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. 217 GitHub stars reported by the source. Last updated 5/31/2026.

Freshness

Last checked 5/31/2026

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 OPENCLEW, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 75/100

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

4

Change events

0

Artifacts

0

Freshness

May 31, 2026

Verifiededitorial-contentNo verified compatibility signals217 GitHub stars

Capability contract not published. No trust telemetry is available yet. 217 GitHub stars reported by the source. Last updated 5/31/2026.

217 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 31, 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Unpublished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. 217 GitHub stars reported by the source. Last updated 5/31/2026.

View Source

Setup snapshot

git clone https://github.com/chirpz-ai/pandaprobe.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 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 May 31, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

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

Adoption signal

217 GitHub stars

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

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

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

0

Examples

2

Snippets

0

Languages

python

Executable Examples

bash

git clone https://github.com/chirpz-ai/pandaprobe.git
cd pandaprobe
./start.sh

mermaid

sequenceDiagram
    participant Client as ๐Ÿ“ก SDK / HTTP Client
    participant API as โšก FastAPI
    participant Auth as ๐Ÿ” Auth Service
    participant IdP as ๐ŸŒ Supabase / Firebase
    participant Identity as ๐Ÿ‘ฅ Identity Service
    participant Trace as ๐Ÿซ† Trace Service
    participant Eval as ๐Ÿงช Eval Service
    participant DB as ๐Ÿ—„๏ธ PostgreSQL
    participant Redis as ๐Ÿ“ฎ Redis
    participant Worker as โš™๏ธ Celery Worker
    participant LLM as ๐Ÿค– 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

Docs & README

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

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

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://pypi.org/project/pandaprobe/" alt="PyPI Downloads"><img src="https://static.pepy.tech/badge/pandaprobe" /></a> <a href="LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-blue.svg" alt="License"></a> <a href="https://www.pandaprobe.com/" alt="Website"><img src="https://img.shields.io/badge/made by-Chirpz AI-blue" /></a> <a href="https://discord.gg/A2VfrRhx"><img src="https://img.shields.io/discord/1486405147893436426?label=Discord&logo=discord&logoColor=white&style=flat-square" alt="Discord"></a> <br/> <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> </p> <p align="center"> <video width="100%" src="https://github.com/user-attachments/assets/074456d9-0af4-4757-8cf7-870746fa2eb6" controls></video> </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 library documentation for quickstart and explore advance <a href="https://docs.pandaprobe.com/tracing/integrations/overview" target="_blank">integrations</a>.

<p align="left"> <a href="https://docs.pandaprobe.com/get-started/quickstart" target="_blank"> <img alt="Documentation" src="https://img.shields.io/badge/Docs%20Quickstart-0066FF" /> </a> </p>

PandaProbe Cloud

Managed deployment by the PandaProbe team, generous free-tier, no credit card required.

<p align="left"> <a href="https://app.pandaprobe.com/" target="_blank"> <img alt="Sign up for PandaProbe Cloud" src="https://img.shields.io/badge/%C2%BB%20Sign%20up%20for%20PandaProbe%20Cloud-0066FF" /> </a> </p>

Self-host PandaProbe

Prerequisites: Docker must be installed and running.

git clone https://github.com/chirpz-ai/pandaprobe.git
cd pandaprobe
./start.sh

Once running, open:

  • Dashboard โ€” http://localhost:3000
  • API reference โ€” http://localhost:8000/scalar

Architecture

sequenceDiagram
    participant Client as ๐Ÿ“ก SDK / HTTP Client
    participant API as โšก FastAPI
    participant Auth as ๐Ÿ” Auth Service
    participant IdP as ๐ŸŒ Supabase / Firebase
    participant Identity as ๐Ÿ‘ฅ Identity Service
    participant Trace as ๐Ÿซ† Trace Service
    participant Eval as ๐Ÿงช Eval Service
    participant DB as ๐Ÿ—„๏ธ PostgreSQL
    participant Redis as ๐Ÿ“ฎ Redis
    participant Worker as โš™๏ธ Celery Worker
    participant LLM as ๐Ÿค– 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 | โ€” | | beat | Celery Beat scheduler | โ€” | | postgres | PostgreSQL 16 | 5432 | | redis | Redis 7 (broker + cache) | 6379 |

Contributing

We welcome contributions! Please read the Contributing Guide for instructions on setting up your development environment, building from source, running tests, and submitting pull requests.

Authors

Built by the Chirpz AI team. Contact [email protected] for enquiries.

License

PandaProbe is licensed under Apache 2.0 โ€” see LICENSE for details.

Contract & API

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

MissingGITHUB OPENCLEW

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-chirpz-ai-pandaprobe/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract"
curl -s "https://www.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_OPENCLEW@x1pay/langchain

Rank

65

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

65

An implementation of a multi-agent swarm using LangGraph

Traction

No public download signal

Freshness

Updated 4mo ago

OPENCLAW
GITHUB_OPENCLEWoceanbus-langchain

Rank

65

LangChain tools for OceanBus โ€” 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
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://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract\"",
    "curl -s \"https://www.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_OPENCLEW",
      "generatedAt": "2026-10-08T22:21:29.513Z"
    }
  },
  "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": "Chirpz Ai",
    "category": "vendor",
    "href": "https://github.com/chirpz-ai/pandaprobe",
    "sourceUrl": "https://github.com/chirpz-ai/pandaprobe",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:05.176Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:05.176Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "217 GitHub stars",
    "category": "adoption",
    "href": "https://github.com/chirpz-ai/pandaprobe",
    "sourceUrl": "https://github.com/chirpz-ai/pandaprobe",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-31T06:18:05.176Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-chirpz-ai-pandaprobe/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[]

Sponsored

Ads related to pandaprobe and adjacent AI workflows.