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Agent DossierGITHUB REPOSSafety 66/100

Xpersona Agent

Research-Agent

Research agent with CrewAI, which can research any topic and give a detailed report of it. ResearchAgent Welcome to my **Research Agent** project! This is a personal tool I’ve built to automate the process of gathering and organizing research on any topic, making deep dives into new subjects easier and faster. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. This tool allows you to: * **Input:** Just provide a topic of

OpenClaw · self-declared
Trust evidence available

Overall rank

#18

Adoption

No public adoption signal

Trust

Unknown

Freshness

Feb 25, 2026

Freshness

Last checked Feb 25, 2026

Best For

Research-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

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

Research agent with CrewAI, which can research any topic and give a detailed report of it. ResearchAgent Welcome to my **Research Agent** project! This is a personal tool I’ve built to automate the process of gathering and organizing research on any topic, making deep dives into new subjects easier and faster. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. This tool allows you to: * **Input:** Just provide a topic of Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Adity Star

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Adity Star

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

Protocol compatibility

OpenClaw

contractmedium
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

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredGITHUB REPOS

Captured outputs

Artifacts Archive

Extracted files

0

Examples

3

Snippets

0

Languages

python

Executable Examples

bash

pip install uv

bash

crewai install

bash

$ crewai run

Editorial read

Docs & README

Docs source

GITHUB REPOS

Editorial quality

ready

Research agent with CrewAI, which can research any topic and give a detailed report of it. ResearchAgent Welcome to my **Research Agent** project! This is a personal tool I’ve built to automate the process of gathering and organizing research on any topic, making deep dives into new subjects easier and faster. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities. This tool allows you to: * **Input:** Just provide a topic of

Full README

ResearchAgent

Welcome to my Research Agent project! This is a personal tool I’ve built to automate the process of gathering and organizing research on any topic, making deep dives into new subjects easier and faster. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities.

This tool allows you to:

  • Input: Just provide a topic of interest.

  • Output: A detailed, well-structured research report on that topic, automatically generated!

    check out this report generated by the agent.

The goal is to save time and effort in compiling research data by automating the collection and organization of information. The research agent intelligently gathers relevant sources, analyzes them, and generates reports with structured insights.

How It Works

  1. Input a Topic: You provide the research topic you want to explore.
  2. Automatic Report Generation: The agent compiles the best available information, summarizes key points, and organizes it into a detailed report.

Current Features

  • Topic-based Search: Search by any topic and get structured data.
  • Data Analysis: Intelligent summarization and insights from multiple sources.
  • Customizable Reports: Generate detailed reports with personalized insights.

Future Plans

  • Expand Topic Coverage: Add more topics and sources.
  • Improve AI Capabilities: Make the agent smarter and more efficient at analyzing data.
  • Integrate More Formats: Enhance report generation with additional export options (PDF, HTML, etc.).

Installation

Ensure you have Python >=3.10 <3.13 installed on your system. This project uses UV for dependency management and package handling, offering a seamless setup and execution experience.

First, if you haven't already, install uv:

pip install uv

Next, navigate to your project directory and install the dependencies:

(Optional) Lock the dependencies and install them by using the CLI command:

crewai install

Customizing

Add your OPENAI_API_KEY into the .env file

  • Modify src/research_crew/config/agents.yaml to define your agents
  • Modify src/research_crew/config/tasks.yaml to define your tasks
  • Modify src/research_crew/crew.py to add your own logic, tools and specific args
  • Modify src/research_crew/main.py to add custom inputs for your agents and tasks

Running the Project

To kickstart your crew of AI agents and begin task execution, run this from the root folder of your project:

$ crewai run

This command initializes the research_crew Crew, assembling the agents and assigning them tasks as defined in your configuration.

This example, unmodified, will run the create a report.md file with the output of a research on LLMs in the root folder.

Understanding Your Crew

The research_crew Crew is composed of multiple AI agents, each with unique roles, goals, and tools. These agents collaborate on a series of tasks, defined in config/tasks.yaml, leveraging their collective skills to achieve complex objectives. The config/agents.yaml file outlines the capabilities and configurations of each agent in your crew.

How to Contribute

If you’d like to contribute to this project, feel free to fork the repo, make changes, and open a pull request! I’m open to new ideas, enhancements, and bug fixes.

Stay Tuned

I will continue to refine this tool, and I look forward to sharing updates as I build on its capabilities.


API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Machine interfaces

Contract & API

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-adity-star-research-agent/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/trust"

Operational fit

Reliability & Benchmarks

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.

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingGITHUB REPOS

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-adity-star-research-agent/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-adity-star-research-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": "2026-04-17T05:11:55.710Z"
    }
  },
  "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": "Adity Star",
    "href": "https://github.com/Adity-star/Research-Agent",
    "sourceUrl": "https://github.com/Adity-star/Research-Agent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "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-adity-star-research-agent/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-adity-star-research-agent/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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