Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
MCP server for MATLAB integration - Execute MATLAB code and generate scripts via MCP protocol MATLAB MCP Server We welcome contributions from everyone. A powerful MCP server that integrates MATLAB with AI, allowing you to execute MATLAB code, generate MATLAB scripts from natural language descriptions, and access MATLAB documentation directly through your AI assistant. <a href="https://glama.ai/mcp/servers/t3mmsdxvmd"> <img width="380" height="200" src="https://glama.ai/mcp/servers/t3mmsdxvmd/badge" alt="MATLA Published capability contract available. No trust telemetry is available yet. 53 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
matlab-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
MCP server for MATLAB integration - Execute MATLAB code and generate scripts via MCP protocol MATLAB MCP Server We welcome contributions from everyone. A powerful MCP server that integrates MATLAB with AI, allowing you to execute MATLAB code, generate MATLAB scripts from natural language descriptions, and access MATLAB documentation directly through your AI assistant. <a href="https://glama.ai/mcp/servers/t3mmsdxvmd"> <img width="380" height="200" src="https://glama.ai/mcp/servers/t3mmsdxvmd/badge" alt="MATLA
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 53 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Williamcloudqi
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. 53 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/WilliamCloudQi/matlab-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
Williamcloudqi
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
53 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
npm install
bash
npm run build
bash
npm run watch
bash
npx -y @smithery/cli install @WilliamCloudQi/matlab-mcp-server --client claude
bash
npm install -g matlab-mcp-server
bash
git clone https://github.com/username/matlab-mcp-server.git cd matlab-mcp-server npm install npm run build
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
MCP server for MATLAB integration - Execute MATLAB code and generate scripts via MCP protocol MATLAB MCP Server We welcome contributions from everyone. A powerful MCP server that integrates MATLAB with AI, allowing you to execute MATLAB code, generate MATLAB scripts from natural language descriptions, and access MATLAB documentation directly through your AI assistant. <a href="https://glama.ai/mcp/servers/t3mmsdxvmd"> <img width="380" height="200" src="https://glama.ai/mcp/servers/t3mmsdxvmd/badge" alt="MATLA

matlab://documentation/getting-started URIexecute_matlab_code - Execute MATLAB code and get results
generate_matlab_code - Generate MATLAB code from natural language
Install dependencies:
npm install
Build the server:
npm run build
For development with auto-rebuild:
npm run watch
To install MATLAB MCP Server for Claude Desktop automatically via Smithery:
npx -y @smithery/cli install @WilliamCloudQi/matlab-mcp-server --client claude
npm install -g matlab-mcp-server
Or clone the repository and build it yourself:
git clone https://github.com/username/matlab-mcp-server.git
cd matlab-mcp-server
npm install
npm run build
To use with cline , add the server config:
On MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json
On Windows: %APPDATA%/Claude/claude_desktop_config.json
{
"mcpServers": {
"matlab-server": {
"command": "node",
"args": ["/path/to/matlab-server/build/index.js"],
"env": {
"MATLAB_PATH": "/path/to/matlab/executable"
},
"disabled": false,
"autoApprove": []
}
}
}
Replace /path/to/matlab/executable with the path to your MATLAB executable:
C:\\Program Files\\MATLAB\\R2023b\\bin\\matlab.exe/Applications/MATLAB_R2023b.app/bin/matlab/usr/local/MATLAB/R2023b/bin/matlabSince MCP servers communicate over stdio, debugging can be challenging. We recommend using the MCP Inspector, which is available as a package script:
npm run inspector
The Inspector will provide a URL to access debugging tools in your browser.
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-williamcloudqi-matlab-mcp-server/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-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.
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/WilliamCloudQi/matlab-mcp-server#input",
"outputSchemaRef": "https://github.com/WilliamCloudQi/matlab-mcp-server#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:31.858Z",
"sourceUpdatedAt": "2026-02-24T19:46:31.858Z",
"freshnessSeconds": 4434326
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-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": "2026-04-17T03:31:58.723Z"
}
},
"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": "matlab",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp-server",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "scientific-computing",
"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|supported|contract capability:matlab|supported|profile capability:mcp-server|supported|profile capability:scientific-computing|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": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:31.858Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:31.858Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/WilliamCloudQi/matlab-mcp-server#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:31.858Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Williamcloudqi",
"href": "https://github.com/WilliamCloudQi/matlab-mcp-server",
"sourceUrl": "https://github.com/WilliamCloudQi/matlab-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "53 GitHub stars",
"href": "https://github.com/WilliamCloudQi/matlab-mcp-server",
"sourceUrl": "https://github.com/WilliamCloudQi/matlab-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://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-mcp-server/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-williamcloudqi-matlab-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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