcporter call 'MiniMax.understand_image(imageUrl: "https://example.com/image.jpg", prompt: "描述这张图片的内容")'

# 分析本地图片
mcporter call 'MiniMax.understand_image(imagePath: "/path/to/image.png", prompt: "这张图片里有什么")'

网络搜索

mcporter call 'MiniMax.web_search(query: "大模型最新新闻", numResults: 5)'

查看工具详情

mcporter list MiniMax --schema

文件结构

minimax-mcp/
├── SKILL.md  # Skill说明文档
└── README.md # 使用指南

相关资源

  • MiniMax官网:https://www.minimax.io
  • MiniMax开放平台:https://platform.minimaxi.com
  • GitHub:https://github.com/MiniMax-AI/MiniMax-Coding-Plan-MCP

License

MIT

Contract & API

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

MissingGITHUB OPENCLEW

Contract coverage

Status

missing

Auth

None

Streaming

No

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/abbabb123-minimax-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/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

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

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

72

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/abbabb123-minimax-mcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T05:37:47.343Z"
    }
  },
  "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"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|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": "Abbabb123",
    "href": "https://github.com/abbabb123/minimax-mcp",
    "sourceUrl": "https://github.com/abbabb123/minimax-mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:25:43.438Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:25:43.438Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/abbabb123-minimax-mcp/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
  }
]

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