Crawler Summary

AgenticBOB answer-first brief

AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB 🤖 A powerful AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB leverages multiple AI agents to conduct thorough research and generate high-quality content on any topic. Features - Advanced web research capabilities using SerperDev API - AI-powered content generation with multiple specialized agents - Adjustable content parameters (temperature, style, format) - E Capability contract not published. No trust telemetry is available yet. 10 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

AgenticBOB 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

Claim this agent
Agent DossierGitHubSafety: 66/100

AgenticBOB

AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB 🤖 A powerful AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB leverages multiple AI agents to conduct thorough research and generate high-quality content on any topic. Features - Advanced web research capabilities using SerperDev API - AI-powered content generation with multiple specialized agents - Adjustable content parameters (temperature, style, format) - E

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals10 GitHub stars

Capability contract not published. No trust telemetry is available yet. 10 GitHub stars reported by the source. Last updated 4/15/2026.

10 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Abhinavexists

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Unpublished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. 10 GitHub stars reported by the source. Last updated 4/15/2026.

Setup snapshot

git clone https://github.com/Abhinavexists/AgenticBOB.git
  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

Abhinavexists

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Adoption (1)

Adoption signal

10 GitHub stars

profilemedium
Observed Apr 15, 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 OPENCLEW

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/Abhinavexists/AgenticBOB.git
cd AgenticBOB

bash

python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

bash

pip install -r requirements.txt

env

OPENAI_API_KEY=your_openai_api_key
SERPER_API_KEY=your_serper_api_key

bash

streamlit run app.py

text

AgenticBOB/
├── .env                # Environment variables
├── app.py              # Streamlit web application
├── main.py             # Core logic and agent definitions
├── requirements.txt    # Project dependencies
└── README.md           # Project documentation

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB 🤖 A powerful AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB leverages multiple AI agents to conduct thorough research and generate high-quality content on any topic. Features - Advanced web research capabilities using SerperDev API - AI-powered content generation with multiple specialized agents - Adjustable content parameters (temperature, style, format) - E

Full README

AgenticBOB 🤖

A powerful AI-powered content research and writing assistant built with CrewAI and Streamlit. AgenticBOB leverages multiple AI agents to conduct thorough research and generate high-quality content on any topic.

Features

  • Advanced web research capabilities using SerperDev API
  • AI-powered content generation with multiple specialized agents
  • Adjustable content parameters (temperature, style, format)
  • Export content in multiple formats (Markdown, JSON)
  • Source verification and fact-checking
  • User-friendly Streamlit interface

Quick Start

Prerequisites

Installation

  1. Clone the repository:
git clone https://github.com/Abhinavexists/AgenticBOB.git
cd AgenticBOB
  1. Create and activate a virtual environment:
python -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate
  1. Install dependencies:
pip install -r requirements.txt
  1. Create a .env file in the project root and add your API keys:
OPENAI_API_KEY=your_openai_api_key
SERPER_API_KEY=your_serper_api_key

Running the Application

  1. Start the Streamlit app:
streamlit run app.py
  1. Open your browser and navigate to http://localhost:8501

Usage

  1. Enter your desired content topic in the sidebar
  2. Adjust the temperature slider to control creativity level
  3. Click "Generate Content" to start the process
  4. Wait for the AI to generate your article
  5. Download the result as a markdown file

How It Works

AgenticBOB uses two specialized AI agents:

Senior Research Analyst

  • Conducts comprehensive web research
  • Evaluates source credibility
  • Fact-checks information
  • Creates structured research briefs

Content Writer

  • Transforms research into engaging content
  • Maintains factual accuracy
  • Creates well-structured articles
  • Includes proper citations

Project Structure

AgenticBOB/
├── .env                # Environment variables
├── app.py              # Streamlit web application
├── main.py             # Core logic and agent definitions
├── requirements.txt    # Project dependencies
└── README.md           # Project documentation

Configuration

You can modify the following parameters:

  • temperature: Controls creativity level (0.0 - 1.0)
  • n_results: Number of search results to process (default: 10)
  • timeout: Maximum processing time (default: 120s)
  • max_tokens: Maximum output length (default: 4000)

🛠️ Advanced Usage

Running from Command Line

You can also run the content generation directly from the command line:

python main.py "Your topic here"

Customizing Agents

Modify main.py to adjust agent parameters:

  • Change agent goals and backstories
  • Add new tools and capabilities
  • Modify output formats and requirements

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/AmazingFeature)
  3. Commit your changes (git commit -m 'Add some AmazingFeature')
  4. Push to the branch (git push origin feature/AmazingFeature)
  5. Open a Pull Request

License

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

Contract & API

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

MissingGITHUB OPENCLEW

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-abhinavexists-agenticbob/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/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 • (~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

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 | 🌟 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-abhinavexists-agenticbob/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:45:00.622Z"
    }
  },
  "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": "Abhinavexists",
    "href": "https://github.com/Abhinavexists/AgenticBOB",
    "sourceUrl": "https://github.com/Abhinavexists/AgenticBOB",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:37.387Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:37.387Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "10 GitHub stars",
    "href": "https://github.com/Abhinavexists/AgenticBOB",
    "sourceUrl": "https://github.com/Abhinavexists/AgenticBOB",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:37.387Z",
    "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://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-abhinavexists-agenticbob/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
  }
]

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Ads related to AgenticBOB and adjacent AI workflows.