ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Crawler Summary
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
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
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 726 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Lstm Kirigaya
Artifacts
0
Benchmarks
0
Last release
0.1.13
Key links, install path, and a quick operational read before the deeper crawl record.
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.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Lstm Kirigaya
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
726 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
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| openmcpservicemermaid
flowchart LR D[renderer] <--> A[Dev Server] <--ws--> B[service] B <--mcp--> m(MCP Server)
bash
npm run setup
Full documentation captured from public sources, including the complete README when available.
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
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>An all-in-one vscode/trae/cursor plugin for MCP server debugging.
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.
![]()
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
Click here to learn how to make contribution to OpenMCP.
lstmkirigaya| 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 |
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
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
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)
✅ npm run build ✅ npm run build:task-loop ✅ openmcp-client UT ✅ openmcp-sdk UT ✅ vscode extension UT
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
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"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Structured website and review evidence for AI-assisted local-business shortlisting.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Search ReliefWeb humanitarian reports, disasters, jobs, training, and country profiles via MCP.
63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.
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.",
"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 openmcp and adjacent AI workflows.