How should agentic-research-assistant 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

agentic-research-assistant answer-first brief

Deep Agentic Research Assistant using CrewAI Agentic framework 🔍 Agentic Research Assistant using $1 A deep agentic research assistant built with CrewAI, Serper, and Streamlit that helps you research locally any topic. Link to a <a href="https://agentic-research-crew-wgmesdsjqy2tsmjosxa3wm.streamlit.app/">live demo</a> of the application: 🌟 Features - 🤖 Multiple LLMs Support - 🔍 Advanced answering capabilities using web search - 📊 Real-time research process visualization - Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 6/1/2026.

Freshness

Last checked 6/1/2026

Best For

agentic-research-assistant 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

agentic-research-assistant

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Jun 1, 2026

Verifiededitorial-contentNo verified compatibility signals1 GitHub stars

Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 6/1/2026.

1 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Jun 1, 2026

Vendor

Tohokantche

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Unpublished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. 1 GitHub stars reported by the source. Last updated 6/1/2026.

View Source

Setup snapshot

git clone https://github.com/Tohokantche/agentic-research-assistant.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

Tohokantche

profilemedium

Observed May 24, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 24, 2026Source link Provenance

Adoption (1)

Adoption signal

1 GitHub stars

profilemedium

Observed May 24, 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

Executable Examples

bash

https://agentic-research-crew-wgmesdsjqy2tsmjosxa3wm.streamlit.app/

text

agentic-research-crew
├── knowledge
│   └── crewai_storage
│       ├── entities
│       │   └── {topic}_expert_Analyst_Academic_writer
│       │       ├── 711b55cb-3a1d-4f9e-9abd-772faaee41b5
│       │       │   ├── data_level0.bin
│       │       │   ├── header.bin
│       │       │   ├── length.bin
│       │       │   └── link_lists.bin
│       │       └── chroma.sqlite3
│       ├── latest_kickoff_task_outputs.db
│       ├── long_term_memory_storage.db
│       └── short_term
│           └── {topic}_expert_Analyst_Academic_writer
│               ├── 8fae73ab-dc24-48e3-b8d9-36ce9ec1a8e2
│               │   ├── data_level0.bin
│               │   ├── header.bin
│               │   ├── length.bin
│               │   └── link_lists.bin
│               └── chroma.sqlite3
├── output
│   └── research_report.md
├── README.md
├── requirements.txt
├── run_app.py
├── screenshot.png
├── src
│   ├── research_crew
│   │   ├── __init__.py
│   │   ├── config
│   │   │   ├── agents.yaml
│   │   │   ├── llms.yaml
│   │   │   └── tasks.yaml
│   │   ├── crew.py
│   │   ├── main.py
│   │   ├── tools
│   │   │   ├── __init__.py
│   │   │   └── custom_tool.py
│   │   └── utils.py
│   ├── tests
│   │   ├── __init__.py
│   │   └── test_research_crew.py
│   ├── ui
│   │   ├── __init__.py
│   │   └── sidebar.py
│   └── utils
│       ├── __init__.py
│       └── output_handler.py
└── streamlit_app.py

bash

git clone https://github.com/Tohokantche/agentic-research-crew.git
cd agentic-research-crew

bash

python -m venv .venv
source .venv/bin/activate  # On Windows, use `.venv\Scripts\activate`

bash

pip install -r requirements.txt

bash

streamlit run streamlit_app.py

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

🔍 Agentic Research Assistant using CrewAI

A deep agentic research assistant built with CrewAI, Serper, and Streamlit that helps you research locally any topic.

Agentic research assistant

Link to a <a href="https://agentic-research-crew-wgmesdsjqy2tsmjosxa3wm.streamlit.app/">live demo</a> of the application:


https://agentic-research-crew-wgmesdsjqy2tsmjosxa3wm.streamlit.app/

🌟 Features

🤖 Multiple LLMs Support
🔍 Advanced answering capabilities using web search
📊 Real-time research process visualization
📝 Structured downloadable research reports
🎯 Topic-driven research and analysis
💾 Long, Short, and Entity memory integration
🔒 Secure API key management
📱 Responsive and modern UI

🛠️ Project Structure

agentic-research-crew
├── knowledge
│   └── crewai_storage
│       ├── entities
│       │   └── {topic}_expert_Analyst_Academic_writer
│       │       ├── 711b55cb-3a1d-4f9e-9abd-772faaee41b5
│       │       │   ├── data_level0.bin
│       │       │   ├── header.bin
│       │       │   ├── length.bin
│       │       │   └── link_lists.bin
│       │       └── chroma.sqlite3
│       ├── latest_kickoff_task_outputs.db
│       ├── long_term_memory_storage.db
│       └── short_term
│           └── {topic}_expert_Analyst_Academic_writer
│               ├── 8fae73ab-dc24-48e3-b8d9-36ce9ec1a8e2
│               │   ├── data_level0.bin
│               │   ├── header.bin
│               │   ├── length.bin
│               │   └── link_lists.bin
│               └── chroma.sqlite3
├── output
│   └── research_report.md
├── README.md
├── requirements.txt
├── run_app.py
├── screenshot.png
├── src
│   ├── research_crew
│   │   ├── __init__.py
│   │   ├── config
│   │   │   ├── agents.yaml
│   │   │   ├── llms.yaml
│   │   │   └── tasks.yaml
│   │   ├── crew.py
│   │   ├── main.py
│   │   ├── tools
│   │   │   ├── __init__.py
│   │   │   └── custom_tool.py
│   │   └── utils.py
│   ├── tests
│   │   ├── __init__.py
│   │   └── test_research_crew.py
│   ├── ui
│   │   ├── __init__.py
│   │   └── sidebar.py
│   └── utils
│       ├── __init__.py
│       └── output_handler.py
└── streamlit_app.py

📋 Requirements

Python ==3.11.9
OpenAI API key or GROQ API key for LLMs
Serper API key for web search
Streamlit for UI

🚀 Getting Started

Clone the repository:

git clone https://github.com/Tohokantche/agentic-research-crew.git
cd agentic-research-crew

Create and activate a virtual environment:

python -m venv .venv
source .venv/bin/activate  # On Windows, use `.venv\Scripts\activate`

Install dependencies:

pip install -r requirements.txt

Run the application:

streamlit run streamlit_app.py

🔑 API Keys Setup

The application requires the following API keys:

OpenAI API Key or GROQ API Key
- For OpenAI: Get it from OpenAI Platform
- For GROQ: Get it from GROQ Console
Serper API Key for web search
- Get it from Serper Dev Dashboard

Enter these keys in the sidebar of the application when prompted.

🎯 Usage

Open the application in your web browser
Select your preferred LLM provider (OpenAI, GROQ, Ollama)
Enter your API keys in the sidebar
Type your research topic and question in the text area
Click "Start Research" to begin the research process
View the real-time research process, total tokens cost, and final detailed report

💡 Features in Detail

Research Agent

The research agent (src/research_crew/crew.py) is powered by CrewAI and configured to:

Conduct thorough research on a given topic, and a detailed question
Analyze and summarize information
Provide structured reports with key findings

LLMs configuration file

The language models (src/research_crew/config/llms.yaml) configurtion file used for the agents:

Easily access to all hyper-parameters at one place
Testing different hyper-parameters

Process Output

The output handler (src/utils/output_handler.py) provides:

Real-time process visualization
Clean, formatted output
Progress tracking

User Interface

The application features a modern, responsive UI with:

Intuitive sidebar configuration
Clear process visualization
Organized research results
Professional styling

🤝 Contributing

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

📄 License

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

🙏 Acknowledgments

CrewAI for the AI agent framework
Serper for advanced search capabilities
Streamlit for the web interface
tonykipkemboi for the nice UI inspiration

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-tohokantche-agentic-research-assistant/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/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-tohokantche-agentic-research-assistant/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:20:25.994Z"
    }
  },
  "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": "Tohokantche",
    "category": "vendor",
    "href": "https://github.com/Tohokantche/agentic-research-assistant",
    "sourceUrl": "https://github.com/Tohokantche/agentic-research-assistant",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:51.026Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:51.026Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/Tohokantche/agentic-research-assistant",
    "sourceUrl": "https://github.com/Tohokantche/agentic-research-assistant",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:51.026Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-tohokantche-agentic-research-assistant/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]