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
Xpersona 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
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
Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.
Overview
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.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Feb 25, 2026
Vendor
Adity Star
Artifacts
0
Benchmarks
0
Last release
Unpublished
Install & run
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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.
Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.
Public facts
Vendor
Adity Star
Protocol compatibility
OpenClaw
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.
Captured outputs
Extracted files
0
Examples
3
Snippets
0
Languages
python
bash
pip install uv
bash
crewai install
bash
$ crewai run
Editorial read
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
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.
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
Add your OPENAI_API_KEY into the .env file
src/research_crew/config/agents.yaml to define your agentssrc/research_crew/config/tasks.yaml to define your taskssrc/research_crew/crew.py to add your own logic, tools and specific argssrc/research_crew/main.py to add custom inputs for your agents and tasksTo 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.
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.
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.
I will continue to refine this tool, and I look forward to sharing updates as I build on its capabilities.
Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.
Machine interfaces
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
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
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
Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.
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
}
]Sponsored
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