How should blog-generation-crew 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

blog-generation-crew answer-first brief

An optimized, long-form multi-agent blog generation crew built with CrewAI and orchestrated hierarchically via NVIDIA NIM (Llama-3.1-70b-Instruct). 🤖 Multi-Agent AI Blog Generation Crew Welcome to the **BlogGenerationCrew** project. This is a production-grade, multi-agent AI system engineered using the **CrewAI** framework. It leverages a hierarchical management structure to orchestrate autonomous agents that research, draft, and review long-form technical content. Unlike standard templates, this repository has been optimized to handle complex, high-density rea Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

Best For

blog-generation-crew 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

blog-generation-crew

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Arindamdeka09

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Unpublished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. Last updated 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/ArindamDeka09/blog-generation-crew.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

Arindamdeka09

profilemedium

Observed May 31, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 31, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

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 OPENCLEW

Extracted files

Examples

Snippets

Languages

python

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 AI Blog Generation Crew

Welcome to the BlogGenerationCrew project. This is a production-grade, multi-agent AI system engineered using the CrewAI framework. It leverages a hierarchical management structure to orchestrate autonomous agents that research, draft, and review long-form technical content.

Unlike standard templates, this repository has been optimized to handle complex, high-density reasoning loops entirely through free-tier NVIDIA NIM infrastructure, bypassing common token-ceiling and gateway connection limits.

🧠 System Architecture & Workflow

This project implements a Hierarchical Process (Process.hierarchical) to mimic a real-world corporate data operations team:

Team Leader (Crew Manager): Ingests the global assignment topic, dynamically establishes a project roadmap, structures tasks, and handles serialization loops.
Expert Researcher: Consumes a custom RAG-driven SerperDevTool to search the live web, parsing snippets and chunking complex datasets before passing data back.
Expert Blog Writer: Transforms raw research packets into an expansive, detailed, long-form draft.
Expert Blog Reviewer: Acts as a quality assurance gate, evaluating structure, tone, and analogies, providing structural feedback scores before finalizing production.

⚡ Features & Engineering Optimizations

NVIDIA NIM Integration: Configured natively to route high-density operations through meta/llama-3.1-70b-instruct.
Self-Healing Parsing: Integrated resilient schema error catching to gracefully recover from transient multi-agent JSON parsing anomalies (Action Input key-value slips).
Gateway Timeout Buffers: Tailored underlying HTTP transport socket boundaries (connect_timeout and read_timeout mapped to 600s) to fully mitigate cloud 504 Gateway Timeout loops during deep context processing.
Extended Token Runways: Pushed generative runtime horizons (max_tokens=4000) to unlock comprehensive, 1,500+ word output generation.

🛠️ Installation & Setup

1. Prerequisites

Ensure you have Python 3.10 up to 3.12 installed. This project uses uv for lightning-fast, isolated dependency management.

2. Clone and Install Dependencies

# Clone the repository
git clone [https://github.com/ArindamDeka09/blog-generation-crew.git](https://github.com/ArindamDeka09/blog-generation-crew.git)
cd blog-generation-crew

# Install litellm and project dependencies using uv
uv sync

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://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/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_OPENCLEW@x1pay/langchain

Rank

LangChain/LangGraph tools for AI agent x402 payments on X1

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-swarm

Rank

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEW@langchain/langgraph-supervisor

Rank

LangGraph Multi-Agent Supervisor

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW

GITHUB_OPENCLEWoceanbus-langchain

Rank

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

Traction

No public download signal

Freshness

Updated 4mo 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://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:20:18.061Z"
    }
  },
  "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": "Arindamdeka09",
    "category": "vendor",
    "href": "https://github.com/ArindamDeka09/blog-generation-crew",
    "sourceUrl": "https://github.com/ArindamDeka09/blog-generation-crew",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:12.982Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:12.982Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-arindamdeka09-blog-generation-crew/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]