Xpersona

Crawler Summary

CrewAI-Agent-for-Web-Based-Academic-Notes-Generation answer-first brief

An AI-powered research assistant that searches the web, processes information using LLaMA-3.3 via Groq, and generates structured academic notes using CrewAI and Serper. 📘 CrewAI Agent for Web-Based Academic Notes Generation | $1 An **AI-powered research assistant** that automates the process of gathering and synthesizing information from the web, processing it with state-of-the-art language models, and generating structured academic notes. This tool integrates advanced technologies like **LLaMA 3.3** via **Groq**, **Serper.dev** for web search, and **CrewAI** for task management. H Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

CrewAI-Agent-for-Web-Based-Academic-Notes-Generation 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

CardFactsSnapshotContractTrust
Agent DossierGITHUB REPOSSafety: 66/100

CrewAI-Agent-for-Web-Based-Academic-Notes-Generation

An AI-powered research assistant that searches the web, processes information using LLaMA-3.3 via Groq, and generates structured academic notes using CrewAI and Serper. 📘 CrewAI Agent for Web-Based Academic Notes Generation | $1 An **AI-powered research assistant** that automates the process of gathering and synthesizing information from the web, processing it with state-of-the-art language models, and generating structured academic notes. This tool integrates advanced technologies like **LLaMA 3.3** via **Groq**, **Serper.dev** for web search, and **CrewAI** for task management. H

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

Chintalasrikar

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Unpublished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.

View Source

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

Chintalasrikar

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

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 Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

0

Examples

3

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/Chintalasrikar/CrewAI-Agent-for-Web-Based-Academic-Notes-Generation.git
cd CrewAI-Agent-for-Web-Based-Academic-Notes-Generation

bash

pip install -r requirements.txt

bash

python crew.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

An AI-powered research assistant that searches the web, processes information using LLaMA-3.3 via Groq, and generates structured academic notes using CrewAI and Serper. 📘 CrewAI Agent for Web-Based Academic Notes Generation | $1 An **AI-powered research assistant** that automates the process of gathering and synthesizing information from the web, processing it with state-of-the-art language models, and generating structured academic notes. This tool integrates advanced technologies like **LLaMA 3.3** via **Groq**, **Serper.dev** for web search, and **CrewAI** for task management. H

Full README

📘 CrewAI Agent for Web-Based Academic Notes Generation | Demo

An AI-powered research assistant that automates the process of gathering and synthesizing information from the web, processing it with state-of-the-art language models, and generating structured academic notes. This tool integrates advanced technologies like LLaMA 3.3 via Groq, Serper.dev for web search, and CrewAI for task management.

How It Works:

  1. Web Search via Serper.dev:

    • The research assistant begins by searching the web for relevant, high-quality information based on a user-provided topic. It uses Serper.dev, a tool that helps fetch accurate and reliable results from academic articles, papers, and other trusted sources.

  2. Processing Information with LLaMA 3.3 via Groq:

    • After gathering the necessary information, the assistant processes it using the LLaMA 3.3 model hosted on Groq. LLaMA 3.3 is an advanced language model that excels in understanding and synthesizing complex data, ensuring that the information is summarized accurately and effectively.

  3. Generating Structured Academic Notes via CrewAI:

    • Once the information is processed, the system uses CrewAI to organize and generate detailed, professional-grade academic notes. These notes are well-structured, featuring numbered lists, bold headings, and italicized emphasis to highlight key points and concepts. The generated content is designed to be concise, informative, and suitable for academic purposes.

  4. Output:

    • The generated notes are saved as a .docx file, ready for further use or sharing. The format includes clear organization with headings, subheadings, and actionable takeaways, ensuring that the content is easily digestible and usable for academic or professional needs.

This AI-powered system allows researchers, students, and professionals to automate the process of web research, saving time and providing high-quality, structured notes without the need for manual intervention.

🚀 Features

  • 🌐 Real-time web search using Serper.dev
  • 🧠 Large Language Model (LLaMA 3.3 70B) via Groq
  • 🤖 CrewAI-powered agent architecture
  • 📝 Automatically generates academic-style research notes
  • 💾 Saves the output as a .docx file

🛠️ Tech Stack

  • Python
  • CrewAI
  • Groq (LLaMA 3.3-70B model)
  • Serper.dev for web search
  • python-dotenv for secure environment variables

📂 Project Structure

├── agents.py # Defines the Web Researcher agent

├── crew.py # Manages the CrewAI setup and execution

├── tasks.py # Defines the research task and output format

├── tools.py # Integrates Serper search tool

├── .env # Stores API keys securely

├── requirements.txt # Project dependencies

├── README.md # Project documentation

⚙️ Getting Started

1. Clone the Repository

git clone https://github.com/Chintalasrikar/CrewAI-Agent-for-Web-Based-Academic-Notes-Generation.git
cd CrewAI-Agent-for-Web-Based-Academic-Notes-Generation

2. Install Dependencies

pip install -r requirements.txt

3. Set Up Environment Variables

GROQ_API_KEY=your_groq_api_key SERPER_API_KEY=your_serper_api_key

4. Run the Project

python crew.py

Contract & API

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

MissingGITHUB REPOS

Endpoints

Dossier APISnapshot APIContract APITrust API

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-chintalasrikar-crewai-agent-for-web-based-academic-notes/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/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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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-chintalasrikar-crewai-agent-for-web-based-academic-notes/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T22:25:42.123Z"
    }
  },
  "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": "Chintalasrikar",
    "href": "https://github.com/Chintalasrikar/CrewAI-Agent-for-Web-Based-Academic-Notes-Generation",
    "sourceUrl": "https://github.com/Chintalasrikar/CrewAI-Agent-for-Web-Based-Academic-Notes-Generation",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T08:38:24.761Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T08:38:24.761Z",
    "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-chintalasrikar-crewai-agent-for-web-based-academic-notes/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-chintalasrikar-crewai-agent-for-web-based-academic-notes/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

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