Bring Openapi
to LlamaIndex
Create your Vinkius account to connect Stoplight to LlamaIndex and start using all 7 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
Compatible with every major AI agent and IDE
What is the Stoplight MCP Server?
Integrate the industry-leading API design and documentation capabilities of Stoplight into your conversational AI workflows. Empower your engineering teams to explore workspaces, evaluate OpenAPI schemas, and audit API projects natively from their conversational assistant. Securely map your AI to your Stoplight workspace, enabling the orchestration of complex documentation tasks, project navigation, and architectural reviews naturally without switching contexts or opening complex dashboards.
What you can do
- Workspace Exploration — Rapidly inspect top-level organizational containers invoking
list_workspaces, and track operational changes programmatically leveraginglist_workspace_activity. - Project Management — Audit your API documentation repositories cataloging initiatives securely using
list_projects, and retrieve full visibility metadata invokingget_project_details. - Schema & Documentation Discovery — Dive deeply into specific documentation structures retrieving files, endpoints, and models leveraging
list_project_nodes, and parse their raw text safely utilizingget_node_details. - Team & Governance — Map project ownership accurately and enforce governance metrics iteratively assigning roles retrieving authorized contributors naturally via
list_workspace_members.
How it works
- Install the Stoplight MCP module securely authenticating it to your organizational AI interface.
- In the MCP configurations, provide your
STOPLIGHT_WORKSPACEslug and a validSTOPLIGHT_TOKENgenerated directly from your Stoplight workspace settings. - Prompt the AI: "List the latest active endpoints from our 'core-billing-api' project and retrieve the detailed schema documentation for the processing node."
Who is this for?
- API Architects — Accelerate API design reviews by instantly accessing endpoints and OpenAPI models naturally via your terminal without leaving your coding environment.
- Technical Writers — Discover and organize large scale API documentation landscapes rapidly summarizing updates directly from recent workspace activity logs.
- Backend Engineers — Resolve integration dependencies efficiently by querying endpoint models across independent Stoplight projects precisely and securely.
Built-in capabilities (7)
Retrieves details for a specific documentation node
Retrieves details for a specific Stoplight project
Lists all documentation nodes (files, endpoints, models) within a project
Lists all projects in a specific Stoplight workspace
Lists recent activity logs for a Stoplight workspace
Lists all members of a Stoplight workspace
Lists all accessible Stoplight workspaces
Why LlamaIndex?
LlamaIndex agents combine Stoplight tool responses with indexed documents for comprehensive, grounded answers. Connect 7 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.
- —
Data-first architecture: LlamaIndex agents combine Stoplight tool responses with indexed documents for comprehensive, grounded answers
- —
Query pipeline framework lets you chain Stoplight tool calls with transformations, filters, and re-rankers in a typed pipeline
- —
Multi-source reasoning: agents can query Stoplight, a vector store, and a SQL database in a single turn and synthesize results
- —
Observability integrations show exactly what Stoplight tools were called, what data was returned, and how it influenced the final answer
Stoplight in LlamaIndex
Why run Stoplight with Vinkius?
The Stoplight connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 7 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.




Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Stoplight using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Stoplight and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Stoplight to LlamaIndex through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Stoplight for LlamaIndex
Every request between LlamaIndex and Stoplight is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
Is the integration read-only?
Yes. All tools only read from your Stoplight workspace — projects, nodes, schemas, and activity logs. No modifications or deletions are possible through this integration.
What is the workspace slug?
It's the subdomain of your Stoplight URL. For example, if your workspace is at https://acme.stoplight.io, the slug is acme. You can find it in the address bar when logged in.
What data can the agent access?
Projects, workspace members, activity logs, and all project nodes (endpoints, models, articles). Each node's full content — including OpenAPI schemas — can be retrieved via get_node_details.
How does LlamaIndex connect to MCP servers?
Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.
Can I combine MCP tools with vector stores?
Yes. LlamaIndex agents can query Stoplight tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
Does LlamaIndex support async MCP calls?
Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.
BasicMCPClient not found
Install: pip install llama-index-tools-mcp
Explore More MCP Servers
View all →
Maildroppa
12 toolsGrow your email list and send targeted campaigns with a simple email marketing platform designed for solopreneurs and creators.

Gladia (Speech AI)
6 toolsTranscribe, translate, and analyze audio with Gladia's high-speed Speech AI — support for pre-recorded files and live streaming.

Edamam
2 toolsAnalyze nutrition from natural language, search recipes with dietary filters, and access a comprehensive food database with Edamam's AI-powered platform.

Bill.com
10 toolsEquip your AI agent with direct access to BILL — manage invoices, approve payments, and track vendor bills without opening the AP dashboard.
