How should autonomous_blog_team_crew_ai 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

autonomous_blog_team_crew_ai answer-first brief

Autonomous Blog Team (CrewAI Project) Autonomous Blog Team (CrewAI Project) An autonomous agent team built with the crewai library that researches any given technical topic on the web and creates a professional blog post based on that research. Team & Process The project uses two agents working in a sequential process (Process.sequential): 1. **Technical Research Specialist (Researcher)** - **Tools**: SerperDevTool (Web Search), ScrapeWebsiteTool (Websit Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

autonomous_blog_team_crew_ai 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

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGITHUB REPOSSafety: 66/100

autonomous_blog_team_crew_ai

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Feb 25, 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 2/25/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Abdulsametturkmenoglu

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Unpublished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 2/25/2026.

View Source

Setup snapshot

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

Abdulsametturkmenoglu

profilemedium

Observed Feb 25, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Feb 25, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed Feb 25, 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 REPOS

Extracted files

Examples

Snippets

Languages

python

Executable Examples

bash

# Clone the repository
git clone https://github.com/AbdulSametTurkmenoglu/autonomous_blog_team_crew_ai.git
cd autonomous_blog_team_crew_ai


# Create virtual environment (recommended)
python -m venv .venv
source .venv/bin/activate  # Windows: .\.venv\Scripts\activate

# Install dependencies
pip install -r requirements.txt

# Setup environment variables
cp .env.example .env  # Windows: copy .env.example .env
# Edit .env and add your API keys

text

OPENAI_API_KEY="sk-..."
SERPER_API_KEY="..."

bash

python run.py

bash

python run.py "What is LangGraph and how does it work?"

Docs & README

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

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Full README

Autonomous Blog Team (CrewAI Project)

An autonomous agent team built with the crewai library that researches any given technical topic on the web and creates a professional blog post based on that research.

Team & Process

The project uses two agents working in a sequential process (Process.sequential):

Technical Research Specialist (Researcher)
- Tools: SerperDevTool (Web Search), ScrapeWebsiteTool (Website Scraper), verify_source (Custom Source Validator)
- Task: Finds 3-5 reliable sources, validates them, reads their content, and prepares a technical research report
Technical Content Writer (Writer)
- Task: Takes the researcher's report as context and transforms it into an 800-1000 word, SEO-friendly, fluent blog post

Prerequisites

Python 3.8+
OpenAI API Key
Serper API Key (for web search via serper.dev)

Installation

# Clone the repository
git clone https://github.com/AbdulSametTurkmenoglu/autonomous_blog_team_crew_ai.git
cd autonomous_blog_team_crew_ai


# Create virtual environment (recommended)
python -m venv .venv
source .venv/bin/activate  # Windows: .\.venv\Scripts\activate

# Install dependencies
pip install -r requirements.txt

# Setup environment variables
cp .env.example .env  # Windows: copy .env.example .env
# Edit .env and add your API keys

.env file contents:

OPENAI_API_KEY="sk-..."
SERPER_API_KEY="..."

Note: Get your SERPER_API_KEY from serper.dev

Usage

The project runs via the run.py script.

Run with default topic:

python run.py

The script will process the default topic: Direct Preference Optimization (DPO)

Run with custom topic:

python run.py "What is LangGraph and how does it work?"

When the team starts working, you'll see detailed logs in the terminal (enabled by verbose=True). Once completed, a markdown file named blog_ciktisi_...md will be created.

How It Works

Research Phase:
- Researcher agent searches the web for relevant sources
- Validates source credibility
- Scrapes and analyzes content
- Compiles a comprehensive research report
Writing Phase:
- Writer agent receives the research report
- Transforms technical information into engaging content
- Ensures SEO optimization
- Produces a polished 800-1000 word blog post

Features

Autonomous Research: Agents independently find and verify sources
Source Validation: Custom tool ensures information credibility
SEO Optimization: Generated content is search-engine friendly
Sequential Process: Clear workflow from research to final output
Detailed Logging: Verbose mode shows the entire decision-making process
Markdown Output: Ready-to-publish blog posts in markdown format

Contract & API

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

MissingGITHUB REPOS

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-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/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

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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-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-09T02:29:22.716Z"
    }
  },
  "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": "Abdulsametturkmenoglu",
    "href": "https://github.com/AbdulSametTurkmenoglu/autonomous_blog_team_crew_ai",
    "sourceUrl": "https://github.com/AbdulSametTurkmenoglu/autonomous_blog_team_crew_ai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:41.125Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:41.125Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/AbdulSametTurkmenoglu/autonomous_blog_team_crew_ai",
    "sourceUrl": "https://github.com/AbdulSametTurkmenoglu/autonomous_blog_team_crew_ai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:06:41.125Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-abdulsametturkmenoglu-autonomous-blog-team-crew-ai/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
  }
]