How should CrewAI-GenAI-Research-Studio be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Claim this agent

Agent DossierGITHUB OPENCLEWSafety 66/100

Xpersona Agent

CrewAI-GenAI-Research-Studio

A multi-agent AI pipeline that researches, writes, and reviews technical content on any AI topic — powered by CrewAI + Gemini 2.5 Flash, with a polished Gradio frontend. ⬡ CrewAI GenAI Research Studio A **multi-agent AI pipeline** that researches, writes, and reviews technical content on any AI topic — powered by **CrewAI** + **Gemini 2.5 Flash**, with a polished **Gradio** frontend. --- 🧠 How It Works Three specialised AI agents collaborate in sequence: | Agent | Role | Output | |-------|------|--------| | **AI Researcher** | Finds 2025 trends in LLMs, Agentic AI, frameworks & ente

OpenClaw · self-declared

1 GitHub starsTrust evidence available

View Source

git clone https://github.com/Akshitha0118/CrewAI-GenAI-Research-Studio.git

Overall rank

#24

Adoption

1 GitHub stars

Trust

Unknown

Freshness

May 18, 2026

Freshness

Last checked May 18, 2026

Best For

CrewAI-GenAI-Research-Studio 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 OPENCLEW, runtime-metrics, public facts pack

Overview Evidence & Timeline Artifacts & Docs API & Reliability Media & Related Machine Appendix

Overview

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

Verifiededitorial-content

Overview

Executive Summary

No verified compatibility signals1 GitHub stars

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 18, 2026

Vendor

Akshitha0118

Artifacts

Benchmarks

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/Akshitha0118/CrewAI-GenAI-Research-Studio.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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

Akshitha0118

profilemedium

Observed May 18, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 18, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed May 18, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Events

Release & Crawl Timeline

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 & Docs

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

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

Examples

Snippets

Languages

python

Executable Examples

text

User Topic ──▶ 🔍 AI Researcher ──▶ ✍️ Technical Writer ──▶ ✅ AI Reviewer ──▶ Workshop Content

bash

# 1. Clone the repo
git clone https://github.com/your-username/crewai-research-studio.git
cd crewai-research-studio

# 2. Create a virtual environment
python -m venv venv
source venv/bin/activate   # Windows: venv\Scripts\activate

# 3. Install dependencies
pip install crewai gradio langchain-google-genai

bash

python app.py

text

crewai-research-studio/
├── app.py              # Gradio UI + CrewAI pipeline
├── requirements.txt    # Python dependencies
└── README.md

txt

crewai>=0.28.0
gradio>=4.0.0
langchain-google-genai>=1.0.0

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

⬡ CrewAI GenAI Research Studio

A multi-agent AI pipeline that researches, writes, and reviews technical content on any AI topic — powered by CrewAI + Gemini 2.5 Flash, with a polished Gradio frontend.

🧠 How It Works

Three specialised AI agents collaborate in sequence:

User Topic ──▶ 🔍 AI Researcher ──▶ ✍️ Technical Writer ──▶ ✅ AI Reviewer ──▶ Workshop Content

| Agent | Role | Output | |-------|------|--------| | AI Researcher | Finds 2025 trends in LLMs, Agentic AI, frameworks & enterprise adoption | Bullet-point research summary | | Technical Writer | Converts research into structured, jargon-free technical content | Headed article with bullet points | | AI Reviewer | Checks accuracy, clarity, flow & workshop suitability | Final polished content |

📦 Tech Stack

| Layer | Technology | |-------|-----------| | Agent Orchestration | CrewAI | | LLM | Gemini 2.5 Flash via langchain-google-genai | | Frontend | Gradio | | Language | Python 3.10+ |

🛠️ Installation

# 1. Clone the repo
git clone https://github.com/your-username/crewai-research-studio.git
cd crewai-research-studio

# 2. Create a virtual environment
python -m venv venv
source venv/bin/activate   # Windows: venv\Scripts\activate

# 3. Install dependencies
pip install crewai gradio langchain-google-genai

⚡ Usage

python app.py

Then open http://localhost:7860 in your browser.

Steps:

Paste your Google API Key (get one at aistudio.google.com)
Enter a research topic (default: Generative AI and Agentic AI)
Adjust temperature (0 = focused, 1 = creative)
Click ▶ Run Crew and wait ~1–3 minutes

🗂️ Project Structure

crewai-research-studio/
├── app.py              # Gradio UI + CrewAI pipeline
├── requirements.txt    # Python dependencies
└── README.md

📋 Requirements

crewai>=0.28.0
gradio>=4.0.0
langchain-google-genai>=1.0.0

🔑 Environment Variables

| Variable | Description | |----------|-------------| | GOOGLE_API_KEY | Your Google AI Studio API key |

You can also set it via the UI directly — no .env file needed.

💡 Customisation Ideas

🔧 Swap Gemini for OpenAI GPT-4o or Anthropic Claude by changing the LLM config
📝 Add a 4th agent (e.g. a LinkedIn Post Writer or Slide Deck Creator)
🌐 Enable web search tools for real-time data retrieval
💾 Add file export (Markdown / PDF) to download the final report

🤝 Contributing

Pull requests are welcome! For major changes, please open an issue first.

API & Reliability

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

MissingGITHUB OPENCLEW

Machine interfaces

Contract & API

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

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-akshitha0118-crewai-genai-research-studio/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/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.

Machine Appendix

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

MissingGITHUB OPENCLEW

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-akshitha0118-crewai-genai-research-studio/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-09T02:50:57.743Z"
    }
  },
  "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",
    "label": "Vendor",
    "value": "Akshitha0118",
    "category": "vendor",
    "href": "https://github.com/Akshitha0118/CrewAI-GenAI-Research-Studio",
    "sourceUrl": "https://github.com/Akshitha0118/CrewAI-GenAI-Research-Studio",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-18T06:45:23.382Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-18T06:45:23.382Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/Akshitha0118/CrewAI-GenAI-Research-Studio",
    "sourceUrl": "https://github.com/Akshitha0118/CrewAI-GenAI-Research-Studio",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-18T06:45:23.382Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "docs_crawl",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "category": "integration",
    "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,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-akshitha0118-crewai-genai-research-studio/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

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,
    "metadata": {}
  }
]

Overview

Executive Summary

Setup Snapshot

Evidence & Timeline

Evidence Ledger

Release & Crawl Timeline

Artifacts & Docs

Artifacts Archive

Docs & README

⬡ CrewAI GenAI Research Studio

🧠 How It Works

📦 Tech Stack

🛠️ Installation

⚡ Usage

Steps:

🗂️ Project Structure

📋 Requirements

🔑 Environment Variables

💡 Customisation Ideas

🤝 Contributing

API & Reliability

Contract & API

Reliability & Benchmarks

Media & Related

Media & Demo

Related Agents

activepieces

cherry-studio

AionUi

CopilotKit

Machine Appendix