Crawler Summary

multi-agent-content-system answer-first brief

AI-powered multi-agent content generation system using CrewAI and LLMs. Generates structured SEO-friendly blogs and transforms them into modern responsive HTML webpages automatically. Multi-Agent Content System ๐Ÿค– An AI-powered multi-agent system that generates blogs, converts them into structured HTML webpages, and organizes content dynamically based on user-selected topics. --- ๐Ÿš€ Features - ๐Ÿง  AI Writer Agent: Generates structured blog content - ๐ŸŽจ Web Designer Agent: Converts content into modern HTML/CSS pages - ๐Ÿ“„ Dynamic file generation based on topic - ๐Ÿ”— Modular multi-agent architecture us 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-content-system 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-content-system

AI-powered multi-agent content generation system using CrewAI and LLMs. Generates structured SEO-friendly blogs and transforms them into modern responsive HTML webpages automatically. Multi-Agent Content System ๐Ÿค– An AI-powered multi-agent system that generates blogs, converts them into structured HTML webpages, and organizes content dynamically based on user-selected topics. --- ๐Ÿš€ Features - ๐Ÿง  AI Writer Agent: Generates structured blog content - ๐ŸŽจ Web Designer Agent: Converts content into modern HTML/CSS pages - ๐Ÿ“„ Dynamic file generation based on topic - ๐Ÿ”— Modular multi-agent architecture us

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

Mrahmadtalha

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Unpublished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

Mrahmadtalha

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

6

Snippets

0

Languages

python

Executable Examples

bash

project/
โ”‚
โ”œโ”€โ”€ agents.py
โ”œโ”€โ”€ tasks.py
โ”œโ”€โ”€ main.py
โ”œโ”€โ”€ pdf_generator.py
โ”œโ”€โ”€ .env
โ”œโ”€โ”€ README.md
โ””โ”€โ”€ requirements.txt

env

GROQ_API_KEY=your_api_key_here

bash

pip install -r requirements.txt

bash

python main.py

bash

AI Trends 2026

txt

crewai
python-dotenv
groq

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 content generation system using CrewAI and LLMs. Generates structured SEO-friendly blogs and transforms them into modern responsive HTML webpages automatically. Multi-Agent Content System ๐Ÿค– An AI-powered multi-agent system that generates blogs, converts them into structured HTML webpages, and organizes content dynamically based on user-selected topics. --- ๐Ÿš€ Features - ๐Ÿง  AI Writer Agent: Generates structured blog content - ๐ŸŽจ Web Designer Agent: Converts content into modern HTML/CSS pages - ๐Ÿ“„ Dynamic file generation based on topic - ๐Ÿ”— Modular multi-agent architecture us

Full README

Multi-Agent Content System ๐Ÿค–

An AI-powered multi-agent system that generates blogs, converts them into structured HTML webpages, and organizes content dynamically based on user-selected topics.


๐Ÿš€ Features

  • ๐Ÿง  AI Writer Agent: Generates structured blog content
  • ๐ŸŽจ Web Designer Agent: Converts content into modern HTML/CSS pages
  • ๐Ÿ“„ Dynamic file generation based on topic
  • ๐Ÿ”— Modular multi-agent architecture using CrewAI
  • โšก Powered by Groq LLM (Llama 3)

๐Ÿ—๏ธ Workflow

  1. User provides a topic (e.g., "AI trends 2026")
  2. Writer Agent generates structured blog content in JSON format
  3. Web Designer Agent converts the content into a responsive HTML webpage
  4. Output is saved as a .html file for browser viewing

๐Ÿ› ๏ธ Tech Stack

  • Python
  • CrewAI
  • Groq API (Llama Models)
  • HTML / CSS
  • dotenv

๐Ÿ“‚ Project Structure

project/
โ”‚
โ”œโ”€โ”€ agents.py
โ”œโ”€โ”€ tasks.py
โ”œโ”€โ”€ main.py
โ”œโ”€โ”€ pdf_generator.py
โ”œโ”€โ”€ .env
โ”œโ”€โ”€ README.md
โ””โ”€โ”€ requirements.txt

๐Ÿ” Environment Variables

Create a .env file in the root directory:

GROQ_API_KEY=your_api_key_here

โ–ถ๏ธ Run Project

Install dependencies:

pip install -r requirements.txt

Run the project:

python main.py

โš™๏ธ How It Works

๐Ÿง  Writer Agent

  • Researches the provided topic
  • Generates structured blog content
  • Returns clean JSON output

๐ŸŽจ Web Designer Agent

  • Reads structured blog data
  • Builds responsive HTML webpage
  • Applies clean styling and layout

๐Ÿ“„ Output

  • HTML files generated dynamically
  • Easily viewable in any browser
  • Optional PDF export support

๐Ÿ“Œ Example Topic

AI Trends 2026

Generated Output:

  • Blog Content
  • HTML Webpage
  • Optional PDF File

๐Ÿ“ฆ Requirements

Example packages used:

crewai
python-dotenv
groq

๐Ÿ”ฎ Future Improvements

  • Add Streamlit frontend
  • Export directly to PDF
  • Multi-language support
  • AI image generation
  • Database integration

๐Ÿงช Example Command

python main.py

Then enter your topic when prompted.


๐Ÿ“ค Push to GitHub

git add README.md
git commit -m "Add README file"
git push

๐Ÿ‘จโ€๐Ÿ’ป Author

Ahmad Talha


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-mrahmadtalha-multi-agent-content-system/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/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
Github ReposUpdated 7h agoRank 70

AionUi

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | ๐ŸŒŸ Star if you like it!

MCPOPENCLAW
Github ReposUpdated 6mo agoRank 70

activepieces

AI Agents & MCPs & AI Workflow Automation โ€ข (~400 MCP servers for AI agents) โ€ข AI Automation / AI Agent with MCPs โ€ข AI Workflows & AI Agents โ€ข MCPs for AI Agents

OPENCLAW
Github ReposUpdated 6mo agoRank 70

cherry-studio

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

MCPOPENCLAW
Github ReposUpdated 7mo agoRank 70

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-mrahmadtalha-multi-agent-content-system/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T01:53:01.220Z"
    }
  },
  "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": "Mrahmadtalha",
    "href": "https://github.com/mrahmadtalha/multi-agent-content-system",
    "sourceUrl": "https://github.com/mrahmadtalha/multi-agent-content-system",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T21:25:50.941Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T21:25:50.941Z",
    "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-mrahmadtalha-multi-agent-content-system/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-mrahmadtalha-multi-agent-content-system/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub ยท 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 multi-agent-content-system and adjacent AI workflows.