gitlab-mcp
A Model Context Protocol (MCP) server for GitLab
Crawler Summary
OpenClaw agent: openai-apps-minimal-nextjs ChatGPT Apps SDK Next.js Starter A minimal Next.js application demonstrating how to build an $1 compatible MCP server with widget rendering in ChatGPT. Overview This project shows how to integrate a Next.js application with the ChatGPT Apps SDK using the Model Context Protocol (MCP). It includes a working MCP server that exposes tools and resources that can be called from ChatGPT, with responses rendered natively in 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
openai-apps-minimal-nextjs 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
OpenClaw agent: openai-apps-minimal-nextjs ChatGPT Apps SDK Next.js Starter A minimal Next.js application demonstrating how to build an $1 compatible MCP server with widget rendering in ChatGPT. Overview This project shows how to integrate a Next.js application with the ChatGPT Apps SDK using the Model Context Protocol (MCP). It includes a working MCP server that exposes tools and resources that can be called from ChatGPT, with responses rendered natively in
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Dubjammusic
Artifacts
0
Benchmarks
0
Last release
0.1.0
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/DubjamMusic/prestige_console.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
Dubjammusic
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
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
typescript
{
"openai/outputTemplate": widget.templateUri, // Links to resource
"openai/toolInvocation/invoking": "Loading...", // Loading state text
"openai/toolInvocation/invoked": "Loaded", // Completion state text
"openai/widgetAccessible": false, // Widget visibility
"openai/resultCanProduceWidget": true // Enable widget rendering
}typescript
const nextConfig: NextConfig = {
assetPrefix: baseURL, // Prevents 404s on /_next/ files in iframe
};typescript
export function middleware(request: NextRequest) {
if (request.method === "OPTIONS") {
// Return 204 with CORS headers
}
// Add CORS headers to all responses
}tsx
<html lang="en" suppressHydrationWarning>
<head>
<NextChatSDKBootstrap baseUrl={baseURL} />
</head>
<body>{children}</body>
</html>bash
npm install # or pnpm install
bash
npm run dev # or pnpm dev
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
OpenClaw agent: openai-apps-minimal-nextjs ChatGPT Apps SDK Next.js Starter A minimal Next.js application demonstrating how to build an $1 compatible MCP server with widget rendering in ChatGPT. Overview This project shows how to integrate a Next.js application with the ChatGPT Apps SDK using the Model Context Protocol (MCP). It includes a working MCP server that exposes tools and resources that can be called from ChatGPT, with responses rendered natively in
A minimal Next.js application demonstrating how to build an OpenAI Apps SDK compatible MCP server with widget rendering in ChatGPT.
This project shows how to integrate a Next.js application with the ChatGPT Apps SDK using the Model Context Protocol (MCP). It includes a working MCP server that exposes tools and resources that can be called from ChatGPT, with responses rendered natively in ChatGPT.
This starter is already wired for the broader ChatGPT Apps + MCP ecosystem:
/mcp with tool and resource metadata that matches the OpenAI Apps SDK requirements.next.config.ts and baseUrl.ts keeps static assets resolvable when the app is rendered inside ChatGPT iframes.middleware.ts ensures cross-origin RSC fetching works when ChatGPT requests pages or resources.app/layout.tsx patches browser APIs (history, fetch) so widget navigation and hydration behave correctly in ChatGPT._meta fields in app/mcp/route.ts so ChatGPT can render widgets with loading states, borders, and domain restrictions.app/mcp/route.ts)The core MCP server implementation that exposes tools and resources to ChatGPT.
Key features:
templateUriOpenAI-specific metadata:
{
"openai/outputTemplate": widget.templateUri, // Links to resource
"openai/toolInvocation/invoking": "Loading...", // Loading state text
"openai/toolInvocation/invoked": "Loaded", // Completion state text
"openai/widgetAccessible": false, // Widget visibility
"openai/resultCanProduceWidget": true // Enable widget rendering
}
Full configuration options: OpenAI Apps SDK MCP Documentation
next.config.ts)Critical: Set assetPrefix to ensure /_next/ static assets are fetched from the correct origin:
const nextConfig: NextConfig = {
assetPrefix: baseURL, // Prevents 404s on /_next/ files in iframe
};
Without this, Next.js will attempt to load assets from the iframe's URL, causing 404 errors.
middleware.ts)Handles browser OPTIONS preflight requests required for cross-origin RSC (React Server Components) fetching during client-side navigation:
export function middleware(request: NextRequest) {
if (request.method === "OPTIONS") {
// Return 204 with CORS headers
}
// Add CORS headers to all responses
}
app/layout.tsx)The <NextChatSDKBootstrap> component patches browser APIs to work correctly within the ChatGPT iframe:
What it patches:
history.pushState / history.replaceState - Prevents full-origin URLs in historywindow.fetch - Rewrites same-origin requests to use the correct base URL<html> attribute observer - Prevents ChatGPT from modifying the root elementRequired configuration:
<html lang="en" suppressHydrationWarning>
<head>
<NextChatSDKBootstrap baseUrl={baseURL} />
</head>
<body>{children}</body>
</html>
Note: suppressHydrationWarning is currently required because ChatGPT modifies the initial HTML before the Next.js app hydrates, causing hydration mismatches.
npm install
# or
pnpm install
npm run dev
# or
pnpm dev
Open http://localhost:3000 to see the app.
The MCP server is available at:
http://localhost:3000/mcp
/mcp path (e.g., https://your-app.vercel.app/mcp)Note: Connecting MCP servers to ChatGPT requires developer mode access. See the connection guide for setup instructions.
app/
├── mcp/
│ └── route.ts # MCP server with tool/resource registration
├── layout.tsx # Root layout with SDK bootstrap
├── page.tsx # Homepage content
└── globals.css # Global styles
middleware.ts # CORS handling for RSC
next.config.ts # Asset prefix configuration
app/mcp/route.tstemplateUri pointing to a registered resourcefetch to load RSC payloadsThis project is designed to work seamlessly with Vercel deployment. The baseUrl.ts configuration automatically detects Vercel environment variables and sets the correct asset URLs.
The configuration automatically handles:
VERCEL_PROJECT_PRODUCTION_URLVERCEL_BRANCH_URLMachine 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-dubjammusic-prestige-console/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/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.
A Model Context Protocol (MCP) server for GitLab
A Model Context Protocol (MCP) server for GitLab
This agent researches trends, scripts videos, sets up engagement automation, and compiles everything into a shareable document.
This agent analyzes Reddit data to generate trending content concepts tailored to your audience.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/DubjamMusic/prestige_console#input",
"outputSchemaRef": "https://github.com/DubjamMusic/prestige_console#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:11.907Z",
"sourceUpdatedAt": "2026-02-24T19:46:11.907Z",
"freshnessSeconds": 19550377
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T02:25:49.181Z"
}
},
"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-dubjammusic-prestige-console/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:11.907Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:11.907Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/DubjamMusic/prestige_console#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:11.907Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Dubjammusic",
"href": "https://github.com/DubjamMusic/prestige_console",
"sourceUrl": "https://github.com/DubjamMusic/prestige_console",
"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-dubjammusic-prestige-console/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-dubjammusic-prestige-console/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
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