Xpersona

Crawler Summary

openclaw-skills-pubmed-research answer-first brief

⚠️ DEPRECATED - PubMed Research Assistant ⚠️ DEPRECATED - PubMed Research Assistant **🚨 此技能已弃用！** 请使用 **🚀 PubMed Plus Professional** 替代： - 自动 MeSH 扩展 - 引文网络分析 - 批量导出（EndNote/Zotero） - 证据等级评估 - 研究趋势分析 --- 旧版功能（保留但不再更新） Powerful PubMed literature search and analysis tool for medical researchers. Uses NCBI E-utilities API to search, fetch, and analyze biomedical literature. Helps with systematic reviews, meta-analyses, and research preparation. Capabilities - Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

openclaw-skills-pubmed-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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 89/100

openclaw-skills-pubmed-research

⚠️ DEPRECATED - PubMed Research Assistant ⚠️ DEPRECATED - PubMed Research Assistant **🚨 此技能已弃用！** 请使用 **🚀 PubMed Plus Professional** 替代： - 自动 MeSH 扩展 - 引文网络分析 - 批量导出（EndNote/Zotero） - 证据等级评估 - 研究趋势分析 --- 旧版功能（保留但不再更新） Powerful PubMed literature search and analysis tool for medical researchers. Uses NCBI E-utilities API to search, fetch, and analyze biomedical literature. Helps with systematic reviews, meta-analyses, and research preparation. Capabilities -

OpenClawself-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

OpenClaw

Freshness

Feb 25, 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Unpublished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 2/25/2026.

View Source

Setup snapshot

git clone https://github.com/yangmaomao2025-netizen/openclaw-skills-pubmed-research.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 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

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

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 OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

text

Search PubMed for: COVID-19 vaccine efficacy

text

Fetch article with PMID: 34567890

text

Find papers by author: Zhang Y
Limit to: last 2 years, journal: Nature

text

Analyze top 20 papers about AI in medicine

text

Generate paper outline based on retrieved literature about cancer immunotherapy

typescript

// Search PubMed database
import { searchPubMed } from './src/pubmed';
const results = await searchPubMed(query, options);

// Fetch article details
import { fetchArticle } from './src/pubmed';
const article = await fetchArticle(pmid);

// Analyze literature
import { analyzeLiterature } from './src/pubmed';
const analysis = await analyzeLiterature(pmids);

// Generate paper structure
import { generatePaperStructure } from './src/pubmed';
const outline = await generatePaperStructure(topic, literature);

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

⚠️ DEPRECATED - PubMed Research Assistant ⚠️ DEPRECATED - PubMed Research Assistant **🚨 此技能已弃用！** 请使用 **🚀 PubMed Plus Professional** 替代： - 自动 MeSH 扩展 - 引文网络分析 - 批量导出（EndNote/Zotero） - 证据等级评估 - 研究趋势分析 --- 旧版功能（保留但不再更新） Powerful PubMed literature search and analysis tool for medical researchers. Uses NCBI E-utilities API to search, fetch, and analyze biomedical literature. Helps with systematic reviews, meta-analyses, and research preparation. Capabilities -

Full README

⚠️ DEPRECATED - PubMed Research Assistant

🚨 此技能已弃用！

请使用 🚀 PubMed Plus Professional 替代：

  • 自动 MeSH 扩展
  • 引文网络分析
  • 批量导出（EndNote/Zotero）
  • 证据等级评估
  • 研究趋势分析

旧版功能（保留但不再更新）

Powerful PubMed literature search and analysis tool for medical researchers. Uses NCBI E-utilities API to search, fetch, and analyze biomedical literature. Helps with systematic reviews, meta-analyses, and research preparation.

Capabilities

  • Literature Search: Search PubMed with complex queries (author, journal, date filters, MeSH terms)
  • Article Fetching: Retrieve detailed article information (abstract, authors, journal, DOI, MeSH terms)
  • Batch Operations: Search and fetch multiple articles efficiently
  • Analysis: Extract keywords, summarize research trends, identify top authors/journals
  • Paper Structure: Generate research paper outlines based on retrieved literature

Usage Examples

Search for recent COVID-19 vaccine studies:

Search PubMed for: COVID-19 vaccine efficacy

Get detailed article information:

Fetch article with PMID: 34567890

Search with filters:

Find papers by author: Zhang Y
Limit to: last 2 years, journal: Nature

Analyze results:

Analyze top 20 papers about AI in medicine

Generate paper outline:

Generate paper outline based on retrieved literature about cancer immunotherapy

Prerequisites

None! This skill uses NCBI's free E-utilities API without requiring an API key for basic usage.

For high-volume requests (≥3 requests/second), register for a free NCBI API key at: https://www.ncbi.nlm.nih.gov/account/

Tool Commands (when calling from agent)

This skill exports the following low-level functions for custom integrations:

// Search PubMed database
import { searchPubMed } from './src/pubmed';
const results = await searchPubMed(query, options);

// Fetch article details
import { fetchArticle } from './src/pubmed';
const article = await fetchArticle(pmid);

// Analyze literature
import { analyzeLiterature } from './src/pubmed';
const analysis = await analyzeLiterature(pmids);

// Generate paper structure
import { generatePaperStructure } from './src/pubmed';
const outline = await generatePaperStructure(topic, literature);

Output Formats

  • JSON: Structured data for further processing
  • Markdown: Human-readable summaries
  • Both: Detailed results with analysis

Tips for Systematic Reviews

  1. Use precise MeSH terms for reproducible searches
  2. Export results to reference managers (EndNote, Zotero)
  3. Combine multiple searches with different strategies
  4. Use date filters to track recent developments
  5. Save search strategies for audit trails

Limitations

  • Abstract-only access (full text requires journal subscriptions)
  • Rate limits: 3 requests/second without API key
  • Some recent articles may have incomplete metadata
  • Search results limited to 10,000 records per query

Learn More

  • PubMed: https://pubmed.ncbi.nlm.nih.gov/
  • E-utilities: https://www.ncbi.nlm.nih.gov/books/NBK25497/
  • MeSH Browser: https://meshb.nlm.nih.gov/
  • NCBI Account: https://www.ncbi.nlm.nih.gov/account/

Citation

When using PubMed citations in your work, cite as: National Library of Medicine. PubMed® [Internet]. Bethesda (MD): National Library of Medicine (US). Available from: https://pubmed.ncbi.nlm.nih.gov/

Contract & API

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

MissingGITHUB OPENCLEW

Endpoints

Dossier APISnapshot APIContract APITrust API

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://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/contract"
curl -s "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/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.

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

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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://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T02:29:03.792Z"
    }
  },
  "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/openclaw-skills-pubmed-research",
    "sourceUrl": "https://github.com/yangmaomao2025-netizen/openclaw-skills-pubmed-research",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:10.091Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:24:10.091Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/yangmaomao2025-netizen-openclaw-skills-pubmed-research/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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