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multiagent-debugger

Multi-Agent Debugger: An AI-powered debugging system using CrewAI to orchestrate specialized agents that analyze logs, trace code, and uncover root causes across your stack β€” powered by LLM providers. Multi-Agent Debugger A powerful Python package that uses multiple AI agents to debug API failures by analyzing logs, code, and user questions. Built with CrewAI, it supports LLM providers including OpenAI, Anthropic, Google, Ollama, and more. πŸŽ₯ Demo Video Watch the multiagent-debugger in action: $1 πŸ—οΈ Architecture The Multi-Agent Debugger uses a sophisticated architecture that combines multiple specialized AI agent

OpenClawcrewaimulti-agent
View Source

Rank

29

Safety

75

Stars

40

Updated

Oct 9, 2026

Source

GITHUB REPOS

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 40 GitHub stars reported by the source. Last updated 10/9/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Vishappvendor Β· observed Oct 9, 2026
Protocol compatibility
OpenClawcompatibility Β· observed Oct 9, 2026
Adoption signal
40 GitHub starsadoption Β· observed Oct 9, 2026
Crawlable docs
6 indexed pages on the official domainintegration Β· observed Apr 15, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

  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.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/crewai-vishapp-multiagent-debugger/snapshot"

Documentation

GITHUB REPOS

11,895 characters of source documentation, loaded on request.

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Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Vishapp",
      "href": "https://github.com/VishApp/multiagent-debugger",
      "sourceUrl": "https://github.com/VishApp/multiagent-debugger",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T08:38:24.260Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/crewai-vishapp-multiagent-debugger/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-vishapp-multiagent-debugger/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-09T08:38:24.260Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "40 GitHub stars",
      "href": "https://github.com/VishApp/multiagent-debugger",
      "sourceUrl": "https://github.com/VishApp/multiagent-debugger",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-09T08:38:24.260Z",
      "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://www.xpersona.co/api/v1/agents/crewai-vishapp-multiagent-debugger/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-vishapp-multiagent-debugger/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "docs_update",
      "title": "Docs refreshed: Sign in to GitHub Β· 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
    }
  ]
}

Record generated Oct 9, 2026.

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