Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Start Repo Signals Monorepo This repository contains the source code for the Signals project, a platform for... Overview The Signals project is a comprehensive F&B data platform designed specifically for the Vietnamese market. It includes a high-performance API, an intelligent agent service, and a user-friendly web application. Project Structure The monorepo is organized into the following directories: - apps/: Contains applica 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
nx-monorepo 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
Start Repo Signals Monorepo This repository contains the source code for the Signals project, a platform for... Overview The Signals project is a comprehensive F&B data platform designed specifically for the Vietnamese market. It includes a high-performance API, an intelligent agent service, and a user-friendly web application. Project Structure The monorepo is organized into the following directories: - apps/: Contains applica
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
Redrover13
Artifacts
0
Benchmarks
0
Last release
1.0.0
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/redrover13/signals.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
Redrover13
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
bash
# Install dependencies (from root) pnpm install
bash
# Required PORT=3000 AGENTS_TOPIC=dulce.agents # Google Cloud (automatically detected if using gcloud auth) GOOGLE_APPLICATION_CREDENTIALS=path/to/credentials.json GOOGLE_CLOUD_PROJECT=your-project-id # Next.js NEXT_PUBLIC_API_BASE=http://localhost:3000 NEXT_PUBLIC_LOCALE=vi-VN NEXT_PUBLIC_CURRENCY=VND NEXT_PUBLIC_TIMEZONE=Asia/Ho_Chi_Minh NEXT_PUBLIC_GA_ID=GA4-MEASUREMENT-ID NEXT_PUBLIC_VIETNAMESE_ANALYTICS=true
bash
# Start the API server pnpm nx serve api # Start the agents service pnpm nx serve agents # Start the frontend application pnpm nx serve frontend-agents
bash
# Run all tests pnpm nx test # Run tests for a specific application pnpm nx test api
bash
# Build all applications pnpm nx build # Build a specific application pnpm nx build api
bash
# Deploy the API to Cloud Run gcloud run deploy dulce-api \ --source . \ --region asia-southeast1 \ --platform managed \ --allow-unauthenticated # Deploy the agents service to Cloud Run gcloud run deploy dulce-agents \ --source . \ --region asia-southeast1 \ --platform managed \ --allow-unauthenticated # Deploy the frontend application to Vercel vercel
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Start Repo Signals Monorepo This repository contains the source code for the Signals project, a platform for... Overview The Signals project is a comprehensive F&B data platform designed specifically for the Vietnamese market. It includes a high-performance API, an intelligent agent service, and a user-friendly web application. Project Structure The monorepo is organized into the following directories: - apps/: Contains applica
This repository contains the source code for the Signals project, a platform for...
The Signals project is a comprehensive F&B data platform designed specifically for the Vietnamese market. It includes a high-performance API, an intelligent agent service, and a user-friendly web application.
The monorepo is organized into the following directories:
apps/: Contains application projects that are deployable.
api: Provides RESTful endpoints for the platform.agents: Orchestrates AI-powered tasks for restaurant operations, customer service, and data analysis.frontend-agents: A Next.js-based web application for interacting with the platform.looker-dashboards: A library for creating Looker dashboards.libs/: Contains library projects that are shared between applications.
adk: The Agent Development Kit, providing tools for building agents.ui/components: A library of shared UI components.tools/: Contains utility scripts and tools for managing the monorepo.infra/: Contains infrastructure-related code (Terraform, etc.).docs/: Contains documentation.# Install dependencies (from root)
pnpm install
Create a .env file in the root of the project and add the following environment variables:
# Required
PORT=3000
AGENTS_TOPIC=dulce.agents
# Google Cloud (automatically detected if using gcloud auth)
GOOGLE_APPLICATION_CREDENTIALS=path/to/credentials.json
GOOGLE_CLOUD_PROJECT=your-project-id
# Next.js
NEXT_PUBLIC_API_BASE=http://localhost:3000
NEXT_PUBLIC_LOCALE=vi-VN
NEXT_PUBLIC_CURRENCY=VND
NEXT_PUBLIC_TIMEZONE=Asia/Ho_Chi_Minh
NEXT_PUBLIC_GA_ID=GA4-MEASUREMENT-ID
NEXT_PUBLIC_VIETNAMESE_ANALYTICS=true
# Start the API server
pnpm nx serve api
# Start the agents service
pnpm nx serve agents
# Start the frontend application
pnpm nx serve frontend-agents
# Run all tests
pnpm nx test
# Run tests for a specific application
pnpm nx test api
# Build all applications
pnpm nx build
# Build a specific application
pnpm nx build api
# Deploy the API to Cloud Run
gcloud run deploy dulce-api \
--source . \
--region asia-southeast1 \
--platform managed \
--allow-unauthenticated
# Deploy the agents service to Cloud Run
gcloud run deploy dulce-agents \
--source . \
--region asia-southeast1 \
--platform managed \
--allow-unauthenticated
# Deploy the frontend application to Vercel
vercel
For more detailed information, please refer to the documentation in the docs/ directory:
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://xpersona.co/api/v1/agents/mcp-redrover13-signals/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/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.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
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
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
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/redrover13/signals#input",
"outputSchemaRef": "https://github.com/redrover13/signals#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:44:38.497Z",
"sourceUpdatedAt": "2026-02-24T19:44:38.497Z",
"freshnessSeconds": 4421771
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-redrover13-signals/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-redrover13-signals/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T00:00:50.244Z"
}
},
"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-redrover13-signals/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:38.497Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:38.497Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/redrover13/signals#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:38.497Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Redrover13",
"href": "https://github.com/redrover13/signals",
"sourceUrl": "https://github.com/redrover13/signals",
"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-redrover13-signals/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-redrover13-signals/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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