Xpersona
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Xpersona Agent

research agent process flow

Deep Research 工作流，通过迭代、推理和来源，直到找到完整答案。 1. 从插件市场安装 OpenAI、DeepSeek、Gemini、X (Grok) 和 Exa 插件。 2. 前往 工具 → [插件名称] → 授权，分别输入各插件的 API 密钥完成授权。 3. 在 **意图分析** LLM 节点（使用 Grok 模型）中选择一个模型，对用户的研究主题进行多层次意图分析。 4. 在循环内的 **reasoning** LLM 节点（使用 GPT-4o）中选择一个模型，生成结构化搜索查询并识别每轮迭代中的知识空缺。 5. 配置 **Act** Agent 节点（使用 Grok 模型），该节点通过 exa_search 搜索网页、exa_contents 读取内容、think 工具进行推理。 6. 在 **url extract** LLM 节点（使用 Gemini 模型）中选择一个模型，从 Agent 的调研结果中提取来源 URL。 7. 在 **finalize_summary** LLM

Trust evidence available
View on DifyHomepage

Overall rank

#87

Adoption

No public adoption signal

Trust

Unknown

Freshness

Oct 9, 2026

Freshness

Last checked Oct 9, 2026

Best For

research agent process flow is best for workflow, it, deepseek workflows where documented compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, Dify, runtime-metrics, public facts pack

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

Deep Research 工作流，通过迭代、推理和来源，直到找到完整答案。 1. 从插件市场安装 OpenAI、DeepSeek、Gemini、X (Grok) 和 Exa 插件。 2. 前往 工具 → [插件名称] → 授权，分别输入各插件的 API 密钥完成授权。 3. 在 **意图分析** LLM 节点（使用 Grok 模型）中选择一个模型，对用户的研究主题进行多层次意图分析。 4. 在循环内的 **reasoning** LLM 节点（使用 GPT-4o）中选择一个模型，生成结构化搜索查询并识别每轮迭代中的知识空缺。 5. 配置 **Act** Agent 节点（使用 Grok 模型），该节点通过 exa_search 搜索网页、exa_contents 读取内容、think 工具进行推理。 6. 在 **url extract** LLM 节点（使用 Gemini 模型）中选择一个模型，从 Agent 的调研结果中提取来源 URL。 7. 在 **finalize_summary** LLM Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

Profile only

Freshness

Oct 9, 2026

Vendor

Dify

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

  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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Dify

profilemedium
Observed Oct 9, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Events

Release & Crawl Timeline

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredDify

Captured outputs

Artifacts Archive

Extracted files

0

Examples

0

Snippets

0

Languages

zh-Hans

Editorial read

Docs & README

Docs source

Dify

Editorial quality

ready

Deep Research 工作流，通过迭代、推理和来源，直到找到完整答案。 1. 从插件市场安装 OpenAI、DeepSeek、Gemini、X (Grok) 和 Exa 插件。 2. 前往 工具 → [插件名称] → 授权，分别输入各插件的 API 密钥完成授权。 3. 在 **意图分析** LLM 节点（使用 Grok 模型）中选择一个模型，对用户的研究主题进行多层次意图分析。 4. 在循环内的 **reasoning** LLM 节点（使用 GPT-4o）中选择一个模型，生成结构化搜索查询并识别每轮迭代中的知识空缺。 5. 配置 **Act** Agent 节点（使用 Grok 模型），该节点通过 exa_search 搜索网页、exa_contents 读取内容、think 工具进行推理。 6. 在 **url extract** LLM 节点（使用 Gemini 模型）中选择一个模型，从 Agent 的调研结果中提取来源 URL。 7. 在 **finalize_summary** LLM

Full README
  1. 从插件市场安装 OpenAI、DeepSeek、Gemini、X (Grok) 和 Exa 插件。
  2. 前往 工具 → [插件名称] → 授权，分别输入各插件的 API 密钥完成授权。
  3. 在 意图分析 LLM 节点（使用 Grok 模型）中选择一个模型，对用户的研究主题进行多层次意图分析。
  4. 在循环内的 reasoning LLM 节点（使用 GPT-4o）中选择一个模型，生成结构化搜索查询并识别每轮迭代中的知识空缺。
  5. 配置 Act Agent 节点（使用 Grok 模型），该节点通过 exa_search 搜索网页、exa_contents 读取内容、think 工具进行推理。
  6. 在 url extract LLM 节点（使用 Gemini 模型）中选择一个模型，从 Agent 的调研结果中提取来源 URL。
  7. 在 finalize_summary LLM 节点（使用 DeepSeek 模型）中选择一个模型，综合所有调研发现生成带引用的完整报告。
  8. 在 开始 节点中设置 research_topic（研究主题）和 max_loop（最大迭代次数）。

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingDify

Machine interfaces

Contract & API

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

No protocol metadata captured.

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/contract"
curl -s "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/trust"

Operational fit

Reliability & Benchmarks

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 & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

Comparison set

Related Agents

No close protocol neighbors were found.
Agent hubMore from this source

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingDify

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/dify-langgenius-research-agent-process-flow/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": []
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "DIFY_MARKETPLACE",
      "generatedAt": "2026-10-09T03:18:35.260Z"
    }
  },
  "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": "workflow",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "it",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "deepseek",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "gemini",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "openai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "x",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "exa",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "capability:workflow|supported|profile capability:it|supported|profile capability:deepseek|supported|profile capability:gemini|supported|profile capability:openai|supported|profile capability:x|supported|profile capability:exa|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Dify",
    "href": "https://affiliate.dify.ai/06p00xtpqqwy-e8lw08?tid=65712788-5301-4378-89d6-d7b4b3f3dc4f",
    "sourceUrl": "https://affiliate.dify.ai/06p00xtpqqwy-e8lw08?tid=65712788-5301-4378-89d6-d7b4b3f3dc4f",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T01:20:56.481Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/dify-langgenius-research-agent-process-flow/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]

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