gitlab-mcp
A Model Context Protocol (MCP) server for GitLab
Crawler Summary
Chrome extension that mimics GitHub Copilot chat agent with Playwright MCP integration MCP Copilot Chrome Extension A Chrome extension that mimics the VS Code GitHub Copilot chat agent with Playwright MCP integration and **Gemini AI**. This extension provides an intelligent chatbot interface that can automate browser tasks using Playwright, powered by Google's Gemini AI for natural language understanding. Features - π€ **Gemini AI Agent**: Intelligent natural language processing using Google's Gemini A 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-copilot-chrome-extension 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
Chrome extension that mimics GitHub Copilot chat agent with Playwright MCP integration MCP Copilot Chrome Extension A Chrome extension that mimics the VS Code GitHub Copilot chat agent with Playwright MCP integration and **Gemini AI**. This extension provides an intelligent chatbot interface that can automate browser tasks using Playwright, powered by Google's Gemini AI for natural language understanding. Features - π€ **Gemini AI Agent**: Intelligent natural language processing using Google's Gemini A
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
Shashank 29
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/Shashank-29/mcp_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
Shashank 29
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
text
User Message (Natural Language)
β
Chrome Extension (Chat UI)
β HTTP (localhost:8765)
MCP Bridge Server
β
Gemini AI Agent
ββ Analyzes intent
ββ Selects tools
ββ Formats response
β
Playwright MCP Server (via stdio)
β Playwright
Browser Automation
β
Results β Gemini AI β Formatted Response β Userbash
cd mcp_client npm install
bash
npm run server
text
mcp_client/ βββ src/ β βββ background.js # Chrome extension background service worker β βββ content.js # Content script that injects chat UI β βββ chat-ui.js # Chat UI component β βββ popup.html # Extension popup HTML β βββ popup.js # Extension popup script β βββ styles.css # Chat UI styles β βββ mcp-bridge-server.js # MCP bridge server βββ manifest.json # Chrome extension manifest βββ package.json # Node.js dependencies βββ README.md # This file
bash
npm run server
text
User Message (Natural Language)
β
Chat UI
β
Background Script (Message Handler)
β
HTTP Request to Bridge Server
β
MCP Bridge Server
β
Gemini AI Agent
ββ Understands intent
ββ Selects Playwright tools
ββ Calls tools via MCP Client
β
Playwright MCP Server (stdio)
β
Playwright Browser Automation
β
Tool Results
β
Gemini AI (Formats response)
β
Response (back through the chain)
β
Chat UI (Displays to user)Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Chrome extension that mimics GitHub Copilot chat agent with Playwright MCP integration MCP Copilot Chrome Extension A Chrome extension that mimics the VS Code GitHub Copilot chat agent with Playwright MCP integration and **Gemini AI**. This extension provides an intelligent chatbot interface that can automate browser tasks using Playwright, powered by Google's Gemini AI for natural language understanding. Features - π€ **Gemini AI Agent**: Intelligent natural language processing using Google's Gemini A
A Chrome extension that mimics the VS Code GitHub Copilot chat agent with Playwright MCP integration and Gemini AI. This extension provides an intelligent chatbot interface that can automate browser tasks using Playwright, powered by Google's Gemini AI for natural language understanding.
Cmd+Shift+K (Mac) or Ctrl+Shift+K (Windows/Linux)The extension uses a bridge server architecture with Gemini AI:
User Message (Natural Language)
β
Chrome Extension (Chat UI)
β HTTP (localhost:8765)
MCP Bridge Server
β
Gemini AI Agent
ββ Analyzes intent
ββ Selects tools
ββ Formats response
β
Playwright MCP Server (via stdio)
β Playwright
Browser Automation
β
Results β Gemini AI β Formatted Response β User
cd mcp_client
npm install
npm run server
The server will start on http://localhost:8765 and automatically connect to the Playwright MCP server.
chrome://extensions/mcp_client directoryCmd+Shift+K (Mac) or Ctrl+Shift+K (Windows/Linux) to open the chat UICmd+Shift+K (Mac) or Ctrl+Shift+K (Windows/Linux) on any webpageThe Gemini AI agent understands natural language, so you can ask in many ways:
Take a screenshot:
Analyze page:
Navigate:
Complex Tasks:
The extension provides access to all Playwright MCP tools:
playwright_navigate - Navigate to a URLplaywright_screenshot - Capture screenshotsplaywright_click - Click on elementsplaywright_fill - Fill input fieldsplaywright_accessibility_snapshot - Get page structureplaywright_evaluate - Execute JavaScriptplaywright_wait_for - Wait for elements or conditionsmcp_client/
βββ src/
β βββ background.js # Chrome extension background service worker
β βββ content.js # Content script that injects chat UI
β βββ chat-ui.js # Chat UI component
β βββ popup.html # Extension popup HTML
β βββ popup.js # Extension popup script
β βββ styles.css # Chat UI styles
β βββ mcp-bridge-server.js # MCP bridge server
βββ manifest.json # Chrome extension manifest
βββ package.json # Node.js dependencies
βββ README.md # This file
npm run server
The server runs on http://localhost:8765 and handles communication between the Chrome extension and the Playwright MCP server.
src/chrome://extensions/ β click reload)chrome://extensions/ β click "Inspect views: service worker" for background script logsnpm run serverThis extension mimics how GitHub Copilot uses MCP with AI:
User Message (Natural Language)
β
Chat UI
β
Background Script (Message Handler)
β
HTTP Request to Bridge Server
β
MCP Bridge Server
β
Gemini AI Agent
ββ Understands intent
ββ Selects Playwright tools
ββ Calls tools via MCP Client
β
Playwright MCP Server (stdio)
β
Playwright Browser Automation
β
Tool Results
β
Gemini AI (Formats response)
β
Response (back through the chain)
β
Chat UI (Displays to user)
Edit src/background.js:
const MCP_BRIDGE_URL = 'http://localhost:8765'; // Change port here
And update src/mcp-bridge-server.js:
const PORT = 8765; // Change port here
Edit src/mcp-bridge-server.js to change the MCP server command:
mcpTransport = new StdioClientTransport({
command: 'npx',
args: ['-y', '@playwright/mcp@latest'], // Customize here
});
If you see EADDRINUSE: address already in use :::8765:
# Option 1: Kill the existing server
npm run kill-server
# Option 2: Manual kill
lsof -ti:8765 | xargs kill -9
# Option 3: Restart the server
npm run restart
npm run serverhttp://localhost:8765/healthchrome://extensions/Cmd+Shift+K (Mac) or Ctrl+Shift+K (Windows/Linux)npxnpm run restartThe bridge server includes CORS headers, but if you encounter CORS issues:
The extension now supports connecting to your existing Chrome instance via Chrome DevTools Protocol (CDP). This allows you to:
Start Chrome with remote debugging:
# macOS
/Applications/Google\ Chrome.app/Contents/MacOS/Google\ Chrome --remote-debugging-port=9222
# Linux
google-chrome --remote-debugging-port=9222
# Windows
"C:\Program Files\Google\Chrome\Application\chrome.exe" --remote-debugging-port=9222
Start the bridge server:
npm run server
The extension will automatically detect and connect to your Chrome
For detailed setup instructions, see CHROME_CDP_SETUP.md
For implementation details, see CDP_IMPLEMENTATION.md and CDP_CHANGES_SUMMARY.md
MIT
Contributions are welcome! Please feel free to submit a Pull Request.
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
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-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.
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",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/Shashank-29/mcp_client#input",
"outputSchemaRef": "https://github.com/Shashank-29/mcp_client#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:36.876Z",
"sourceUpdatedAt": "2026-02-24T19:46:36.876Z",
"freshnessSeconds": 19550282
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-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": "2026-10-09T02:24:39.112Z"
}
},
"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": "chrome-extension",
"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": "playwright",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "copilot",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "chatbot",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:chrome-extension|supported|profile capability:mcp|supported|profile capability:playwright|supported|profile capability:copilot|supported|profile capability:chatbot|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-shashank-29-mcp-client/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:36.876Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:36.876Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/Shashank-29/mcp_client#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:36.876Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Shashank 29",
"href": "https://github.com/Shashank-29/mcp_client",
"sourceUrl": "https://github.com/Shashank-29/mcp_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-shashank-29-mcp-client/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-shashank-29-mcp-client/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub Β· 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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