Crawler Summary

mesh-research answer-first brief

MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。 --- name: mesh-research description: MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。 --- MeSH 医学主题词检索 工具介绍 | 工具 | 网址 | 用途 | |------|------|------| | **MeSH Browser** | https://meshb.nlm.nih.gov/ | 查找 MeSH 词、层级关系、定义 | | **PubMed** | https://pubmed.ncbi.nlm.nih.gov/ | 使用 Advanced Search 构建 MeSH 检索 | | **M Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.

Freshness

Last checked 2/24/2026

Best For

mesh-research is best for general automation workflows where OpenClaw 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

mesh-research

MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。 --- name: mesh-research description: MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。 --- MeSH 医学主题词检索 工具介绍 | 工具 | 网址 | 用途 | |------|------|------| | **MeSH Browser** | https://meshb.nlm.nih.gov/ | 查找 MeSH 词、层级关系、定义 | | **PubMed** | https://pubmed.ncbi.nlm.nih.gov/ | 使用 Advanced Search 构建 MeSH 检索 | | **M

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 24, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/24/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 24, 2026

Vendor

Yangmaomao2025 Netizen

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Unpublished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 2/24/2026.

Setup snapshot

git clone https://github.com/yangmaomao2025-netizen/mesh-research-skill.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

Yangmaomao2025 Netizen

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 24, 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

4

Snippets

0

Languages

typescript

Parameters

Executable Examples

text

"Diabetes Mellitus"[MeSH]

text

"Diabetes Mellitus"[MeSH] AND "metformin"[Title/Abstract]

pubmed

# MeSH 主题检索
"中药"[MeSH]

# 主题 + 限定词
"针灸"[MeSH] AND /therapeutic use

# 核心 PubMed 搜索(主要主题)
"人参"[MeSH Major Topic]

# 扩展检索
"抑郁症"[MeSH] OR "抑郁"[Title/Abstract]

markdown

# MeSH 词列表

## 关键词: [搜索词]

### 提取的 MeSH 词
1. [MeSH 词1] - [定义/说明]
2. [MeSH 词2] - [定义/说明]

### 层级关系
- 上位词: [上级概念]
- 下位词: [下级概念]

### PubMed 检索式
[构建的检索式]

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。 --- name: mesh-research description: MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。 --- MeSH 医学主题词检索 工具介绍 | 工具 | 网址 | 用途 | |------|------|------| | **MeSH Browser** | https://meshb.nlm.nih.gov/ | 查找 MeSH 词、层级关系、定义 | | **PubMed** | https://pubmed.ncbi.nlm.nih.gov/ | 使用 Advanced Search 构建 MeSH 检索 | | **M

Full README

name: mesh-research description: MeSH (医学主题词) 检索工具。用于:(1) 从 MeSH Browser 查找 MeSH 词、层级关系、定义 (2) 从 PubMed 构建 MeSH 检索策略 (3) 从 MeSH on Demand 提取文本中的 MeSH 词。当用户需要:查找医学主题词、构建 PubMed 检索式、提取文本的 MeSH 词时使用。

MeSH 医学主题词检索

工具介绍

| 工具 | 网址 | 用途 | |------|------|------| | MeSH Browser | https://meshb.nlm.nih.gov/ | 查找 MeSH 词、层级关系、定义 | | PubMed | https://pubmed.ncbi.nlm.nih.gov/ | 使用 Advanced Search 构建 MeSH 检索 | | MeSH on Demand | https://meshb.nlm.nih.gov/MeSHonDemand | 从文本中自动提取 MeSH 词 |

使用场景

1. 查找 MeSH 词 (MeSH Browser)

搜索特定术语的 MeSH 词:

  • 访问 https://meshb.nlm.nih.gov/search/mesh
  • 输入关键词,如 "diabetes mellitus"
  • 记录相关 MeSH 词(如 Diabetes Mellitus)
  • 查看层级树(Tree Number)

2. 构建 PubMed MeSH 检索

在 PubMed 使用 MeSH 字段检索:

"Diabetes Mellitus"[MeSH]

组合检索:

"Diabetes Mellitus"[MeSH] AND "metformin"[Title/Abstract]

3. MeSH on Demand 批量提取

  • 访问 https://meshb.nlm.nih.gov/MeSHonDemand
  • 粘贴文本内容
  • 获取提取的 MeSH 词列表

检索技巧

MeSH 限定词 (Qualifiers)

  • /therapeutic use - 治疗应用
  • /pharmacology - 药理学
  • /genetics - 遗传学

常用检索式

# MeSH 主题检索
"中药"[MeSH]

# 主题 + 限定词
"针灸"[MeSH] AND /therapeutic use

# 核心 PubMed 搜索(主要主题)
"人参"[MeSH Major Topic]

# 扩展检索
"抑郁症"[MeSH] OR "抑郁"[Title/Abstract]

层级检索

使用 Tree Number 进行上下位词检索:

  • C10.228(神经系统疾病)
  • C10.228.180(中枢神经系统疾病)

输出格式

将检索到的 MeSH 词保存到文件,格式:

# MeSH 词列表

## 关键词: [搜索词]

### 提取的 MeSH 词
1. [MeSH 词1] - [定义/说明]
2. [MeSH 词2] - [定义/说明]

### 层级关系
- 上位词: [上级概念]
- 下位词: [下级概念]

### PubMed 检索式
[构建的检索式]

工作流程

  1. 明确检索需求:疾病/药物/技术名称
  2. MeSH Browser 查询:获取规范 MeSH 词
  3. 构建检索式:使用 [MeSH] 字段
  4. 提取文本 MeSH:使用 MeSH on Demand
  5. 整理保存:输出到文件

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

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/snapshot"
curl -s "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/contract"
curl -s "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/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
GITHUB_REPOSactivepieces

Rank

70

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
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/yangmaomao2025-netizen-mesh-research-skill/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T04:01:25.383Z"
    }
  },
  "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": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|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": "Yangmaomao2025 Netizen",
    "href": "https://github.com/yangmaomao2025-netizen/mesh-research-skill",
    "sourceUrl": "https://github.com/yangmaomao2025-netizen/mesh-research-skill",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/yangmaomao2025-netizen-mesh-research-skill/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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