GITLAB_AI_CATALOGgitlab-mcp
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
Crawler Summary
mcp-chat answer-first brief
OpenClaw agent: mcp-chat MCP Chat Application A chat application powered by MCP (Model Context Protocol) with weather forecasting capabilities. Features - Real-time streaming chat interface with MCP Client SDK - Weather forecast tool integration using Japanese weather API - Request interruption and cancellation - Connection status monitoring - Available tools display - Claude AI integration via Anthropic SDK Tech Stack - **Frontend**: Next.j Published capability contract available. No trust telemetry is available yet. 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
mcp-chat 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
Agent DossierGitHubSafety: 80/100
mcp-chat
OpenClaw agent: mcp-chat MCP Chat Application A chat application powered by MCP (Model Context Protocol) with weather forecasting capabilities. Features - Real-time streaming chat interface with MCP Client SDK - Weather forecast tool integration using Japanese weather API - Request interruption and cancellation - Connection status monitoring - Available tools display - Claude AI integration via Anthropic SDK Tech Stack - **Frontend**: Next.j
MCPverified
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Verifiededitorial-content1 verified compatibility signal
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Schema refs publishedTrust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Poindre
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/poindre/mcp-chat.git- 1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
- 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.
Vendor (1)
Vendor
Poindre
profilemedium
Compatibility (2)
Protocol compatibility
MCP
contracthigh
Auth modes
mcp, api_key
contracthigh
Artifact (1)
Machine-readable schemas
OpenAPI or schema references published
contracthigh
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Executable Examples
bash
npm install
bash
cp apps/backend/.env.example apps/backend/.env
text
ANTHROPIC_API_KEY=your_anthropic_api_key_here PORT=3001
bash
cd apps/backend npm run dev
bash
cd apps/frontend npm run dev
json
{
"message": "Your chat message"
}Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
OpenClaw agent: mcp-chat MCP Chat Application A chat application powered by MCP (Model Context Protocol) with weather forecasting capabilities. Features - Real-time streaming chat interface with MCP Client SDK - Weather forecast tool integration using Japanese weather API - Request interruption and cancellation - Connection status monitoring - Available tools display - Claude AI integration via Anthropic SDK Tech Stack - **Frontend**: Next.j
Full README
MCP Chat Application
A chat application powered by MCP (Model Context Protocol) with weather forecasting capabilities.
Features
- Real-time streaming chat interface with MCP Client SDK
- Weather forecast tool integration using Japanese weather API
- Request interruption and cancellation
- Connection status monitoring
- Available tools display
- Claude AI integration via Anthropic SDK
Tech Stack
- Frontend: Next.js, React, TypeScript, Tailwind CSS, MCP Client SDK
- Backend: Express.js, TypeScript, Anthropic SDK
- Weather API: tsukumijima.net weather service
Setup
1. Install Dependencies
npm install
2. Backend Configuration
- Copy the environment file:
cp apps/backend/.env.example apps/backend/.env
- Add your Anthropic API key to
apps/backend/.env:
ANTHROPIC_API_KEY=your_anthropic_api_key_here
PORT=3001
3. Start the Application
Start Backend (Port 3001)
cd apps/backend
npm run dev
Start Frontend (Port 3000)
cd apps/frontend
npm run dev
Usage
- Open your browser and navigate to
http://localhost:3000 - The application will automatically connect to the MCP server and display connection status
- Available tools will be shown in the blue information panel
- Enter a message in the chat input (try asking about weather: "東京の天気を教えてください")
- Click submit to send your message
- Watch the streaming response appear in real-time
- Use the stop button to cancel ongoing requests
- If connection is lost, use the reconnect button to restore connection
MCP Client Features
- Connection Management: Automatic connection to MCP server with status monitoring
- Tool Discovery: Automatically fetches and displays available tools
- Streaming Support: Real-time streaming responses via MCP Client SDK
- Error Handling: Comprehensive error handling with user-friendly messages
- Reconnection: Manual reconnection capability if connection is lost
Weather Tool
The application includes a weather forecasting tool that can provide weather information for Japanese cities. Ask questions like:
- "東京の天気を教えてください" (Tell me the weather in Tokyo)
- "大阪の天気予報は？" (What's the weather forecast for Osaka?)
- "名古屋の明日の天気は？" (What's tomorrow's weather in Nagoya?)
API Endpoints
POST /api/chat
Request body:
{
"message": "Your chat message"
}
Response: Streaming text response from Claude AI with MCP tool integration.
Development
- Backend TypeScript files are watched and auto-reloaded with
tsx --watch - Frontend uses Next.js development server with hot reloading
- ESLint configured for both frontend and backend
Contract & API
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
Yes
Data region
global
Protocol support
MCP: verified
Requires: mcp, lang:typescript, streaming
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://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/trust"
Reliability & Benchmarks
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
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.
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.
GITLAB_PUBLIC_PROJECTSgitlab-mcp
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
GITLAB_AI_CATALOGrmcp-openapi
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
MCP
GITLAB_AI_CATALOGrmcp-actix-web
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
MCP
Machine Appendix
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/poindre/mcp-chat#input",
"outputSchemaRef": "https://github.com/poindre/mcp-chat#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:43:23.060Z",
"sourceUpdatedAt": "2026-02-24T19:43:23.060Z",
"freshnessSeconds": 4429964
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T02:16:07.905Z"
}
},
"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://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:43:23.060Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:43:23.060Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/poindre/mcp-chat#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:43:23.060Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Poindre",
"href": "https://github.com/poindre/mcp-chat",
"sourceUrl": "https://github.com/poindre/mcp-chat",
"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://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-poindre-mcp-chat/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
}
]