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Agent DossierGITHUB OPENCLEWSafety 66/100

Xpersona Agent

ai-agent-evaluation-portfolio

Includes AI agent architecture, CrewAI workflows, evaluation frameworks, and governance models. AI Agent Evaluation & Multi-Agent Systems Portfolio πŸ‘€ Author **Ponnani Subramanian Ananthanarayanan** πŸ”— https://www.linkedin.com/in/ponnani-a-1118082b/ πŸ’» https://github.com/ajaytester007/ --- πŸš€ Overview This repository showcases hands-on work in: - AI scenario evaluation - Multi-agent systems (CrewAI) - Hallucination detection and mitigation - Rubric-based QA frameworks - AI governance and validation --- 🧠 Core

OpenClaw Β· self-declared
Trust evidence available
View Source
git clone https://github.com/ajaytester007/ai-agent-evaluation-portfolio.git

Overall rank

#23

Adoption

No public adoption signal

Trust

Unknown

Freshness

May 31, 2026

Freshness

Last checked May 31, 2026

Best For

ai-agent-evaluation-portfolio 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

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

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

Verifiededitorial-content

Overview

Executive Summary

Includes AI agent architecture, CrewAI workflows, evaluation frameworks, and governance models. AI Agent Evaluation & Multi-Agent Systems Portfolio πŸ‘€ Author **Ponnani Subramanian Ananthanarayanan** πŸ”— https://www.linkedin.com/in/ponnani-a-1118082b/ πŸ’» https://github.com/ajaytester007/ --- πŸš€ Overview This repository showcases hands-on work in: - AI scenario evaluation - Multi-agent systems (CrewAI) - Hallucination detection and mitigation - Rubric-based QA frameworks - AI governance and validation --- 🧠 Core Capability contract not published. No trust telemetry is available yet. Last updated 5/31/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 2026

Vendor

Ajaytester007

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/ajaytester007/ai-agent-evaluation-portfolio.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 & 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

Ajaytester007

profilemedium
Observed May 31, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed May 31, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Events

Release & Crawl Timeline

Artifacts & Docs

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

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

0

Examples

0

Snippets

0

Languages

python

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Includes AI agent architecture, CrewAI workflows, evaluation frameworks, and governance models. AI Agent Evaluation & Multi-Agent Systems Portfolio πŸ‘€ Author **Ponnani Subramanian Ananthanarayanan** πŸ”— https://www.linkedin.com/in/ponnani-a-1118082b/ πŸ’» https://github.com/ajaytester007/ --- πŸš€ Overview This repository showcases hands-on work in: - AI scenario evaluation - Multi-agent systems (CrewAI) - Hallucination detection and mitigation - Rubric-based QA frameworks - AI governance and validation --- 🧠 Core

Full README

AI Agent Evaluation & Multi-Agent Systems Portfolio

πŸ‘€ Author

Ponnani Subramanian Ananthanarayanan
πŸ”— https://www.linkedin.com/in/ponnani-a-1118082b/
πŸ’» https://github.com/ajaytester007/

πŸš€ Overview

This repository showcases hands-on work in:

  • AI scenario evaluation
  • Multi-agent systems (CrewAI)
  • Hallucination detection and mitigation
  • Rubric-based QA frameworks
  • AI governance and validation

🧠 Core Focus

This portfolio focuses on evaluating how AI systems reason, not just what they generate.

It includes:

  • Logical consistency validation
  • Context completeness checks
  • Execution feasibility analysis
  • Structured scoring frameworks

πŸ” AI Evaluation Approach

AI-generated outputs are evaluated across:

1. Logical Consistency

  • Are steps valid and correctly sequenced?

2. Context Completeness

  • Are all required inputs and constraints defined?

3. Execution Feasibility

  • Can the task be executed in a real-world system?

4. Hallucination Detection

Outputs are analyzed for:

  • Factual hallucination – incorrect or fabricated data
  • Logical hallucination – flawed reasoning
  • Contextual hallucination – missing dependencies

βš™οΈ Technical Validation

This portfolio also includes validation of:

  • JSON/API-driven workflows
  • Multi-agent execution pipelines
  • Task decomposition and orchestration logic

πŸ“‚ Repository Structure

| Folder | Description | |------|------------| | 01_AI_Agent_Architecture | AI system design and proposals | | 02_Multi_Agent_Execution | CrewAI workflows and orchestration | | 03_Evaluation_and_QA | Evaluation examples and scoring frameworks | | 04_Governance_Framework | Validation and integrity models | | 05_Sample_Scenarios | Good vs bad scenario design examples |

πŸ§ͺ Key Artifacts

  • AI Evaluation Examples (scenario analysis and improvements)
  • Scoring Rubric (structured evaluation model)
  • Multi-Agent Workflow Designs (CrewAI-based execution)
  • Validation Framework (QA governance for AI outputs)

🎯 Purpose

The goal of this repository is to demonstrate:

  • Ability to evaluate AI-generated scenarios
  • Detection of reasoning gaps and hallucinations
  • Application of structured QA frameworks to AI systems
  • Alignment of AI outputs with real-world usability

πŸ“Ž Note

All artifacts are anonymized and intended for portfolio demonstration of AI evaluation and QA methodologies.

API & Reliability

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

MissingGITHUB OPENCLEW

Machine interfaces

Contract & API

Endpoints

Dossier APISnapshot APIContract APITrust 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://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/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.

Media & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

Comparison set

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GITHUB_OPENCLEW@langchain/langgraph-swarm

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Freshness

Updated 4mo ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents

Machine Appendix

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

MissingGITHUB OPENCLEW

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-ajaytester007-ai-agent-evaluation-portfolio/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T22:21:10.747Z"
    }
  },
  "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": "Ajaytester007",
    "category": "vendor",
    "href": "https://github.com/ajaytester007/ai-agent-evaluation-portfolio",
    "sourceUrl": "https://github.com/ajaytester007/ai-agent-evaluation-portfolio",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:33.946Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:33.946Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-ajaytester007-ai-agent-evaluation-portfolio/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

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