Crawler Summary

CREWAI-X-Agent answer-first brief

AI-powered system that discovers, summarizes, and archives trending tech topics into engaging Twitter threads. ๐Ÿš€ ByteBrief - AI-Powered Tech Trend Digest $1 $1 $1 **ByteBrief** is an AI-powered system that automatically discovers, summarizes, and archives trending tech topics into engaging Twitter threads. Stay ahead of the curve without lifting a finger! ๐ŸŒŸ Key Features - **๐Ÿค– AI Crew**: A team of specialized AI agents working together - **๐Ÿ” Trend Discovery**: Automatically finds trending tech topics - **๐Ÿ“ Smart Summariza Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

CREWAI-X-Agent 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

Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

CREWAI-X-Agent

AI-powered system that discovers, summarizes, and archives trending tech topics into engaging Twitter threads. ๐Ÿš€ ByteBrief - AI-Powered Tech Trend Digest $1 $1 $1 **ByteBrief** is an AI-powered system that automatically discovers, summarizes, and archives trending tech topics into engaging Twitter threads. Stay ahead of the curve without lifting a finger! ๐ŸŒŸ Key Features - **๐Ÿค– AI Crew**: A team of specialized AI agents working together - **๐Ÿ” Trend Discovery**: Automatically finds trending tech topics - **๐Ÿ“ Smart Summariza

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Nitindavegit

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Unpublished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 2/25/2026.

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

Nitindavegit

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 25, 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

5

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/yourusername/bytebrief.git
   cd bytebrief

bash

pip install -r requirements.txt

env

GEMINI_API_KEY=your_gemini_api_key
   SERPER_API_KEY=your_serper_api_key
   GOOGLE_DOC_ID=your_google_doc_id  # Optional

bash

python bytebrief_crew.py

text

bytebrief/
โ”œโ”€โ”€ bytebrief_crew.py     # Main AI crew orchestration
โ”œโ”€โ”€ google_docs_tool.py   # Google Docs integration tool
โ”œโ”€โ”€ setup_google_docs.py  # Google Docs setup wizard
โ”œโ”€โ”€ main.py              # Entry point
โ”œโ”€โ”€ requirements.txt     # Python dependencies
โ”œโ”€โ”€ .env                 # API keys (not included)
โ””โ”€โ”€ credentials.json     # Google OAuth credentials (not included)

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 system that discovers, summarizes, and archives trending tech topics into engaging Twitter threads. ๐Ÿš€ ByteBrief - AI-Powered Tech Trend Digest $1 $1 $1 **ByteBrief** is an AI-powered system that automatically discovers, summarizes, and archives trending tech topics into engaging Twitter threads. Stay ahead of the curve without lifting a finger! ๐ŸŒŸ Key Features - **๐Ÿค– AI Crew**: A team of specialized AI agents working together - **๐Ÿ” Trend Discovery**: Automatically finds trending tech topics - **๐Ÿ“ Smart Summariza

Full README

๐Ÿš€ ByteBrief - AI-Powered Tech Trend Digest

Python CrewAI License

ByteBrief is an AI-powered system that automatically discovers, summarizes, and archives trending tech topics into engaging Twitter threads. Stay ahead of the curve without lifting a finger!

๐ŸŒŸ Key Features

  • ๐Ÿค– AI Crew: A team of specialized AI agents working together
  • ๐Ÿ” Trend Discovery: Automatically finds trending tech topics
  • ๐Ÿ“ Smart Summarization: Converts complex news into digestible bullet points
  • ๐Ÿฆ Twitter-Ready Threads: Crafts engaging 2-tweet threads for social media
  • ๐Ÿ“š Google Docs Archiving: Automatically saves all threads for future reference
  • โšก Real-time Updates: Always stay current with the latest tech developments

๐Ÿค– Meet the AI Crew

| Agent | Role | Specialization | |-------|------|----------------| | Tech Trend Scraper | Researcher | Finds 3-5 trending tech topics daily | | Trend Summarizer | Editor | Converts findings into concise bullet points | | Tech Thread Writer | Copywriter | Crafts engaging Twitter threads | | Thread Publisher | Archivist | Saves threads to Google Docs |

๐Ÿš€ Quick Start

Prerequisites

  • Python 3.13 or higher
  • Google Cloud account with Docs API enabled
  • API keys for Gemini and Serper

Installation

  1. Clone the repository:

    git clone https://github.com/yourusername/bytebrief.git
    cd bytebrief
    
  2. Install dependencies:

    pip install -r requirements.txt
    
  3. Set up environment variables: Create a .env file with your API keys:

    GEMINI_API_KEY=your_gemini_api_key
    SERPER_API_KEY=your_serper_api_key
    GOOGLE_DOC_ID=your_google_doc_id  # Optional
    

Usage

Run ByteBrief to generate and archive your first tech thread:

python bytebrief_crew.py

Watch as the AI crew:

  1. Discovers trending tech topics
  2. Summarizes them into concise points
  3. Crafts engaging Twitter threads
  4. Archives them in your Google Doc

๐Ÿ› ๏ธ Configuration

Environment Variables

| Variable | Description | Required | |----------|-------------|----------| | GEMINI_API_KEY | Gemini API key for LLM | โœ… | | SERPER_API_KEY | Serper.dev API key for search | โœ… | | GOOGLE_DOC_ID | Fixed Google Doc ID (optional) | โŒ |

๐Ÿ“ Project Structure

bytebrief/
โ”œโ”€โ”€ bytebrief_crew.py     # Main AI crew orchestration
โ”œโ”€โ”€ google_docs_tool.py   # Google Docs integration tool
โ”œโ”€โ”€ setup_google_docs.py  # Google Docs setup wizard
โ”œโ”€โ”€ main.py              # Entry point
โ”œโ”€โ”€ requirements.txt     # Python dependencies
โ”œโ”€โ”€ .env                 # API keys (not included)
โ””โ”€โ”€ credentials.json     # Google OAuth credentials (not included)

๐Ÿง  How It Works

  1. Discovery Phase: The Trend Scraper agent searches the web for trending tech topics
  2. Summarization Phase: The Trend Summarizer refines findings into tweet-friendly content
  3. Creation Phase: The Thread Writer crafts engaging 2-tweet threads
  4. Archiving Phase: The Thread Publisher saves threads to Google Docs with timestamps

๐Ÿค Contributing

Contributions are welcome! Feel free to:

  • Report bugs
  • Suggest new features
  • Improve documentation
  • Add new AI agents

๐Ÿ“„ License

This project is licensed under the MIT License - see the LICENSE file for details.

๐Ÿ™ Acknowledgments


<p align="center"> Made with โค๏ธ and โ˜• by tech enthusiasts </p>

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://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/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

70

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

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

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

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

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!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

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-nitindavegit-crewai-x-agent/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-04-17T00:50:46.780Z"
    }
  },
  "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": "Nitindavegit",
    "href": "https://github.com/nitindavegit/CREWAI-X-Agent",
    "sourceUrl": "https://github.com/nitindavegit/CREWAI-X-Agent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:09.963Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T05:07:09.963Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-nitindavegit-crewai-x-agent/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
  }
]

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