Crawler Summary

crewai-research-agent answer-first brief

An autonomous AI agent built with CrewAI and Groq Llama-3 that performs deep internet research and generates structured markdown reports using Serper API. <div align="center"> πŸ•΅οΈβ€β™‚οΈ CrewAI Web Researcher πŸ€– Autonomous AI Research Agent That Turns Any Topic Into a Polished Report $1 $1 $1 $1 $1 </div> --- ✨ Overview **CrewAI Web Researcher** deploys a two-agent crew to autonomously research any topic and deliver a clean, structured Markdown report β€” no manual digging required. | πŸ” Researcher Agent | ✍️ Writer Agent | |---|---| | Scours the web using Google Search (Ser Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

crewai-research-agent 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

crewai-research-agent

An autonomous AI agent built with CrewAI and Groq Llama-3 that performs deep internet research and generates structured markdown reports using Serper API. <div align="center"> πŸ•΅οΈβ€β™‚οΈ CrewAI Web Researcher πŸ€– Autonomous AI Research Agent That Turns Any Topic Into a Polished Report $1 $1 $1 $1 $1 </div> --- ✨ Overview **CrewAI Web Researcher** deploys a two-agent crew to autonomously research any topic and deliver a clean, structured Markdown report β€” no manual digging required. | πŸ” Researcher Agent | ✍️ Writer Agent | |---|---| | Scours the web using Google Search (Ser

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

Theshivaji

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Unpublished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

Theshivaji

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

5

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/your-username/crewai-research-agent.git
cd crewai-research-agent

env

MODEL=groq/llama-3.3-70b-versatile
GROQ_API_KEY=your_groq_api_key_here
SERPER_API_KEY=your_serper_api_key_here

bash

uv sync

bash

uv run run_crew

text

output/
└── report.md

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

An autonomous AI agent built with CrewAI and Groq Llama-3 that performs deep internet research and generates structured markdown reports using Serper API. <div align="center"> πŸ•΅οΈβ€β™‚οΈ CrewAI Web Researcher πŸ€– Autonomous AI Research Agent That Turns Any Topic Into a Polished Report $1 $1 $1 $1 $1 </div> --- ✨ Overview **CrewAI Web Researcher** deploys a two-agent crew to autonomously research any topic and deliver a clean, structured Markdown report β€” no manual digging required. | πŸ” Researcher Agent | ✍️ Writer Agent | |---|---| | Scours the web using Google Search (Ser

Full README
<div align="center">

πŸ•΅οΈβ€β™‚οΈ CrewAI Web Researcher πŸ€–

Autonomous AI Research Agent That Turns Any Topic Into a Polished Report

CrewAI Groq Serper uv License

</div>

✨ Overview

CrewAI Web Researcher deploys a two-agent crew to autonomously research any topic and deliver a clean, structured Markdown report β€” no manual digging required.

| πŸ” Researcher Agent | ✍️ Writer Agent | |---|---| | Scours the web using Google Search (Serper API) to gather real-time facts, data, and sources | Synthesizes findings into a polished, well-organized Markdown report |


πŸš€ Features

  • 🧠 Autonomous Research β€” A dedicated Financial/Internet Researcher agent searches the web and analyzes findings on its own.
  • πŸ“ Report Generation β€” A specialized writer agent compiles everything into clean, readable Markdown.
  • 🌐 Serper API Integration β€” Real-time Google Search results power fact-finding and web scraping.
  • ⚑ Groq LLM Powered β€” Runs on Groq's blazing-fast llama-3.3-70b-versatile model.

πŸ› οΈ Tech Stack

| Component | Technology | |---|---| | Framework | CrewAI | | Language Model | Groq β€” Llama 3.3 (70B Versatile) | | Search Tool | Serper API (Google Search) | | Package Manager | uv |


βš™οΈ Setup & Installation

1️⃣ Clone the repository

git clone https://github.com/your-username/crewai-research-agent.git
cd crewai-research-agent

2️⃣ Configure environment variables

Create a .env file in the root directory:

MODEL=groq/llama-3.3-70b-versatile
GROQ_API_KEY=your_groq_api_key_here
SERPER_API_KEY=your_serper_api_key_here

3️⃣ Install dependencies

uv sync

4️⃣ Run the crew πŸš€

uv run run_crew

πŸ“‚ Output

Once execution completes, your report lands here:

output/
└── report.md

A clean, ready-to-share Markdown document β€” no extra formatting needed.


<div align="center">

🌟 If you find this project useful, consider giving it a star!

</div>

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-theshivaji-crewai-research-agent/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/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/crewai-theshivaji-crewai-research-agent/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T01:18:40.743Z"
    }
  },
  "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": "Theshivaji",
    "href": "https://github.com/TheShivaji/crewai-research-agent",
    "sourceUrl": "https://github.com/TheShivaji/crewai-research-agent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:57:33.410Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T15:57:33.410Z",
    "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-theshivaji-crewai-research-agent/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-theshivaji-crewai-research-agent/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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