How should content-creators-crewai be evaluated before use?

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

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.

Crawler Summary

content-creators-crewai answer-first brief

Multi-agent AI content generation system using CrewAI with a Streamlit interface. Research, write, and edit professional articles automatically. Multi Agent Content Creator A multi-agent AI content generation system powered by $1. This project uses a hierarchical team of AI agents to research, write, and edit professional articles on any topic. **Demo:** $1 Agent Architecture Hierarchical Structure Agent Roles | Agent | Role | Responsibility | |-------|------|----------------| | **Content Director** | Orchestrator/Manager | Coordinates the team, delegates tas Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/16/2026.

Freshness

Last checked 4/16/2026

Best For

content-creators-crewai 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 66/100

content-creators-crewai

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Apr 16, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 4/16/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 16, 2026

Vendor

Alfredang

Artifacts

Benchmarks

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Unpublished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. 1 GitHub stars reported by the source. Last updated 4/16/2026.

View Source

Setup snapshot

git clone https://github.com/alfredang/content-creators-crewai.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 Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Alfredang

profilemedium

Observed Apr 16, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Apr 16, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed Apr 16, 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

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 OPENCLEW

Extracted files

Examples

Snippets

Languages

python

Executable Examples

text

+-------------------+
                    |  Content Director |
                    |    (Orchestrator) |
                    +--------+----------+
                             |
            +----------------+----------------+
            |                |                |
    +-------v------+  +------v-------+  +-----v--------+
    |  Research    |  |   Content    |  |   Content    |
    |  Specialist  |  |    Writer    |  |    Editor    |
    +--------------+  +--------------+  +--------------+

bash

# Install uv if you haven't already
pip install uv

# Create virtual environment and install dependencies
uv venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
uv pip install -e .

bash

crewai install

env

OPENAI_API_KEY=your-openai-api-key
TAVILY_API_KEY=your-tavily-api-key

bash

.venv/bin/streamlit run app.py

bash

crewai run

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

Multi Agent Content Creator

A multi-agent AI content generation system powered by CrewAI. This project uses a hierarchical team of AI agents to research, write, and edit professional articles on any topic.

Demo: https://content-creators.streamlit.app/

Agent Architecture

Hierarchical Structure

                    +-------------------+
                    |  Content Director |
                    |    (Orchestrator) |
                    +--------+----------+
                             |
            +----------------+----------------+
            |                |                |
    +-------v------+  +------v-------+  +-----v--------+
    |  Research    |  |   Content    |  |   Content    |
    |  Specialist  |  |    Writer    |  |    Editor    |
    +--------------+  +--------------+  +--------------+

Agent Roles

| Agent | Role | Responsibility | |-------|------|----------------| | Content Director | Orchestrator/Manager | Coordinates the team, delegates tasks, and ensures high-quality output is delivered efficiently | | Research Specialist | Information Gatherer | Uses Tavily Search to find accurate, up-to-date information on any topic | | Content Writer | Content Creator | Transforms research into engaging, well-structured articles | | Content Editor | Quality Assurance | Reviews content for quality, consistency, clarity, and proper formatting |

How It Works

User Input: You provide a topic for the article
Research Phase: The Research Specialist gathers relevant information using web search
Writing Phase: The Content Writer creates a comprehensive article based on the research
Editing Phase: The Content Editor reviews and polishes the final output
Output: A formatted markdown article is generated

The Content Director oversees the entire process, ensuring smooth collaboration between agents.

Installation

Ensure you have Python >=3.10 <3.14 installed on your system.

Using UV (Recommended)

# Install uv if you haven't already
pip install uv

# Create virtual environment and install dependencies
uv venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
uv pip install -e .

Using CrewAI CLI

crewai install

Configuration

Add your API keys to the .env file:

OPENAI_API_KEY=your-openai-api-key
TAVILY_API_KEY=your-tavily-api-key

Running the Project

Option 1: Streamlit Web Interface

Launch the interactive web app:

.venv/bin/streamlit run app.py

Then open http://localhost:8501 in your browser.

Features:

Chat-style interface for entering topics
Real-time status updates during generation
Formatted article display
Clear chat functionality

Option 2: Terminal with CrewAI CLI

Run directly from the command line:

crewai run

You'll be prompted to enter a topic, and the article will be saved to output/report.md.

Project Structure

content-creators/
├── app.py                          # Streamlit web interface
├── pyproject.toml                  # Project configuration
├── .env                            # API keys (not tracked)
└── src/content_creators/
    ├── crew.py                     # Agent and crew definitions
    ├── main.py                     # CLI entry point
    └── config/
        ├── agents.yaml             # Agent configurations
        └── tasks.yaml              # Task definitions

Customization

Agents: Modify src/content_creators/crew.py to adjust agent roles, goals, and tools
Tasks: Update task descriptions and expected outputs in crew.py
Tools: Add custom tools in src/content_creators/tools/

Support

Contract & API

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

MissingGITHUB OPENCLEW

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://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/snapshot"

curl -s "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/contract"

curl -s "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/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_REPOSactivepieces

Rank

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW

GITHUB_REPOScherry-studio

Rank

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSAionUi

Rank

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

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW

GITHUB_REPOSCopilotKit

Rank

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

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://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T04:02:51.867Z"
    }
  },
  "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": "Alfredang",
    "category": "vendor",
    "href": "https://github.com/alfredang/content-creators-crewai",
    "sourceUrl": "https://github.com/alfredang/content-creators-crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:42.986Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:42.986Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/alfredang/content-creators-crewai",
    "sourceUrl": "https://github.com/alfredang/content-creators-crewai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-16T06:46:42.986Z",
    "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://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-alfredang-content-creators-crewai/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": {}
  }
]