Crawler Summary

Multi-Agent-Research-Engine answer-first brief

AI-powered multi-agent research engine built with CrewAI, OpenRouter, Tavily, and Streamlit for automated web research, fact-checking, report generation, and PDF export. πŸ€– Multi-Agent Research Engine An AI-powered research platform built with CrewAI, OpenRouter, Tavily, and Streamlit that performs automated web research, fact-checking, report generation, and PDF export through a multi-agent workflow. πŸš€ Live Demo **Try the application:** https://multi-agent-research-engine-b4bygfwpfkwmvqtpgjf89n.streamlit.app/ πŸ“‚ GitHub Repository https://github.com/imvivek14/Multi-Agent-Research-En Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

Multi-Agent-Research-Engine is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

Agent DossierGITHUB REPOSSafety: 66/100

Multi-Agent-Research-Engine

AI-powered multi-agent research engine built with CrewAI, OpenRouter, Tavily, and Streamlit for automated web research, fact-checking, report generation, and PDF export. πŸ€– Multi-Agent Research Engine An AI-powered research platform built with CrewAI, OpenRouter, Tavily, and Streamlit that performs automated web research, fact-checking, report generation, and PDF export through a multi-agent workflow. πŸš€ Live Demo **Try the application:** https://multi-agent-research-engine-b4bygfwpfkwmvqtpgjf89n.streamlit.app/ πŸ“‚ GitHub Repository https://github.com/imvivek14/Multi-Agent-Research-En

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Imvivek14

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Unpublished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 10/9/2026.

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 Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Imvivek14

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

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 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 REPOS

Extracted files

0

Examples

4

Snippets

0

Languages

python

Executable Examples

text

User Query
     β”‚
     β–Ό
Tavily Search
     β”‚
     β–Ό
Research Agent
     β”‚
     β–Ό
Fact Checker Agent
     β”‚
     β–Ό
Analyst Agent
     β”‚
     β–Ό
Final Report
     β”œβ”€β”€ Markdown Export
     └── PDF Export

bash

git clone https://github.com/imvivek14/Multi-Agent-Research-Engine.git
cd Multi-Agent-Research-Engine

python -m venv venv
venv\Scripts\activate

pip install -r requirements.txt

env

OPENROUTER_API_KEY=your_key
TAVILY_API_KEY=your_key

bash

streamlit run app.py

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

AI-powered multi-agent research engine built with CrewAI, OpenRouter, Tavily, and Streamlit for automated web research, fact-checking, report generation, and PDF export. πŸ€– Multi-Agent Research Engine An AI-powered research platform built with CrewAI, OpenRouter, Tavily, and Streamlit that performs automated web research, fact-checking, report generation, and PDF export through a multi-agent workflow. πŸš€ Live Demo **Try the application:** https://multi-agent-research-engine-b4bygfwpfkwmvqtpgjf89n.streamlit.app/ πŸ“‚ GitHub Repository https://github.com/imvivek14/Multi-Agent-Research-En

Full README

πŸ€– Multi-Agent Research Engine

An AI-powered research platform built with CrewAI, OpenRouter, Tavily, and Streamlit that performs automated web research, fact-checking, report generation, and PDF export through a multi-agent workflow.

πŸš€ Live Demo

Try the application: https://multi-agent-research-engine-b4bygfwpfkwmvqtpgjf89n.streamlit.app/

πŸ“‚ GitHub Repository

https://github.com/imvivek14/Multi-Agent-Research-Engine


✨ Features

  • Multi-Agent AI Workflow using CrewAI
  • Real-time Web Research with Tavily Search
  • Automated Fact Checking
  • Professional Report Generation
  • PDF Export
  • Markdown Export
  • Interactive Streamlit Interface
  • OpenRouter LLM Integration
  • Downloadable Reports

πŸ—οΈ System Architecture

User Query
     β”‚
     β–Ό
Tavily Search
     β”‚
     β–Ό
Research Agent
     β”‚
     β–Ό
Fact Checker Agent
     β”‚
     β–Ό
Analyst Agent
     β”‚
     β–Ό
Final Report
     β”œβ”€β”€ Markdown Export
     └── PDF Export

πŸ“Έ Application Dashboard

Dashboard


πŸ› οΈ Tech Stack

  • Python
  • CrewAI
  • OpenRouter
  • Tavily Search API
  • Streamlit
  • ReportLab
  • Git & GitHub

🧠 Agents

Research Agent

Collects and analyzes information from web sources.

Fact Checker Agent

Verifies findings and improves information reliability.

Analyst Agent

Transforms validated research into a professional report.


βš™οΈ Installation

git clone https://github.com/imvivek14/Multi-Agent-Research-Engine.git
cd Multi-Agent-Research-Engine

python -m venv venv
venv\Scripts\activate

pip install -r requirements.txt

Create a .env file:

OPENROUTER_API_KEY=your_key
TAVILY_API_KEY=your_key

Run the application:

streamlit run app.py

πŸ“ˆ Skills Demonstrated

  • Multi-Agent Systems
  • AI Workflow Orchestration
  • LLM Integration
  • Prompt Engineering
  • API Integration
  • Streamlit Development
  • Git & GitHub
  • AI Application Deployment

🎯 Future Improvements

  • Citation Tracking
  • Research History Dashboard
  • Multiple Report Templates
  • Database Integration
  • User Authentication
  • Team Collaboration Features

πŸ‘¨β€πŸ’» Author

Vivek Surati

AI & Software Developer

Contract & API

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

MissingGITHUB REPOS

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/crewai-imvivek14-multi-agent-research-engine/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/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
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MCPOPENCLAW
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activepieces

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OPENCLAW
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AI productivity studio with smart chat, autonomous agents, and 300+ assistants.

MCPOPENCLAW
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CopilotKit

The Frontend for Agents & Generative UI. React + Angular

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://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T21:51:20.002Z"
    }
  },
  "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"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Imvivek14",
    "href": "https://github.com/imvivek14/Multi-Agent-Research-Engine",
    "sourceUrl": "https://github.com/imvivek14/Multi-Agent-Research-Engine",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:19:45.829Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T19:19:45.829Z",
    "isPublic": true
  },
  {
    "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": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-imvivek14-multi-agent-research-engine/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub Β· 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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