Xpersona

Crawler Summary

pandaprobe answer-first brief

🐼 Open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more. <div align="center"> <a href="https://pandaprobe.com/" target="_blank" rel="noopener noreferrer"> <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/assets/logo-light.png"> <source media="(prefers-color-scheme: light)" srcset="docs/assets/logo-dark.png"> <img alt="PandaProbe Logo" src="docs/assets/logo-dark.png" width="80%"> </picture> </a> </div> <div align="center"> <img src="docs/assets/heading.sv Capability contract not published. No trust telemetry is available yet. 7 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

pandaprobe 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGITHUB REPOSSafety: 66/100

pandaprobe

🐼 Open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more. <div align="center"> <a href="https://pandaprobe.com/" target="_blank" rel="noopener noreferrer"> <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/assets/logo-light.png"> <source media="(prefers-color-scheme: light)" srcset="docs/assets/logo-dark.png"> <img alt="PandaProbe Logo" src="docs/assets/logo-dark.png" width="80%"> </picture> </a> </div> <div align="center"> <img src="docs/assets/heading.sv

OpenClawself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals7 GitHub stars

Capability contract not published. No trust telemetry is available yet. 7 GitHub stars reported by the source. Last updated 4/15/2026.

7 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Chirpz Ai

Artifacts

0

Benchmarks

0

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Unpublished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. 7 GitHub stars reported by the source. Last updated 4/15/2026.

View Source

Setup snapshot

  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 Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Chirpz Ai

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Adoption (1)

Adoption signal

7 GitHub stars

profilemedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

0

Examples

6

Snippets

0

Languages

python

Executable Examples

bash

./start.sh

bash

./start.sh status     # Show service health
./start.sh logs       # Tail all logs (or: ./start.sh logs app)
./start.sh restart    # Restart all services
./start.sh stop       # Stop all services
./start.sh upgrade    # Pull latest images and restart
./start.sh help       # Show all available commands

mermaid

sequenceDiagram
    participant Client as 📡 SDK / HTTP Client
    participant API as ⚡ FastAPI
    participant Auth as 🔐 Auth Service
    participant IdP as 🌐 Supabase / Firebase
    participant Identity as 👥 Identity Service
    participant Trace as 🫆 Trace Service
    participant Eval as 🧪 Eval Service
    participant DB as 🗄️ PostgreSQL
    participant Redis as 📮 Redis
    participant Worker as ⚙️ Celery Worker
    participant LLM as 🤖 LLM Engine (LiteLLM)

    Note over Client,API: Management Plane (Bearer token)
    Client->>API: Authorization: Bearer <idp_token>
    API->>Auth: Verify token
    Auth->>IdP: Validate with provider
    IdP-->>Auth: User identity
    Auth-->>API: Authenticated user
    API->>Identity: /user, /organizations, /projects
    Identity->>DB: Read / write
    DB-->>Identity: Result
    Identity-->>Client: Response

    Note over Client,API: Data Plane (API key)
    Client->>API: X-API-Key + X-Project-Name
    API->>Identity: Resolve org & project
    Identity-->>API: Project context

    API->>Trace: POST /traces
    Trace->>Redis: Enqueue ingestion job
    Redis-->>Client: 202 Accepted
    Redis->>Worker: Pick up job
    Worker->>DB: Persist trace + spans

    API->>Trace: GET /traces, /sessions
    Trace->>DB: Query with filters
    DB-->>Trace: Rows
    Trace-->>Client: Paginated response

    API->>Eval: POST /evaluations
    Eval->>Redis: Enqueue eval job
    Redis-->>Client: 202 Accepted
    Redis->>Worker: Pick up job
    Worker->>LLM: LLM-as-a-judge call
    LLM-->>Worker: Verdict + score
    Worker->>DB: Persist evaluation result

bash

# ── Setup ────────────────────────────────────────────────
make install              # Install all deps (backend + frontend)
cp backend/.env.example backend/.env.development
cp frontend/.env.example frontend/.env.development

# ── Build from source (hot reload) ───────────────────────
make up                   # Build & start all services via Docker Compose
make down                 # Stop all services
make restart              # Restart all services

# ── Run locally (outside Docker) ─────────────────────────
make dev                  # Run backend API + frontend dev server
make worker               # Run Celery worker

# ── Code quality ─────────────────────────────────────────
make lint                 # Run all linters (backend + frontend)
make format               # Auto-format all code
make typecheck            # Run TypeScript type checking

# ── Testing ──────────────────────────────────────────────
make test-unit            # Run all unit tests (backend + frontend)
make test-integration     # Run backend integration tests (spins up test DB)
make test-all             # Run everything (unit + integration + E2E)

# ── Database ─────────────────────────────────────────────
make migration msg=""     # Generate Alembic migration
make migrate              # Apply migrations

# ── Logs ─────────────────────────────────────────────────
make logs                 # Tail all service logs
make logs-app             # Tail backend logs
make logs-frontend        # Tail frontend logs

make help                 # Show all available commands

bash

> make migration msg="describe change"
>

bash

> make migrate
>

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

🐼 Open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more. <div align="center"> <a href="https://pandaprobe.com/" target="_blank" rel="noopener noreferrer"> <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/assets/logo-light.png"> <source media="(prefers-color-scheme: light)" srcset="docs/assets/logo-dark.png"> <img alt="PandaProbe Logo" src="docs/assets/logo-dark.png" width="80%"> </picture> </a> </div> <div align="center"> <img src="docs/assets/heading.sv

Full README
<div align="center"> <a href="https://pandaprobe.com/" target="_blank" rel="noopener noreferrer"> <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/assets/logo-light.png"> <source media="(prefers-color-scheme: light)" srcset="docs/assets/logo-dark.png"> <img alt="PandaProbe Logo" src="docs/assets/logo-dark.png" width="80%"> </picture> </a> </div> <div align="center"> <img src="docs/assets/heading.svg" alt="open source agent engineering platform. By Chirpz AI" width="700"/> </div> <p align="center"> <a href="https://pandaprobe.com/" target="_blank"><img src="https://img.shields.io/badge/PandaProbe_Cloud-0066FF" alt="PandaProbe Cloud"></a> <a href="https://pandaprobe.com/" target="_blank"><img src="https://img.shields.io/badge/Docs-0066FF" alt="Docs"></a> <a href="https://x.com/PandaProbe" target="_blank"><img src="https://img.shields.io/twitter/follow/PandaProbe?style=social" alt="Follow on X"></a> </p> <p align="center"> <a href="https://github.com/chirpz-ai/pandaprobe/actions/workflows/build.yml"><img src="https://github.com/chirpz-ai/pandaprobe/actions/workflows/build.yml/badge.svg" alt="Build"></a> <a href="https://github.com/chirpz-ai/pandaprobe/actions/workflows/lint.yml"><img src="https://github.com/chirpz-ai/pandaprobe/actions/workflows/lint.yml/badge.svg" alt="Lint"></a> <a href="https://github.com/chirpz-ai/pandaprobe/actions/workflows/test-unit.yml"><img src="https://github.com/chirpz-ai/pandaprobe/actions/workflows/test-unit.yml/badge.svg" alt="Unit Tests"></a> <a href="https://github.com/chirpz-ai/pandaprobe/actions/workflows/test-integration.yml"><img src="https://github.com/chirpz-ai/pandaprobe/actions/workflows/test-integration.yml/badge.svg" alt="Integration Tests"></a> <a href="https://github.com/chirpz-ai/pandaprobe/actions/workflows/codeql.yml"><img src="https://github.com/chirpz-ai/pandaprobe/actions/workflows/codeql.yml/badge.svg" alt="CodeQL"></a> <a href="LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" alt="License"></a> </p>

What is PandaProbe?

PandaProbe is an open source agent engineering platform. It helps teams collaboratively trace, evaluate, monitor, and debug AI agents. You can use PandaProbe cloud or self host the service.

Documentation

Visit our client docs or jump to a quickstart Python

Quick Start

Prerequisites: Docker must be installed and running.

./start.sh

Once running, open:

  • Dashboard — http://localhost:3000
  • API reference — http://localhost:8000/scalar

Managing services

./start.sh status     # Show service health
./start.sh logs       # Tail all logs (or: ./start.sh logs app)
./start.sh restart    # Restart all services
./start.sh stop       # Stop all services
./start.sh upgrade    # Pull latest images and restart
./start.sh help       # Show all available commands

Architecture

sequenceDiagram
    participant Client as 📡 SDK / HTTP Client
    participant API as ⚡ FastAPI
    participant Auth as 🔐 Auth Service
    participant IdP as 🌐 Supabase / Firebase
    participant Identity as 👥 Identity Service
    participant Trace as 🫆 Trace Service
    participant Eval as 🧪 Eval Service
    participant DB as 🗄️ PostgreSQL
    participant Redis as 📮 Redis
    participant Worker as ⚙️ Celery Worker
    participant LLM as 🤖 LLM Engine (LiteLLM)

    Note over Client,API: Management Plane (Bearer token)
    Client->>API: Authorization: Bearer <idp_token>
    API->>Auth: Verify token
    Auth->>IdP: Validate with provider
    IdP-->>Auth: User identity
    Auth-->>API: Authenticated user
    API->>Identity: /user, /organizations, /projects
    Identity->>DB: Read / write
    DB-->>Identity: Result
    Identity-->>Client: Response

    Note over Client,API: Data Plane (API key)
    Client->>API: X-API-Key + X-Project-Name
    API->>Identity: Resolve org & project
    Identity-->>API: Project context

    API->>Trace: POST /traces
    Trace->>Redis: Enqueue ingestion job
    Redis-->>Client: 202 Accepted
    Redis->>Worker: Pick up job
    Worker->>DB: Persist trace + spans

    API->>Trace: GET /traces, /sessions
    Trace->>DB: Query with filters
    DB-->>Trace: Rows
    Trace-->>Client: Paginated response

    API->>Eval: POST /evaluations
    Eval->>Redis: Enqueue eval job
    Redis-->>Client: 202 Accepted
    Redis->>Worker: Pick up job
    Worker->>LLM: LLM-as-a-judge call
    LLM-->>Worker: Verdict + score
    Worker->>DB: Persist evaluation result

Services

| Service | Description | Port | |---|---|---| | frontend | Next.js dashboard | 3000 | | app | FastAPI application server | 8000 | | worker | Celery background worker | — | | beat | Celery Beat scheduler | — | | postgres | PostgreSQL 16 | 5432 | | redis | Redis 7 (broker + cache) | 6379 |

Development (Contributing)

For contributors who want to build from source with hot reload:

# ── Setup ────────────────────────────────────────────────
make install              # Install all deps (backend + frontend)
cp backend/.env.example backend/.env.development
cp frontend/.env.example frontend/.env.development

# ── Build from source (hot reload) ───────────────────────
make up                   # Build & start all services via Docker Compose
make down                 # Stop all services
make restart              # Restart all services

# ── Run locally (outside Docker) ─────────────────────────
make dev                  # Run backend API + frontend dev server
make worker               # Run Celery worker

# ── Code quality ─────────────────────────────────────────
make lint                 # Run all linters (backend + frontend)
make format               # Auto-format all code
make typecheck            # Run TypeScript type checking

# ── Testing ──────────────────────────────────────────────
make test-unit            # Run all unit tests (backend + frontend)
make test-integration     # Run backend integration tests (spins up test DB)
make test-all             # Run everything (unit + integration + E2E)

# ── Database ─────────────────────────────────────────────
make migration msg=""     # Generate Alembic migration
make migrate              # Apply migrations

# ── Logs ─────────────────────────────────────────────────
make logs                 # Tail all service logs
make logs-app             # Tail backend logs
make logs-frontend        # Tail frontend logs

make help                 # Show all available commands

[!NOTE] Database migrations are auto-applied on make up via the Docker entrypoint.

To generate a new migration after model changes:

make migration msg="describe change"

To manually apply migrations:

make migrate

Contributing

We welcome contributions! Please read the Contributing Guide for details on how to set up your environment, run tests, and submit pull requests.

Authors

Built by the Chirpz AI team. Contact sina@chirpz.ai for enquiries.

License

PandaProbe is licensed under Apache 2.0 — see LICENSE for details.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

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://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/snapshot"
curl -s "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract"
curl -s "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/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_REPOSactivepieces

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

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 7d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents
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://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-04-17T06:31:20.393Z"
    }
  },
  "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": "Chirpz Ai",
    "href": "https://github.com/chirpz-ai/pandaprobe",
    "sourceUrl": "https://github.com/chirpz-ai/pandaprobe",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:08.604Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:08.604Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "7 GitHub stars",
    "href": "https://github.com/chirpz-ai/pandaprobe",
    "sourceUrl": "https://github.com/chirpz-ai/pandaprobe",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T06:04:08.604Z",
    "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-chirpz-ai-pandaprobe/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/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

Ads related to pandaprobe and adjacent AI workflows.