Crawler Summary

-Building-News-AI-Agents-Using-CrewAI-And-Google-Gemini-Pro-LLM-Models answer-first brief

This project builds an AI-powered News Research & Writing System using CrewAI and Google Gemini Pro (1.5 Flash) LLM models. It features two autonomous agents – a Senior Researcher and a Writer – who collaborate to research trending topics, analyze insights, and generate news blog posts. The system uses Serper API for real-time web search. 📰 AI News Agents with CrewAI & Google Gemini Pro 🚀 **Automated News Research & Writing** using multi-agent AI, CrewAI framework, and Google Gemini LLM. --- 📌 Overview This project builds an **AI-powered News Research & Writing System** using **CrewAI** and **Google Gemini Pro (1.5 Flash)** LLM models. It features two autonomous agents – a **Senior Researcher** and a **Writer** – who collaborate to research trendin Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

-Building-News-AI-Agents-Using-CrewAI-And-Google-Gemini-Pro-LLM-Models 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

-Building-News-AI-Agents-Using-CrewAI-And-Google-Gemini-Pro-LLM-Models

This project builds an AI-powered News Research & Writing System using CrewAI and Google Gemini Pro (1.5 Flash) LLM models. It features two autonomous agents – a Senior Researcher and a Writer – who collaborate to research trending topics, analyze insights, and generate news blog posts. The system uses Serper API for real-time web search. 📰 AI News Agents with CrewAI & Google Gemini Pro 🚀 **Automated News Research & Writing** using multi-agent AI, CrewAI framework, and Google Gemini LLM. --- 📌 Overview This project builds an **AI-powered News Research & Writing System** using **CrewAI** and **Google Gemini Pro (1.5 Flash)** LLM models. It features two autonomous agents – a **Senior Researcher** and a **Writer** – who collaborate to research trendin

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Vaishnavish14

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 2/25/2026.

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

Vaishnavish14

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 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

1

Snippets

0

Languages

python

Executable Examples

bash

📂 News-AI-Agents
 ├── agents.py            # Defines Researcher & Writer agents
 ├── crew.py              # Creates Crew & orchestrates workflow
 ├── tasks.py             # Defines tasks for research & writing
 ├── tools.py             # Initializes Serper API search tool
 ├── .env                 # Stores API keys (Google & Serper)
 └── news_blog_post.txt   # Output blog file (generated)

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

This project builds an AI-powered News Research & Writing System using CrewAI and Google Gemini Pro (1.5 Flash) LLM models. It features two autonomous agents – a Senior Researcher and a Writer – who collaborate to research trending topics, analyze insights, and generate news blog posts. The system uses Serper API for real-time web search. 📰 AI News Agents with CrewAI & Google Gemini Pro 🚀 **Automated News Research & Writing** using multi-agent AI, CrewAI framework, and Google Gemini LLM. --- 📌 Overview This project builds an **AI-powered News Research & Writing System** using **CrewAI** and **Google Gemini Pro (1.5 Flash)** LLM models. It features two autonomous agents – a **Senior Researcher** and a **Writer** – who collaborate to research trendin

Full README

📰 AI News Agents with CrewAI & Google Gemini Pro

Python CrewAI LLM Status License Contributions

🚀 Automated News Research & Writing using multi-agent AI, CrewAI framework, and Google Gemini LLM.


📌 Overview

This project builds an AI-powered News Research & Writing System using CrewAI and Google Gemini Pro (1.5 Flash) LLM models.
It features two autonomous agents – a Senior Researcher and a Writer – who collaborate to research trending topics, analyze insights, and generate well-structured news blog posts.
The system uses Serper API for real-time web search and outputs a ready-to-publish blog post.


🏗️ Project Structure

📂 News-AI-Agents
 ├── agents.py            # Defines Researcher & Writer agents
 ├── crew.py              # Creates Crew & orchestrates workflow
 ├── tasks.py             # Defines tasks for research & writing
 ├── tools.py             # Initializes Serper API search tool
 ├── .env                 # Stores API keys (Google & Serper)
 └── news_blog_post.txt   # Output blog file (generated)

⚙️ Setup & Installation

1️⃣ Clone the Repository

git clone https://github.com/yourusername/news-ai-agents.git

cd news-ai-agents

2️⃣ Install Dependencies

pip install -r requirements.txt

3️⃣ Configure Environment Variables

Create a .env file in the root directory and add:

GOOGLE_API_KEY=your_google_api_key

SERPER_API_KEY=your_serper_api_key

4️⃣ Run the Project

python crew.py

✅ Output: A news_blog_post.txt file will be generated with a ready-to-publish blog post.

| Tool / Library | Purpose | | --------------------- | -------------------------- | | Python 3.10+ | Programming Language | | CrewAI | Multi-Agent Orchestration | | Google Gemini Pro | LLM for research & writing | | Serper API | Real-time Web Search | | dotenv | Secure API Key Management |

📊 Example Output

Sample Blog Post Generated

Title: The AI Revolution in Healthcare: Generative AI Takes Center Stage

Artificial intelligence (AI) is rapidly transforming the healthcare landscape, and the latest wave of innovation is driven by generative AI. This powerful technology is poised to revolutionize drug discovery, personalize medicine, and enhance patient care in unprecedented ways.

Highlights:

⚡ Accelerated Drug Discovery – Rapidly generates and evaluates drug candidates

🧬 Personalized Medicine – Tailors treatment to individual patient profiles

🩺 Improved Diagnostics – Detects subtle patterns early in medical imaging

🔍 Ethical Considerations – Data bias, privacy, transparency & regulation

📸 Output Screenshots

<img width="1513" height="891" alt="image" src="https://github.com/user-attachments/assets/e4df2bc5-5f1d-4d4b-b5b9-b17301558d8a" /> <img width="1392" height="892" alt="image" src="https://github.com/user-attachments/assets/becc3fd5-f6fc-466b-9dab-acc8dcc7532e" />

🌟 Don't forget to ⭐ this repo if you like it!

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-vaishnavish14-building-news-ai-agents-using-crewai-and-g/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/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.

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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-vaishnavish14-building-news-ai-agents-using-crewai-and-g/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T05:06:25.427Z"
    }
  },
  "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": "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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Vaishnavish14",
    "href": "https://github.com/VaishnaviSh14/-Building-News-AI-Agents-Using-CrewAI-And-Google-Gemini-Pro-LLM-Models",
    "sourceUrl": "https://github.com/VaishnaviSh14/-Building-News-AI-Agents-Using-CrewAI-And-Google-Gemini-Pro-LLM-Models",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:57.892Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:57.892Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-vaishnavish14-building-news-ai-agents-using-crewai-and-g/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

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
  }
]

Sponsored

Ads related to -Building-News-AI-Agents-Using-CrewAI-And-Google-Gemini-Pro-LLM-Models and adjacent AI workflows.