Crawler Summary

Web搜索工具 answer-first brief

使用MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 --- name: Web搜索工具 description: 使用MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}} --- 通过MCP工具进行网络搜索 使用MCP服务器(exa、grep-app、MiniMax)通过mcporter进行网络搜索、代码搜索和GitHub查询。 快速开始 可用的MCP服务器 1. exa - 网络和代码搜索 适用于:通用网络搜索、代码示例、公司研究。 2. grep-app - GitHub代码搜索 适用于:在GitHub仓库中搜索特定的代码模式。 3. MiniMax - 网络搜索和图片分析 适用于:轻量级网络搜索、AI图片分析。 示例 研究某个主题 Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Freshness

Last checked 4/14/2026

Best For

Web搜索工具 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: 94/100

Web搜索工具

使用MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 --- name: Web搜索工具 description: 使用MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}} --- 通过MCP工具进行网络搜索 使用MCP服务器(exa、grep-app、MiniMax)通过mcporter进行网络搜索、代码搜索和GitHub查询。 快速开始 可用的MCP服务器 1. exa - 网络和代码搜索 适用于:通用网络搜索、代码示例、公司研究。 2. grep-app - GitHub代码搜索 适用于:在GitHub仓库中搜索特定的代码模式。 3. MiniMax - 网络搜索和图片分析 适用于:轻量级网络搜索、AI图片分析。 示例 研究某个主题

MCPself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Apr 14, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 4/14/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Apr 14, 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Unpublished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 4/14/2026.

Setup snapshot

git clone https://github.com/abbabb123/websearchfmcp.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 Apr 14, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Apr 14, 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

mcporter call <server>.<tool> query="..."

bash

# 网络搜索(新闻、事实、当前信息)
mcporter call 'exa.web_search_exa(query: "搜索词", numResults: 5)'

# 从GitHub/Stack Overflow查找代码示例
mcporter call 'exa.get_code_context_exa(query: "React useState hook", tokensNum: 5000)'

# 公司研究
mcporter call 'exa.company_research_exa(companyName: "Anthropic", numResults: 3)'

bash

# 搜索GitHub代码
mcporter call 'grep-app.grep_query(query: "console.log", language: "JavaScript", maxResults: 5)'

# 搜索特定仓库
mcporter call 'grep-app.grep_query(query: "authentication middleware", repo: "expressjs/express", maxResults: 5)'

bash

# 网络搜索
mcporter call 'MiniMax.web_search(query: "搜索词", numResults: 5)'

# 图片分析(需要配置API Key)
mcporter call 'MiniMax.understand_image(imageUrl: "https://example.com/image.jpg", prompt: "描述这张图片")'

bash

mcporter call 'exa.web_search_exa(query: "iPhone notification sound制作", numResults: 5)'

bash

mcporter call 'exa.get_code_context_exa(query: "Python ffmpeg audio generation", tokensNum: 8000)'

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MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 --- name: Web搜索工具 description: 使用MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}} --- 通过MCP工具进行网络搜索 使用MCP服务器(exa、grep-app、MiniMax)通过mcporter进行网络搜索、代码搜索和GitHub查询。 快速开始 可用的MCP服务器 1. exa - 网络和代码搜索 适用于:通用网络搜索、代码示例、公司研究。 2. grep-app - GitHub代码搜索 适用于:在GitHub仓库中搜索特定的代码模式。 3. MiniMax - 网络搜索和图片分析 适用于:轻量级网络搜索、AI图片分析。 示例 研究某个主题

Full README

name: Web搜索工具 description: 使用MCP服务器(exa、grep-app、MiniMax)进行网络搜索、代码搜索和GitHub查询。通过mcporter调用。适用于:研究、查找代码示例、GitHub代码模式、图片分析。 metadata: {"openclaw":{"requires":{"bins":["mcporter"]}}}

通过MCP工具进行网络搜索

使用MCP服务器(exa、grep-app、MiniMax)通过mcporter进行网络搜索、代码搜索和GitHub查询。

快速开始

mcporter call <server>.<tool> query="..."

可用的MCP服务器

1. exa - 网络和代码搜索

适用于:通用网络搜索、代码示例、公司研究。

# 网络搜索(新闻、事实、当前信息)
mcporter call 'exa.web_search_exa(query: "搜索词", numResults: 5)'

# 从GitHub/Stack Overflow查找代码示例
mcporter call 'exa.get_code_context_exa(query: "React useState hook", tokensNum: 5000)'

# 公司研究
mcporter call 'exa.company_research_exa(companyName: "Anthropic", numResults: 3)'

2. grep-app - GitHub代码搜索

适用于:在GitHub仓库中搜索特定的代码模式。

# 搜索GitHub代码
mcporter call 'grep-app.grep_query(query: "console.log", language: "JavaScript", maxResults: 5)'

# 搜索特定仓库
mcporter call 'grep-app.grep_query(query: "authentication middleware", repo: "expressjs/express", maxResults: 5)'

3. MiniMax - 网络搜索和图片分析

适用于:轻量级网络搜索、AI图片分析。

# 网络搜索
mcporter call 'MiniMax.web_search(query: "搜索词", numResults: 5)'

# 图片分析(需要配置API Key)
mcporter call 'MiniMax.understand_image(imageUrl: "https://example.com/image.jpg", prompt: "描述这张图片")'

示例

研究某个主题

mcporter call 'exa.web_search_exa(query: "iPhone notification sound制作", numResults: 5)'

查找代码模式

mcporter call 'exa.get_code_context_exa(query: "Python ffmpeg audio generation", tokensNum: 8000)'

搜索GitHub

mcporter call 'grep-app.grep_query(query: "async def", language: "Python", maxResults: 10)'

分析图片

mcporter call 'MiniMax.understand_image(imageUrl: "https://example.com/screenshot.png", prompt: "这个页面在显示什么")'

检查状态

mcporter list  # 列出所有MCP服务器
mcporter list exa --schema  # 显示exa的工具
mcporter list grep-app --schema  # 显示grep-app的工具
mcporter list MiniMax --schema  # 显示MiniMax的工具

注意事项

  • exa:无需API密钥,返回URL和内容
  • grep-app:GitHub代码搜索,可能有速率限制
  • MiniMax:网络搜索无需密钥,图片分析需要API Key(见minimax-mcp Skill)

使用场景

| 任务 | 工具 | |------|------| | 通用网络搜索 | exa.web_search_exaMiniMax.web_search | | 查找代码示例 | exa.get_code_context_exa | | 公司信息 | exa.company_research_exa | | GitHub代码模式 | grep-app.grep_query | | AI图片分析 | MiniMax.understand_image |

技巧

  • 使用具体的查询以获得更好的结果
  • 根据需要调整numResults/maxResults(通常5-10个足够)
  • 对于代码搜索,指定language参数
  • 对于仓库特定搜索,使用repo: "owner/repo"格式
  • 图片分析使用MiniMax需要单独配置(见minimax-mcp Skill)

相关Skill

  • minimax-mcp - MiniMax图片识别专用Skill(包含详细配置说明)

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-websearchfmcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/contract"
curl -s "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/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-websearchfmcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:36:32.666Z"
    }
  },
  "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/websearchfmcp",
    "sourceUrl": "https://github.com/abbabb123/websearchfmcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:24:07.924Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-14T22:24:07.924Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/abbabb123-websearchfmcp/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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