{"uid":"cap_ZHzVFjLlwEhOj4ALpojl1","slug":"swarms-research-agent-9c621900","name":"Swarms Research Agent","description":"Run the Swarms Research Agent on a task.","url":"https://mcp-gateway.swarms.world/research-agent","method":"POST","headers":{},"bodySchema":null,"responseSchema":{"type":"object","properties":{"job_id":{"type":"string","description":"The id of the output"},"output":{"type":"string","description":"The output of the research agent"},"timestamp":{"type":"string","description":"The timestamp of the output"}},"description":"Research agent result","additionalProperties":true},"example":{"request":{"task":"Research the current state of artificial intelligence in healthcare and provide a summary of recent developments"},"response":{"job_id":"156af1ce-2c81-494b-bb05-281c54fea597","output":"# Research Tool Output Summary\n\n## Overview\nA search for AI in healthcare was executed successfully, retrieving 5 relevant results spanning recent reviews and peer-reviewed sources. The search completed in 4.3 seconds at minimal cost ($0.012).\n\n---\n\n## Key Sources Retrieved\n\n| Source | Type | Date | Authority |\n|--------|------|------|-----------|\n| **2025 Watch List: AI in Healthcare** | NCBI Bookshelf | Current | US National Library of Medicine (high authority) |\n| **AI in Healthcare: 2024 Year in Review** | PrePrint (medRxiv) | 2025-02-26 | Multi-author review, 12+ contributors |\n| **AI in Healthcare: 2025 Year in Review** | PrePrint (medRxiv) | Current | Multi-author review (appears to be 2025 update) |\n| **Differential Diagnosis with LLMs** | Nature Research Article | 2025-04-09 | Peer-reviewed, top-tier journal |\n| **2025 AI Trends in Healthcare Overview** | Trade Publication | 2025-01-06 | HealthTech Magazine (industry-focused) |\n\n---\n\n## Strengths of Results\n\n✓ **Recent coverage** — Multiple 2025 sources capture cutting-edge developments  \n✓ **Mixed authority levels** — Includes peer-reviewed (Nature), preprints (medRxiv), government databases (NCBI), and trade press  \n✓ **Thematic overlap** — Multiple year-in-review summaries suggest robust editorial coverage  \n✓ **Specific application focus** — Nature article on differential diagnosis with LLMs points to concrete use cases\n\n---\n\n## Limitations and Gaps\n\n⚠️ **Incomplete content extraction** — Most results show truncated text summaries; full article bodies are not displayed, limiting immediate insight synthesis  \n⚠️ **Preprint reliance** — Two key results are medRxiv preprints (not yet peer-reviewed); useful for timeliness but lower epistemological weight than published articles  \n⚠️ **No specific data/statistics** — Search results do not include quantified findings (e.g., adoption rates, clinical performance metrics, cost savings)  \n⚠️ **No regulatory or policy context** — Missing FDA approvals, reimbursement updates, or compliance frameworks (common decision drivers)\n\n---\n\n## Recommended Next Steps\n\n1. **Retrieve full-text articles** — Access the Nature article and medRxiv preprints to extract specific claims, methodologies, and quantified findings.\n2. **Broaden search with specificity** — If your goal is to answer a particular question (e.g., \"Which AI applications have FDA clearance?\" or \"What is the ROI of AI in hospital systems?\"), revise the query to be more targeted.\n3. **Add regulatory sources** — Search for FDA clearances, EMA decisions, CMS coverage policies, or professional society guidance (e.g., ACR, AMA).\n4. **Cross-check preprints** — Verify whether the medRxiv reviews have been published in peer-reviewed journals.\n\n---\n\n**Last updated: 2025-04-01 (UTC)**","timestamp":"2026-06-12T04:41:18.163873"}},"exampleRequest":{"task":"Research the current state of artificial intelligence in healthcare and provide a summary of recent developments"},"tags":["x402"],"displayCostAmount":"0.25","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"settled","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.25/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_Gcor5bQZTlynIb9rTu-jA","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.25","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Runs an AI-powered research agent on an arbitrary task and returns synthesized findings","exampleAgentPrompt":"Can you use the Swarms research agent to investigate the current state of quantum computing breakthroughs and summarize what companies are leading the space?","exampleUseCases":null,"resultDescription":"Returns a job_id identifying the research run, a free-text 'output' field containing the agent's synthesized research findings, and a timestamp of when the output was generated.","failureModes":["Missing 'task' field returns a validation error","Task too vague or ambiguous may produce low-quality output","Service unavailable or overloaded may return 5xx","Payment not authorized (x402) blocks execution","Task exceeds complexity or length limits"],"whenToPreferThis":"Use this endpoint when you need an autonomous AI agent to perform open-ended research on a topic, synthesize information from multiple sources, and return a coherent written summary — especially when the task requires multi-step reasoning or web-level information gathering rather than a simple lookup.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-14T06:33:52.278Z","isFirstParty":false}