Crawler Summary

openmcp answer-first brief

An all in one MCP Client/TestTool <div align="center"> <img src="./icons/openmcp.png" height="200px"/> <h3>OpenMCP: All you need for MCP Development</h3> English | $1 <a href="https://openmcp.kirigaya.cn" target="_blank" style="display: inline-block; padding: 8px 16px; background-color: rgb(84, 176, 84); color: white; border-radius: .5em; text-decoration: none;">🫱 Official Documentation</a> <a href="https://qm.qq.com/cgi-bin/qm/qr?k=C6ZUTZvfqWoI12lW Published capability contract available. No trust telemetry is available yet. 726 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

openmcp is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 100/100

openmcp

An all in one MCP Client/TestTool <div align="center"> <img src="./icons/openmcp.png" height="200px"/> <h3>OpenMCP: All you need for MCP Development</h3> English | $1 <a href="https://openmcp.kirigaya.cn" target="_blank" style="display: inline-block; padding: 8px 16px; background-color: rgb(84, 176, 84); color: white; border-radius: .5em; text-decoration: none;">🫱 Official Documentation</a> <a href="https://qm.qq.com/cgi-bin/qm/qr?k=C6ZUTZvfqWoI12lW

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal726 GitHub stars

Published capability contract available. No trust telemetry is available yet. 726 GitHub stars reported by the source. Last updated 2/24/2026.

726 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Lstm Kirigaya

Artifacts

0

Benchmarks

0

Last release

0.1.13

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 726 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/LSTM-Kirigaya/openmcp-client.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  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

Lstm Kirigaya

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

726 GitHub stars

profilemedium
Observed Feb 24, 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

Artifacts Archive

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

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

bash

npm install openmcp-sdk

typescript

import { OmAgent } from 'openmcp-sdk/service/sdk';

// create Agent
const agent = new OmAgent();
    
// Load configuration, which can be automatically generated after debugging with openmcp client
agent.loadMcpConfig('./mcpconfig.json');

// Read the debugged prompt
const prompt = await agent.getPrompt('hacknews', { topn: '5' });    

// Execute the task
const res = await agent.ainvoke({ messages: prompt });

console.log('⚙️ Agent Response', res);

text

[2025/6/20 20:47:31] 🚀 [crawl4ai-mcp] 1.9.1 connected
[2025/6/20 20:47:35] 🤖 Agent wants to use these tools get_web_markdown
[2025/6/20 20:47:35] 🔧 using tool get_web_markdown
[2025/6/20 20:47:39] ✓  use tools success
[2025/6/20 20:47:46] 🤖 Agent wants to use these tools get_web_markdown, get_web_markdown, get_web_markdown
[2025/6/20 20:47:46] 🔧 using tool get_web_markdown
[2025/6/20 20:47:48] ✓  use tools success
[2025/6/20 20:47:48] 🔧 using tool get_web_markdown
[2025/6/20 20:47:54] ✓  use tools success
[2025/6/20 20:47:54] 🔧 using tool get_web_markdown
[2025/6/20 20:47:57] ✓  use tools success

⚙️ Agent Response
⌨️ Today's Tech Article Roundup

📌 How to Detect or Observe Passing Gravitational Waves?
Summary: This article explores the physics of gravitational waves, explaining their effects on space-time and how humans might perceive or observe this cosmic phenomenon.
Author: ynoxinul
Posted: 2 hours ago
Link: https://physics.stackexchange.com/questions/338912/how-would-a-passing-gravitational-wave-look-or-feel

📌 Learn Makefile Tutorial
Summary: A comprehensive Makefile tutorial for beginners and advanced users, covering basic syntax, variables, automatic rules, and advanced features to help developers manage project builds efficiently.
Author: dsego
Posted: 4 hours ago
Link: https://makefiletutorial.com/

📌 Hurl: Run and Test HTTP Requests in Plain Text
Summary: Hurl is a command-line tool that allows defining and executing HTTP requests in plain text format, ideal for data fetching and HTTP session testing. It supports chained requests, value capture, and response queries, making it perfect for testing REST, SOAP, and GraphQL APIs.
Author: flykespice
Posted: 8 hours ago
Link: https://github.com/Orange-OpenSource/hurl

mermaid

flowchart TD
    subgraph OpenMCP Core Components
        renderer[Renderer]
        openmcpservice[OpenMCPService]
    end

    subgraph OpenMCP_Web["OpenMCP Web"]
        renderer
        openmcpservice
        nginx[Nginx]
    end

    subgraph OpenMCP_Plugin["OpenMCP Plugin"]
        renderer
        openmcpservice
        vscode[VSCode Plugin Code]
    end

    subgraph OpenMCP_App["OpenMCP App"]
        renderer
        openmcpservice
        electron[Electron Code]
    end

    subgraph QQBot["OpenMCP-based QQ Bot"]
        lagrange[Lagrange.OneBot]
        openmcpservice
    end

    %% Dependencies
    OpenMCP_Web -->|Frontend Rendering| renderer
    OpenMCP_Web -->|Backend Service| openmcpservice
    OpenMCP_Web -->|Reverse Proxy| nginx

    OpenMCP_Plugin -->|UI Interface| renderer
    OpenMCP_Plugin -->|Core Logic| openmcpservice
    OpenMCP_Plugin -->|IDE Integration| vscode

    OpenMCP_App -->|Frontend UI| renderer
    OpenMCP_App -->|Local Service| openmcpservice
    OpenMCP_App -->|Desktop Packaging| electron

    QQBot -->|Protocol Adaptation| lagrange
    QQBot -->|Business Logic| openmcpservice

mermaid

flowchart LR
D[renderer] <--> A[Dev Server] 
<--ws--> B[service]
B <--mcp--> m(MCP Server)

bash

npm run setup

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

An all in one MCP Client/TestTool <div align="center"> <img src="./icons/openmcp.png" height="200px"/> <h3>OpenMCP: All you need for MCP Development</h3> English | $1 <a href="https://openmcp.kirigaya.cn" target="_blank" style="display: inline-block; padding: 8px 16px; background-color: rgb(84, 176, 84); color: white; border-radius: .5em; text-decoration: none;">🫱 Official Documentation</a> <a href="https://qm.qq.com/cgi-bin/qm/qr?k=C6ZUTZvfqWoI12lW

Full README
<div align="center"> <img src="./icons/openmcp.png" height="200px"/> <h3>OpenMCP: All you need for MCP Development</h3>

English | 中文

<a href="https://openmcp.kirigaya.cn" target="_blank" style="display: inline-block; padding: 8px 16px; background-color: rgb(84, 176, 84); color: white; border-radius: .5em; text-decoration: none;">🫱 Official Documentation</a>

<a href="https://qm.qq.com/cgi-bin/qm/qr?k=C6ZUTZvfqWoI12lWe7L93cWa1hUsuVT0&jump_from=webapi&authKey=McW6B1ogTPjPDrCyGttS890tMZGQ1KB3QLuG4aqVNRaYp4vlTSgf2c6dMcNjMuBD" target="_blank" style="display: inline-block; padding: 8px 16px; background-color: #CB81DA; color: white; border-radius: .5em; text-decoration: none;">OpenMCP QQ Group</a>

<a href="https://discord.gg/SKTZRf6NzU" target="_blank" style="display: inline-block; padding: 8px 16px; background-color: rgb(84, 176, 84); color: white; border-radius: .5em; text-decoration: none;">OpenMCP Discord Channel</a>

</div>

OpenMCP

An all-in-one vscode/trae/cursor plugin for MCP server debugging.

IMAGE ALT TEXT HERE

👆 Full Video

openmcp-client

Integrated Inspector + MCP client basic functions, combining development and testing into one.

Test mcp tools, prompts and resources with a variety of tools.

Tested tools can be placed in the "Interactive Testing" module for large model interaction testing.

Complete project-level management panel for easier MCP project management at both project and global levels.

Supports multiple large models

Support XML mode and customized options for your tool selection.

openmcp-sdk

once everything is tested and verified in openmcp-client, you can deploy your mcp as an agent app with openmcp-sdk fastly and easily:

npm install openmcp-sdk

then deploy your agent with just lines of codes

import { OmAgent } from 'openmcp-sdk/service/sdk';

// create Agent
const agent = new OmAgent();
    
// Load configuration, which can be automatically generated after debugging with openmcp client
agent.loadMcpConfig('./mcpconfig.json');

// Read the debugged prompt
const prompt = await agent.getPrompt('hacknews', { topn: '5' });    

// Execute the task
const res = await agent.ainvoke({ messages: prompt });

console.log('⚙️ Agent Response', res);

output

[2025/6/20 20:47:31] 🚀 [crawl4ai-mcp] 1.9.1 connected
[2025/6/20 20:47:35] 🤖 Agent wants to use these tools get_web_markdown
[2025/6/20 20:47:35] 🔧 using tool get_web_markdown
[2025/6/20 20:47:39] ✓  use tools success
[2025/6/20 20:47:46] 🤖 Agent wants to use these tools get_web_markdown, get_web_markdown, get_web_markdown
[2025/6/20 20:47:46] 🔧 using tool get_web_markdown
[2025/6/20 20:47:48] ✓  use tools success
[2025/6/20 20:47:48] 🔧 using tool get_web_markdown
[2025/6/20 20:47:54] ✓  use tools success
[2025/6/20 20:47:54] 🔧 using tool get_web_markdown
[2025/6/20 20:47:57] ✓  use tools success

⚙️ Agent Response
⌨️ Today's Tech Article Roundup

📌 How to Detect or Observe Passing Gravitational Waves?
Summary: This article explores the physics of gravitational waves, explaining their effects on space-time and how humans might perceive or observe this cosmic phenomenon.
Author: ynoxinul
Posted: 2 hours ago
Link: https://physics.stackexchange.com/questions/338912/how-would-a-passing-gravitational-wave-look-or-feel

📌 Learn Makefile Tutorial
Summary: A comprehensive Makefile tutorial for beginners and advanced users, covering basic syntax, variables, automatic rules, and advanced features to help developers manage project builds efficiently.
Author: dsego
Posted: 4 hours ago
Link: https://makefiletutorial.com/

📌 Hurl: Run and Test HTTP Requests in Plain Text
Summary: Hurl is a command-line tool that allows defining and executing HTTP requests in plain text format, ideal for data fetching and HTTP session testing. It supports chained requests, value capture, and response queries, making it perfect for testing REST, SOAP, and GraphQL APIs.
Author: flykespice
Posted: 8 hours ago
Link: https://github.com/Orange-OpenSource/hurl

🔗 Document of openmcp-sdk

Want to become a contributor ?

Click here to learn how to make contribution to OpenMCP.

Join Our Community

  • Email: [email protected]
  • QQ: 782833642
  • Wechat: contact lstmkirigaya
  • Discord: https://discord.gg/SKTZRf6NzU

TODO

Feature Roadmap

| Module | Feature | Priority | Status | Fix Priority | |---------|---------|--------|---------|-----------| | all | Complete basic infrastructure | Full Version | 100% | Done | | render | Support cost analysis in chat mode | Iteration | 100% | Done | | ext | Support basic MCP project management | Iteration | 100% | P0 | | service | Support custom OpenAI-compatible large model integration | Full Version | 100% | Done | | service | Support custom protocol large model integration | MVP | 0% | P1 | | all | Support debugging multiple MCP Servers simultaneously | MVP | 100% | P0 | | all | Support online verification via large models | Iteration | 100% | Done | | all | Support saving user's server debugging work | Iteration | 100% | Done | | render | High-risk operation permission confirmation | MVP | 0% | P1 | | service | Hot update for connected MCP servers | MVP | 0% | P1 | | service | Cloud sync for system configuration | MVP | 0% | P1 | | all | System prompt management module | Iteration | 100% | Done | | service | Tool-wise logging system | MVP | 0% | P1 | | service | MCP security checks (prevent prompt injection, etc.) | MVP | 0% | P1 | | service | Built-in OCR for character recognition | Iteration | 100% | Done |

Project Concept

OpenMCP adopts a layered modular design. By assembling different modules, it can be implemented in different modes on different platforms.

flowchart TD
    subgraph OpenMCP Core Components
        renderer[Renderer]
        openmcpservice[OpenMCPService]
    end

    subgraph OpenMCP_Web["OpenMCP Web"]
        renderer
        openmcpservice
        nginx[Nginx]
    end

    subgraph OpenMCP_Plugin["OpenMCP Plugin"]
        renderer
        openmcpservice
        vscode[VSCode Plugin Code]
    end

    subgraph OpenMCP_App["OpenMCP App"]
        renderer
        openmcpservice
        electron[Electron Code]
    end

    subgraph QQBot["OpenMCP-based QQ Bot"]
        lagrange[Lagrange.OneBot]
        openmcpservice
    end

    %% Dependencies
    OpenMCP_Web -->|Frontend Rendering| renderer
    OpenMCP_Web -->|Backend Service| openmcpservice
    OpenMCP_Web -->|Reverse Proxy| nginx

    OpenMCP_Plugin -->|UI Interface| renderer
    OpenMCP_Plugin -->|Core Logic| openmcpservice
    OpenMCP_Plugin -->|IDE Integration| vscode

    OpenMCP_App -->|Frontend UI| renderer
    OpenMCP_App -->|Local Service| openmcpservice
    OpenMCP_App -->|Desktop Packaging| electron

    QQBot -->|Protocol Adaptation| lagrange
    QQBot -->|Business Logic| openmcpservice

Development

  • renderer : Frontend UI definitions
  • service : Test components for renderer , including a simple forwarding layer
  • src : VSCode plugin definitions

Renderer & Service Development

flowchart LR
D[renderer] <--> A[Dev Server] 
<--ws--> B[service]
B <--mcp--> m(MCP Server)

Project setup:

npm run setup

Start dev server:

npm run serve

Extension Development

flowchart LR
D[renderer] <--> A[extention.ts] <--> B[service]
B <--mcp--> m(MCP Server)

Build for deployment:

npm run build

build vscode extension:

npm run build:plugin

Then just press F5, いただきます (Let's begin)


CI Pipeline

✅ npm run build ✅ npm run build:task-loop ✅ openmcp-client UT ✅ openmcp-sdk UT ✅ vscode extension UT

Contract & API

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

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/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

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
Ard RegistryUpdated 0h agoRank 94

ShortlistLens

Structured website and review evidence for AI-assisted local-business shortlisting.

MCPmcpmcp-registry
Ard RegistryUpdated 0h agoRank 94

Inferventis MCP Server

Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.

MCPmcpmcp-registry
Ard RegistryUpdated 0h agoRank 94

io.github.Deesmo/arch-tools-mcp

63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.

MCPmcpmcp-registry
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/LSTM-Kirigaya/openmcp-client#input",
  "outputSchemaRef": "https://github.com/LSTM-Kirigaya/openmcp-client#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:44.969Z",
  "sourceUpdatedAt": "2026-02-24T19:46:44.969Z",
  "freshnessSeconds": 19554977
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T03:43:02.853Z"
    }
  },
  "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": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract"
}

Facts JSON

[
  {
    "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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:44.969Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:44.969Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/LSTM-Kirigaya/openmcp-client#input",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:44.969Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Lstm Kirigaya",
    "href": "https://github.com/LSTM-Kirigaya/openmcp-client",
    "sourceUrl": "https://github.com/LSTM-Kirigaya/openmcp-client",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "726 GitHub stars",
    "href": "https://github.com/LSTM-Kirigaya/openmcp-client",
    "sourceUrl": "https://github.com/LSTM-Kirigaya/openmcp-client",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-lstm-kirigaya-openmcp-client/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.",
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]

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