gitlab-mcp
A Model Context Protocol (MCP) server for GitLab
Crawler Summary
A Model Context Protocol server for Expo documentation with Gemini AI integration Expo Gemini MCP Server 🚀 **Một Model Context Protocol (MCP) server cho tài liệu Expo với tích hợp Gemini AI** Server này cung cấp cho các AI assistant khả năng truy cập vào tài liệu Expo cập nhật với sự hỗ trợ của Gemini AI để tăng cường kết quả tìm kiếm và tạo ra các ví dụ code chất lượng cao. ✨ Tính năng - 🔍 **Tìm kiếm ngữ nghĩa**: Tìm kiếm thông minh trong tài liệu Expo sử dụng Gemini embeddings - 🤖 **Hoàn toàn Published capability contract available. No trust telemetry is available yet. 3 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
expo-gemini-mcp-server 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
A Model Context Protocol server for Expo documentation with Gemini AI integration Expo Gemini MCP Server 🚀 **Một Model Context Protocol (MCP) server cho tài liệu Expo với tích hợp Gemini AI** Server này cung cấp cho các AI assistant khả năng truy cập vào tài liệu Expo cập nhật với sự hỗ trợ của Gemini AI để tăng cường kết quả tìm kiếm và tạo ra các ví dụ code chất lượng cao. ✨ Tính năng - 🔍 **Tìm kiếm ngữ nghĩa**: Tìm kiếm thông minh trong tài liệu Expo sử dụng Gemini embeddings - 🤖 **Hoàn toàn
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Tai Dt
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. 3 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/Tai-DT/expo-gemini-mcp-server.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
Tai Dt
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
3 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
git clone <repository-url> cd expo-gemini-mcp-server npm install
bash
cp .env.example .env
env
GEMINI_API_KEY=your_gemini_api_key_here PORT=3000 NODE_ENV=development
bash
npm run build-index
bash
npm run build npm start
bash
npm run dev
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
A Model Context Protocol server for Expo documentation with Gemini AI integration Expo Gemini MCP Server 🚀 **Một Model Context Protocol (MCP) server cho tài liệu Expo với tích hợp Gemini AI** Server này cung cấp cho các AI assistant khả năng truy cập vào tài liệu Expo cập nhật với sự hỗ trợ của Gemini AI để tăng cường kết quả tìm kiếm và tạo ra các ví dụ code chất lượng cao. ✨ Tính năng - 🔍 **Tìm kiếm ngữ nghĩa**: Tìm kiếm thông minh trong tài liệu Expo sử dụng Gemini embeddings - 🤖 **Hoàn toàn
🚀 Một Model Context Protocol (MCP) server cho tài liệu Expo với tích hợp Gemini AI
Server này cung cấp cho các AI assistant khả năng truy cập vào tài liệu Expo cập nhật với sự hỗ trợ của Gemini AI để tăng cường kết quả tìm kiếm và tạo ra các ví dụ code chất lượng cao.
git clone <repository-url>
cd expo-gemini-mcp-server
npm install
cp .env.example .env
Chỉnh sửa file .env và thêm Gemini API key:
GEMINI_API_KEY=your_gemini_api_key_here
PORT=3000
NODE_ENV=development
npm run build-index
Lệnh này sẽ:
npm run build
npm start
Hoặc chạy trong development mode:
npm run dev
npm test
search_expo_docsTìm kiếm trong tài liệu Expo với AI enhancement
{
"query": "How to use Image component in Expo?",
"maxResults": 5,
"useGemini": true
}
get_expo_examplesLấy code examples cho components/APIs cụ thể
{
"component": "Camera",
"complexity": "intermediate"
}
explain_expo_conceptGiải thích chi tiết các khái niệm Expo
{
"concept": "Expo Router",
"audience": "beginner"
}
Thêm vào claude_desktop_config.json:
{
"mcpServers": {
"expo-gemini-docs": {
"command": "node",
"args": ["/path/to/expo-gemini-mcp-server/dist/index.js"],
"env": {
"OPENAI_API_KEY": "your_key",
"GEMINI_API_KEY": "your_key"
}
}
}
}
Sử dụng MCP extension và cấu hình server endpoint.
Gemini AI sẽ:
Gemini có thể tạo:
Gemini điều chỉnh explanations theo:
expo-gemini-mcp-server/
├── src/
│ ├── index.ts # Entry point chính
│ ├── services/
│ │ ├── GeminiService.ts # Tích hợp Gemini AI
│ │ ├── VectorStoreService.ts # Vector database
│ │ └── ExpoDocsService.ts # Logic xử lý docs
│ └── utils/
│ └── logger.ts # Logging utilities
├── scripts/
│ └── build-index.js # Script build documentation index
├── data/ # Vector store và search index
├── logs/ # Log files
├── docs-source/ # Expo documentation (cloned)
├── package.json
├── tsconfig.json
├── mcp-config.json # MCP configuration
└── README.md
npm run build: Compile TypeScript sang JavaScriptnpm start: Khởi chạy server (production)npm run dev: Khởi chạy với watch mode (development)npm run build-index: Xây dựng documentation indexnpm run update-docs: Cập nhật docs và rebuild indexnpm test: Test server functionality# Rebuild index
npm run build-index
.envnode --max-old-space-size=4096 scripts/build-index.js
git checkout -b feature/amazing-feature)git commit -m 'Add amazing feature')git push origin feature/amazing-feature)Distributed under the MIT License. See LICENSE for more information.
Có vấn đề gì? Tạo issue hoặc liên hệ qua email.
Happy coding with Expo and AI! 🚀🤖
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-tai-dt-expo-gemini-mcp-server/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/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
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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/Tai-DT/expo-gemini-mcp-server#input",
"outputSchemaRef": "https://github.com/Tai-DT/expo-gemini-mcp-server#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:54.949Z",
"sourceUpdatedAt": "2026-02-24T19:46:54.949Z",
"freshnessSeconds": 19550476
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T02:28:11.341Z"
}
},
"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"
},
{
"key": "expo",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "gemini",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "documentation",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:expo|supported|profile capability:mcp|supported|profile capability:model-context-protocol|supported|profile capability:gemini|supported|profile capability:ai|supported|profile capability:documentation|supported|profile"
}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-tai-dt-expo-gemini-mcp-server/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:54.949Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:54.949Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/Tai-DT/expo-gemini-mcp-server#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:54.949Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Tai Dt",
"href": "https://github.com/Tai-DT/expo-gemini-mcp-server",
"sourceUrl": "https://github.com/Tai-DT/expo-gemini-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "3 GitHub stars",
"href": "https://github.com/Tai-DT/expo-gemini-mcp-server",
"sourceUrl": "https://github.com/Tai-DT/expo-gemini-mcp-server",
"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-tai-dt-expo-gemini-mcp-server/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tai-dt-expo-gemini-mcp-server/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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