Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
An MCP interface into the Bright Data toolset <div align="center"> <a href="https://brightdata.com/ai/mcp-server"> <img src="https://github.com/user-attachments/assets/c21b3f7b-7ff1-40c3-b3d8-66706913d62f" alt="Bright Data Logo"> </a> <h1>The Web MCP</h1> <p> <strong>๐ Give your AI real-time web superpowers</strong><br/> <i>Seamlessly connect LLMs to the live web without getting blocked</i> </p> <p> <a href="https://www.npmjs.com/package/@brightdata/mcp"> <img Capability contract not published. No trust telemetry is available yet. 2.1K GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
@brightdata/mcp is best for mcp, brightdata, cli workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
An MCP interface into the Bright Data toolset <div align="center"> <a href="https://brightdata.com/ai/mcp-server"> <img src="https://github.com/user-attachments/assets/c21b3f7b-7ff1-40c3-b3d8-66706913d62f" alt="Bright Data Logo"> </a> <h1>The Web MCP</h1> <p> <strong>๐ Give your AI real-time web superpowers</strong><br/> <i>Seamlessly connect LLMs to the live web without getting blocked</i> </p> <p> <a href="https://www.npmjs.com/package/@brightdata/mcp"> <img
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 2.1K GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Brightdata
Artifacts
0
Benchmarks
0
Last release
2.8.4
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 2.1K GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/brightdata/brightdata-mcp.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
Brightdata
Protocol compatibility
MCP
Adoption signal
2.1K 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
text
https://mcp.brightdata.com/mcp?token=YOUR_API_TOKEN_HERE
json
{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "<your-api-token-here>"
}
}
}
}json
{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "<your-api-token-here>",
"GROUPS": "browser,advanced_scraping",
"TOOLS": "extract"
}
}
}
}yaml
โ "What's Tesla's current stock price?" โ "Find the best-rated restaurants in Tokyo right now" โ "Get today's weather forecast for New York" โ "What movies are releasing this week?" โ "What are the trending topics on Twitter today?"
json
{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "your-token-here"
}
}
}
}json
{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "your-token-here",
"PRO_MODE": "true", // Enable all 60+ tools
"RATE_LIMIT": "100/1h", // Custom rate limiting
"WEB_UNLOCKER_ZONE": "custom", // Custom unlocker zone
"BROWSER_ZONE": "custom_browser", // Custom browser zone
"POLLING_TIMEOUT": "600" // Polling timeout in seconds (default: 600)
}
}
}
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
An MCP interface into the Bright Data toolset <div align="center"> <a href="https://brightdata.com/ai/mcp-server"> <img src="https://github.com/user-attachments/assets/c21b3f7b-7ff1-40c3-b3d8-66706913d62f" alt="Bright Data Logo"> </a> <h1>The Web MCP</h1> <p> <strong>๐ Give your AI real-time web superpowers</strong><br/> <i>Seamlessly connect LLMs to the live web without getting blocked</i> </p> <p> <a href="https://www.npmjs.com/package/@brightdata/mcp"> <img
The Web MCP is your gateway to giving AI assistants true web capabilities. No more outdated responses, no more "I can't access real-time information" - just seamless, reliable web access that actually works.
Built by Bright Data, the world's #1 web data platform, this MCP server ensures your AI never gets blocked, rate-limited, or served CAPTCHAs.
<div align="center"> <table> <tr> <td align="center">โ <strong>Works with Any LLM</strong><br/><sub>Claude, GPT, Gemini, Llama</sub></td> <td align="center">๐ก๏ธ <strong>Never Gets Blocked</strong><br/><sub>Enterprise-grade unblocking</sub></td> <td align="center">๐ <strong>5,000 Free Requests</strong><br/><sub>Monthly</sub></td> <td align="center">โก <strong>Zero Config</strong><br/><sub>Works out of the box</sub></td> </tr> </table> </div>Use the configuration wizard:
Perfect for users who want zero setup. Just add this URL to your MCP client:
https://mcp.brightdata.com/mcp?token=YOUR_API_TOKEN_HERE
Setup in Claude Desktop:
Bright Data Webhttps://mcp.brightdata.com/mcp?token=YOUR_API_TOKEN{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "<your-api-token-here>"
}
}
}
}
๐ก Note: Pro mode is not included in the free tier and incurs additional charges based on usage.
GROUPS lets you enable curated tool bundles. Use comma-separated group
IDs such as ecommerce,browser.TOOLS adds explicit tool names on top of the selected groups.PRO_MODE=true (all tools) โ GROUPS / TOOLS
(whitelist) โ default rapid mode (base toolkit).search_engine, search_engine_batch,
scrape_as_markdown, scrape_batch.custom is reserved; use TOOLS for bespoke picks.{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "<your-api-token-here>",
"GROUPS": "browser,advanced_scraping",
"TOOLS": "extract"
}
}
}
}
โ
"What's Tesla's current stock price?"
โ
"Find the best-rated restaurants in Tokyo right now"
โ
"Get today's weather forecast for New York"
โ
"What movies are releasing this week?"
โ
"What are the trending topics on Twitter today?"
<details> <summary><b>View Demo Videos</b></summary>Note: These videos show earlier versions. New demos coming soon! ๐ฅ
https://github.com/user-attachments/assets/59f6ebba-801a-49ab-8278-1b2120912e33
https://github.com/user-attachments/assets/61ab0bee-fdfa-4d50-b0de-5fab96b4b91d
๐บ More tutorials on YouTube โ
</details>| Tool | Description | Use Case |
|------|-------------|----------|
| ๐ search_engine | Web search with AI-optimized results | Research, fact-checking, current events |
| ๐ scrape_as_markdown | Convert any webpage to clean markdown | Content extraction, documentation |
| Category | Tools | Description |
|----------|-------|-------------|
| Browser Control | scraping_browser.* | Full browser automation |
| Web Data APIs | web_data_* | Structured data extraction |
| E-commerce | Product scrapers | Amazon, eBay, Walmart data |
| Social Media | Social scrapers | Twitter, LinkedIn, Instagram |
| Maps & Local | Location tools | Google Maps, business data |
๐ View complete tool documentation โ
</details>Try the Web MCP without any setup:
<div align="center"> <a href="https://brightdata.com/ai/playground-chat"> <img src="https://img.shields.io/badge/Try_on-Playground-00C7B7?style=for-the-badge&logo=data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjQiIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggZD0iTTEyIDJMMyA3VjE3TDEyIDIyTDIxIDE3VjdMMTIgMloiIHN0cm9rZT0id2hpdGUiIHN0cm9rZS13aWR0aD0iMiIvPgo8L3N2Zz4=" alt="Playground"/> </a> </div>{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "your-token-here"
}
}
}
}
{
"mcpServers": {
"Bright Data": {
"command": "npx",
"args": ["@brightdata/mcp"],
"env": {
"API_TOKEN": "your-token-here",
"PRO_MODE": "true", // Enable all 60+ tools
"RATE_LIMIT": "100/1h", // Custom rate limiting
"WEB_UNLOCKER_ZONE": "custom", // Custom unlocker zone
"BROWSER_ZONE": "custom_browser", // Custom browser zone
"POLLING_TIMEOUT": "600" // Polling timeout in seconds (default: 600)
}
}
}
}
| Variable | Description | Default | Example |
|----------|-------------|---------|---------|
| API_TOKEN | Your Bright Data API token (required) | - | your-token-here |
| PRO_MODE | Enable all 60+ tools | false | true |
| RATE_LIMIT | Custom rate limiting | unlimited | 100/1h, 50/30m |
| WEB_UNLOCKER_ZONE | Custom Web Unlocker zone name | mcp_unlocker | my_custom_zone |
| BROWSER_ZONE | Custom Browser zone name | mcp_browser | my_browser_zone |
| POLLING_TIMEOUT | Timeout for web_data_* tools polling (seconds) | 600 | 300, 1200 |
| GROUPS | Comma-separated tool group IDs | - | ecommerce,browser |
| TOOLS | Comma-separated individual tool names | - | extract,scrape_as_html |
Notes:
POLLING_TIMEOUT controls how long web_data_* tools wait for results. Each second = 1 polling attempt.Solution: Install Node.js or use the full path to node:
"command": "/usr/local/bin/node" // macOS/Linux
"command": "C:\\Program Files\\nodejs\\node.exe" // Windows
Solution: Increase timeout in your client settings to 180s
Solution: Ensure your API token is valid and has proper permissions
Solution: Check your internet connection and firewall settings
</details>We love contributions! Here's how you can help:
Please follow Bright Data's coding standards.
MIT ยฉ Bright Data Ltd.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/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
Do not use if
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": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T02:59:44.548Z"
}
},
"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": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "brightdata",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile capability:mcp|supported|profile capability:brightdata|supported|profile capability:cli|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": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Brightdata",
"href": "https://github.com/brightdata/brightdata-mcp",
"sourceUrl": "https://github.com/brightdata/brightdata-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:20:28.105Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:20:28.105Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "2.1K GitHub stars",
"href": "https://github.com/brightdata/brightdata-mcp",
"sourceUrl": "https://github.com/brightdata/brightdata-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:20:28.105Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-brightdata-brightdata-mcp/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub ยท 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
Ads related to @brightdata/mcp and adjacent AI workflows.