Bring Enterprise Search
to LangChain
Create your Vinkius account to connect Glean to LangChain and start using all 10 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.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Glean MCP Server?
Connect your Glean enterprise account to any AI agent and take full control of your corporate-wide knowledge discovery and AI-powered workspace through natural conversation.
What you can do
- Corporate Discovery Orchestration — Identify bounded CRM records and extract explicitly attached REST arrays targeting
/searchto find knowledge mapped across all SaaS applications natively - Live AI Answer Retrieval — Enumerate explicitly attached structured rules to fire RAG mechanisms, returning pure AI-generated blocks distilled from your company data limitlessly
- Multi-Source Filtering — Perform structural extraction of properties by hardcoding explicit filters parsing only specific datasources like Jira, Confluence, or Slack nodes synchronousy
- People & Identity Discovery — Retrieve corporate active directory information, matching user skills, roles, and names directly to generate hard customer bindings natively
- Intelligent Chat Orchestration — Commands explicit REST targets checking
/chatto manage ongoing text streams while maintaining historical thread mapping for complex reasoning - Knowledge Ingestion & Indexing — Upload massive custom text properties directly routing into corporate search logic to verify internal documentation boundaries securely
- Predictive Autocomplete — Discovers disconnected physical limits executing
/autocompleteto predict precise page destinations from partial prefixes flawlessly - Data Deletion Oversight — Explains explicitly mapped arrays checking
/deleteto remove indexed documents permanently and block future retrieval vectors
How it works
- Subscribe to this server
- Enter your Glean Domain (e.g., 'yourcompany') and API Token (found in your Glean Admin Settings)
- Start searching your company's knowledge from Claude, Cursor, or any MCP-compatible client
Who is this for?
- Knowledge Workers & Researchers — quickly find documentation and answers across all company apps without manual searching
- HR & Ops Teams — search for people by skills or roles and monitor trending company content using natural language
- Developers — index custom documentation and test AI chat workflows directly from the IDE or chat interface
- Leadership Teams — audit organizational knowledge and verify AI-generated answers in real-time
Built-in capabilities (10)
Retrieve explicit Cloud logging tracing explicit Vault limits
Dispatch an automated validation check routing explicit Gateway history
` merging physical POST arrays strictly. Identify precise active arrays spanning native Hold parsing
Inspect deep internal arrays mitigating specific Plan Math
Enumerate explicitly attached structured rules exporting active Billing
Irreversibly vaporize explicit validations extracting rich Churn flags
Identify precise active arrays spanning native Gateway auth
g. Perform structural extraction of properties driving active Account logic
Identify bounded CRM records inside the Headless Glean Platform
Provision a highly-available JSON Payload generating hard Customer bindings
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Glean through native MCP adapters. Connect 10 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
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The largest ecosystem of integrations, chains, and agents. combine Glean MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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Memory and conversation persistence let agents maintain context across Glean queries for multi-turn workflows
Glean in LangChain
Why run Glean with Vinkius?
The Glean 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 10 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 Glean using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Glean and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Glean to LangChain 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
Glean for LangChain
Every request between LangChain and Glean 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
Can my agent get direct AI answers based on my company's data via Glean?
Yes. Use the 'get_answer' tool. It fires Glean's internal RAG mechanisms to retrieve a pure AI-generated response distilled from your indexed company knowledge flawlessly.
How do I search for experts in my company by their skills via chat?
Use the 'search_people' tool. The agent will retrieve information from your corporate active directory, matching user profiles, skills, and names to help you find the right colleague natively.
Can I index my own custom documents in Glean through the agent?
Absolutely. Use the 'index_document' tool. Provide a JSON object defining the ID, Title, and text content. The agent will route the payload into Glean's search logic synchronously.
How does LangChain connect to MCP servers?
Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
Which LangChain agent types work with MCP?
All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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