How should Autonomous-Customer-Support 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

Autonomous-Customer-Support answer-first brief

Telecom-grade Autonomous Customer Support System built with CrewAI, ChromaDB, and Hybrid RAG. Multi-agent architecture with intent classification, specialist routing, compliance validation, and escalation handling. Autonomous Customer Support Agent (CrewAI + ChromaDB) Overview This project implements a **Telecom-Grade Autonomous Customer Support Agent** using a multi-agent architecture powered by CrewAI and Retrieval-Augmented Generation (RAG). The system simulates a real-world telecom AI support workflow including: - Intent classification - Knowledge base retrieval (Hybrid RAG) - Specialist routing (Billing / Technical / Reten Capability contract not published. No trust telemetry is available yet. Last updated 6/1/2026.

Freshness

Last checked 6/1/2026

Best For

Autonomous-Customer-Support 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

Autonomous-Customer-Support

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Jun 1, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 6/1/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Jun 1, 2026

Vendor

Cheunanthony

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Unpublished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. Last updated 6/1/2026.

View Source

Setup snapshot

git clone https://github.com/CheunAnthony/Autonomous-Customer-Support.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

Cheunanthony

profilemedium

Observed May 24, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

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

text

Customer Message
        ↓
Triage Agent (Intent + Confidence)
        ↓
Knowledge Base Retrieval (ChromaDB + Metadata Filtering)
        ↓
Specialist Agent (Billing / Technical / Retention)
        ↓
Compliance Agent
        ↓
Escalation (if needed)

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

Autonomous Customer Support Agent (CrewAI + ChromaDB)

Overview

This project implements a Telecom-Grade Autonomous Customer Support Agent using a multi-agent architecture powered by CrewAI and Retrieval-Augmented Generation (RAG).

The system simulates a real-world telecom AI support workflow including:

Intent classification
Knowledge base retrieval (Hybrid RAG)
Specialist routing (Billing / Technical / Retention)
Compliance validation
Intelligent escalation

System Architecture

High-Level Flow

Customer Message
        ↓
Triage Agent (Intent + Confidence)
        ↓
Knowledge Base Retrieval (ChromaDB + Metadata Filtering)
        ↓
Specialist Agent (Billing / Technical / Retention)
        ↓
Compliance Agent
        ↓
Escalation (if needed)

Core Features

1 Intent Classification

The triage agent classifies customer messages into:

billing
technical_support
cancellation
retention
general

Returns structured JSON with a confidence score.

2 Hybrid RAG (Retrieval-Augmented Generation)

The system uses:

Recursive text chunking
OpenAI embeddings
ChromaDB vector storage
Metadata filtering (language, service, category)
Fallback global similarity search

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-cheunanthony-autonomous-customer-support/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/contract"

curl -s "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/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 OpenclewUpdated 4mo agoRank 65

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OPENCLAW

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@langchain/langgraph-swarm

An implementation of a multi-agent swarm using LangGraph

OPENCLAW

Github OpenclewUpdated 4mo agoRank 65

@langchain/langgraph-supervisor

LangGraph Multi-Agent Supervisor

OPENCLAW

Github OpenclewUpdated 4mo agoRank 65

oceanbus-langchain

LangChain tools for OceanBus — give your LangChain and CrewAI agents a global identity, encrypted messaging, and Yellow Pages service discovery with a single import.

OPENCLAWoceanbuslangchainlangchain-tools

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-cheunanthony-autonomous-customer-support/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-10-08T23:09:30.239Z"
    }
  },
  "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": "Cheunanthony",
    "category": "vendor",
    "href": "https://github.com/CheunAnthony/Autonomous-Customer-Support",
    "sourceUrl": "https://github.com/CheunAnthony/Autonomous-Customer-Support",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:58.760Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-24T06:16:58.760Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-cheunanthony-autonomous-customer-support/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]