GITLAB_AI_CATALOGgitlab-mcp
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
Crawler Summary
brightspace-mcp-server answer-first brief
MCP server for Brightspace (D2L). Check grades, due dates, announcements, rosters and more via Claude, ChatGPT, Cursor, or any MCP client. Brightspace MCP Server **By $1, ECE @ Purdue** Talk to your Brightspace courses with AI. Ask about grades, due dates, announcements, and more. Works with Claude, ChatGPT, and Cursor. This is an $1 server. MCP lets AI apps like ChatGPT or Claude talk to outside tools. This server connects your AI to Brightspace so it can pull your grades, assignments, and course content on demand. Works with any school that uses Brigh Capability contract not published. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
brightspace-mcp-server is best for mcp, mcp-server, brightspace 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
Agent DossierGitHubSafety: 89/100
brightspace-mcp-server
MCP server for Brightspace (D2L). Check grades, due dates, announcements, rosters and more via Claude, ChatGPT, Cursor, or any MCP client. Brightspace MCP Server **By $1, ECE @ Purdue** Talk to your Brightspace courses with AI. Ask about grades, due dates, announcements, and more. Works with Claude, ChatGPT, and Cursor. This is an $1 server. MCP lets AI apps like ChatGPT or Claude talk to outside tools. This server connects your AI to Brightspace so it can pull your grades, assignments, and course content on demand. Works with any school that uses Brigh
MCPself-declared
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Verifiededitorial-contentNo verified compatibility signals5 GitHub stars
Capability contract not published. No trust telemetry is available yet. 5 GitHub stars reported by the source. Last updated 2/25/2026.
5 GitHub starsTrust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Rohanmuppa
Artifacts
0
Benchmarks
0
Last release
1.1.2
Executive Summary
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. 5 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/RohanMuppa/brightspace-mcp-server.git- 1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
- 2
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.
Evidence Ledger
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor (1)
Vendor
Rohanmuppa
profilemedium
Compatibility (1)
Protocol compatibility
MCP
contractmedium
Adoption (1)
Adoption signal
5 GitHub stars
profilemedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Executable Examples
bash
npx brightspace-mcp-server setup --purdue
bash
npx brightspace-mcp-server setup
bash
claude mcp add brightspace -- npx -y brightspace-mcp-server@latest
json
{
"mcpServers": {
"brightspace": {
"command": "npx",
"args": ["-y", "brightspace-mcp-server@latest"]
}
}
}json
{
"mcpServers": {
"brightspace": {
"command": "cmd",
"args": ["/c", "npx", "-y", "brightspace-mcp-server@latest"]
}
}
}json
{
"command": "npx",
"args": ["-y", "brightspace-mcp-server@latest"]
}Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
MCP server for Brightspace (D2L). Check grades, due dates, announcements, rosters and more via Claude, ChatGPT, Cursor, or any MCP client. Brightspace MCP Server **By $1, ECE @ Purdue** Talk to your Brightspace courses with AI. Ask about grades, due dates, announcements, and more. Works with Claude, ChatGPT, and Cursor. This is an $1 server. MCP lets AI apps like ChatGPT or Claude talk to outside tools. This server connects your AI to Brightspace so it can pull your grades, assignments, and course content on demand. Works with any school that uses Brigh
Full README
Brightspace MCP Server
By Rohan Muppa, ECE @ Purdue
Talk to your Brightspace courses with AI. Ask about grades, due dates, announcements, and more. Works with Claude, ChatGPT, and Cursor.
This is an MCP (Model Context Protocol) server. MCP lets AI apps like ChatGPT or Claude talk to outside tools. This server connects your AI to Brightspace so it can pull your grades, assignments, and course content on demand.
Works with any school that uses Brightspace.
<p align="center"> <img src="https://raw.githubusercontent.com/RohanMuppa/brightspace-mcp-server/main/docs/how-it-works.svg" alt="Architecture diagram" width="100%"> </p>Try It
"Download my lecture slides and turn them into interactive flashcards" "Grab every assignment rubric and build me a visual dashboard of what I need to hit for an A"
Steps to Install
You need: Node.js 18+ (download the LTS version)
Purdue students:
npx brightspace-mcp-server setup --purdue
Everyone else:
npx brightspace-mcp-server setup
This command might take a few minutes to download, especially on Windows. Please be patient.
The wizard handles everything: credentials, MFA, and configuring your AI client. When it's done, restart Claude/Cursor and start asking questions.
That's it! You're ready to go.
Manual Configuration
The setup wizard auto-configures Claude Desktop and Cursor. For other clients, add the server manually:
💡 Tip: Already using Claude Code, Codex, or another AI coding assistant? Just paste this GitHub link and ask it to configure the Brightspace MCP for you:
https://github.com/RohanMuppa/brightspace-mcp-server
Claude Code (CLI):
claude mcp add brightspace -- npx -y brightspace-mcp-server@latest
Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json on Mac, %APPDATA%\Claude\claude_desktop_config.json on Windows):
Mac/Linux:
{
"mcpServers": {
"brightspace": {
"command": "npx",
"args": ["-y", "brightspace-mcp-server@latest"]
}
}
}
Windows:
{
"mcpServers": {
"brightspace": {
"command": "cmd",
"args": ["/c", "npx", "-y", "brightspace-mcp-server@latest"]
}
}
}
ChatGPT Desktop (Settings → Tools → Add MCP tool → "Add manually"):
Mac/Linux:
{
"command": "npx",
"args": ["-y", "brightspace-mcp-server@latest"]
}
Windows:
{
"command": "cmd",
"args": ["/c", "npx", "-y", "brightspace-mcp-server@latest"]
}
Cursor (~/.cursor/mcp.json):
Mac/Linux:
{
"mcpServers": {
"brightspace": {
"command": "npx",
"args": ["-y", "brightspace-mcp-server@latest"]
}
}
}
Windows:
{
"mcpServers": {
"brightspace": {
"command": "cmd",
"args": ["/c", "npx", "-y", "brightspace-mcp-server@latest"]
}
}
}
After adding, restart your AI client. You still need to run npx brightspace-mcp-server setup first to save your credentials.
Session Expired?
Sessions re-authenticate automatically. If auto-reauth fails (e.g., you missed the Duo push):
npx brightspace-mcp-server auth
What You Can Ask About
| Topic | Examples | |-------|---------| | Grades | "Am I passing all my classes?" · "Compare my grades across all courses" | | Assignments | "What's due in the next 48 hours?" · "Summarize every assignment I haven't turned in yet" | | Announcements | "Did any professor post something important today?" · "What did my CS prof announce this week?" | | Course content | "Find the midterm review slides" · "Download every PDF from Module 5" | | Roster | "Who are the TAs for ECE 264?" · "Get me my instructor's email" | | Discussions | "What are people saying in the final project thread?" · "Summarize the latest discussion posts" | | Planning | "Build me a study schedule based on my upcoming due dates" · "Which class needs the most attention right now?" |
Troubleshooting
"Not authenticated" → Run npx brightspace-mcp-server auth
AI client not responding → Quit and reopen it completely (not just close the window)
Need to redo setup → Run npx brightspace-mcp-server setup again
Config location → ~/.brightspace-mcp/config.json (you can edit this directly)
Browser launch times out (Windows) → Open Task Manager, end all Chromium/Chrome processes, and try again. If it persists, add the Playwright Chromium folder to your antivirus exclusion list.
Auth fails in WSL or Docker → Chromium dependencies may be missing. Run npx playwright install-deps chromium to install them. The server automatically adds --no-sandbox for these environments.
Headless login fails (Windows) → SSO login flows can fail in headless mode on Windows. The default is headed (a browser window opens). If you set D2L_HEADLESS=true and auth fails, switch back to headed mode.
Security
- Credentials stay on your machine at
~/.brightspace-mcp/config.json(restricted permissions) - Session tokens are encrypted (AES-256-GCM)
- All traffic to Brightspace is HTTPS
- Nothing is sent anywhere except your school's login page
Built With
Updates
Automatic. Every time your AI client starts a session, it runs npx brightspace-mcp-server@latest which pulls the newest version from npm. No action needed.
If you ever suspect you're on an old version, run npm cache clean --force to clear the cache.
Proudly made for Boilermakers by Rohan Muppa 🚂
Report a bug · AGPL-3.0 · Copyright 2026 Rohan Muppa
Contract & API
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
MCP: self-declared
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/trust"
Reliability & Benchmarks
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
Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.
Media & Demo
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
No screenshots, media assets, or demo links are available.
Related Agents
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
GITLAB_PUBLIC_PROJECTSgitlab-mcp
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
GITLAB_AI_CATALOGrmcp-openapi
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
MCP
GITLAB_AI_CATALOGrmcp-actix-web
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
MCP
Machine Appendix
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-rohanmuppa-brightspace-mcp-server/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-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": "2026-04-17T00:02:05.848Z"
}
},
"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": "mcp-server",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "brightspace",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "d2l",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "lms",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "education",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "grades",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "courses",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "chatgpt",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cursor",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "purdue",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "university",
"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": "brightspace-api",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "d2l-api",
"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:mcp-server|supported|profile capability:brightspace|supported|profile capability:d2l|supported|profile capability:lms|supported|profile capability:education|supported|profile capability:grades|supported|profile capability:courses|supported|profile capability:claude|supported|profile capability:chatgpt|supported|profile capability:cursor|supported|profile capability:purdue|supported|profile capability:university|supported|profile capability:model-context-protocol|supported|profile capability:brightspace-api|supported|profile capability:d2l-api|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": "Rohanmuppa",
"href": "https://github.com/RohanMuppa/brightspace-mcp-server",
"sourceUrl": "https://github.com/RohanMuppa/brightspace-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:45.684Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:45.684Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "5 GitHub stars",
"href": "https://github.com/RohanMuppa/brightspace-mcp-server",
"sourceUrl": "https://github.com/RohanMuppa/brightspace-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:58:45.684Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-mcp-server/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rohanmuppa-brightspace-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
}
]