AI & Machine Learning · Ragie + Claude
Ragie MCP with Claude: Smarter Answers From Your Own Documents
The short answer
Claude works with Ragie through the Model Context Protocol (MCP), an open standard that acts as a secure adapter between the two. Once connected with an API key, Claude can ingest documents, run queries and retrieve knowledge from Ragie's managed retrieval pipelines using natural language, while the organisation controls what it is allowed to do.
What is Ragie?
Ragie is a fully managed Retrieval-Augmented Generation service built for developers. Retrieval-Augmented Generation means an AI system first looks up relevant information from a body of documents, then uses it to write an accurate answer. Ragie handles the difficult plumbing of this process, so development teams can focus on the application itself. It is typically used by software teams building chatbots, internal search tools and AI agents that need to answer questions from company knowledge.
How Claude connects to Ragie through MCP
The Model Context Protocol is an open standard that lets Claude securely use other software, reading information and taking actions with permissions the organisation controls. Think of it as a universal adapter between Claude and the tool. For Ragie, the connection is made using an API key, which identifies the account and defines what Claude may access.
Once connected, Claude can typically manage RAG pipelines, ingest new documents, run queries and retrieve knowledge through plain conversation. A team member might ask Claude to find the latest policy on expense claims, and Claude runs the query against Ragie and returns a grounded answer with its sources.
Permissions and approvals keep people in charge. Access is set to the least privilege needed, so Claude can only perform the actions the business allows. Consequential steps, such as deleting or re-indexing a document collection, can be designed to require human approval, and every action is recorded in audit logs for review.
What you can automate
Internal policy assistant
Staff ask questions about leave, travel or expenses in plain language. Claude queries the policy documents stored in Ragie and answers with references to the source text, reducing repeated questions to HR and finance teams.
Customer support knowledge retrieval
Support agents receive suggested answers drawn from product manuals, troubleshooting guides and past resolutions. Claude retrieves the relevant passages from Ragie, helping agents respond faster and more consistently.
Document ingestion for new content
When a new contract template, manual or policy is approved, Claude can help ingest it into the right Ragie collection and confirm that it is searchable. This keeps the knowledge base current without manual uploads by developers.
Sales enablement search
Sales representatives ask for product specifications, pricing rules or competitor comparisons. Claude retrieves approved material from Ragie, so proposals draw on current and vetted information.
Compliance and audit preparation
Compliance teams query large document sets for specific clauses or evidence. Claude retrieves matching passages and summarises them, while the team reviews the output before anything is reported.
Developer productivity and pipeline oversight
Engineering leads can check the status of document ingestion, review query activity and confirm which collections are live, all through conversation rather than navigating multiple dashboards.
An end-to-end workflow: Policy question to HR case handling
TriggerAn employee asks Claude in the company chat tool whether their unused leave can carry over to next year.
Claude reads the question and queries the HR policy collection in Ragie through the API key connection.
Ragie returns the matching policy clauses, and Claude drafts a clear answer with the source passages attached.
If the question involves an exception or a personal circumstance, Claude creates a case in the company ticketing system with the question and context.
The HR team member receives the case in Microsoft 365 Teams, reviews the draft answer and approves or edits it.
The approved answer is sent to the employee, and the interaction is logged for audit.
OutcomeTypical employee questions are answered in minutes rather than days, HR receives fewer routine queries, and complex cases reach the right person with full context attached.
How we set it up
Free automation audit
We review your workflows and identify where knowledge retrieval would save time, such as support, HR, sales or compliance, and confirm which document sets are suitable.
Secure API key connection
We connect Claude to Ragie using an API key, stored securely and scoped to the minimum access needed. Where a direct API route is preferred, we set this up alongside the MCP connection.
Workflow and document design
We design the end-to-end workflow across Ragie and your other systems, define collections and metadata, and agree which actions require human approval.
Testing against real cases
We test answers against real past questions and documents, check source accuracy, and refine retrieval settings until results meet your standards.
Launch, monitoring and training
We launch with audit logs and monitoring in place, then train your team on how to use Claude with Ragie and how to review its outputs.
Who benefits
- Operations leaders
- Faster access to accurate information across teams, with fewer repetitive questions reaching managers.
- IT and development heads
- A managed retrieval service connected to Claude without building and maintaining custom pipelines from scratch.
- Customer support managers
- Agents get consistent, source-backed answers, which can shorten handling times and improve quality.
- Compliance and legal teams
- Quicker location of relevant clauses and evidence, with human review kept at every final decision.
Security and control
- Access is granted with an API key scoped to least privilege, so Claude can only perform approved actions.
- Consequential actions such as deleting or re-indexing documents can require explicit human approval.
- Every query and action is recorded in audit logs for review and accountability.
- Answers are grounded in retrieved source passages, and staff are trained to check sources before relying on them.
- Sensitive documents can be kept in restricted collections with access controlled by the organisation.
For teams in the US, UK, India and the Middle East
Organisations in the United States and the United Kingdom can use Claude with Ragie under their own data protection and governance frameworks. In India, the Digital Personal Data Protection Act, 2023 shapes how personal data in documents is handled, and in the UAE and Saudi Arabia local data protection laws apply. We choose the hosting region for your Claude deployment to meet your legal and contractual requirements.
Learn more about Claude and MCP
Anthropic's AI model and assistant.
Secure links between Claude and business tools.
How engineers build and change software with Claude.
Hosted agents that run multi-step work.
The open standard Claude uses to connect to tools.
Frequently asked questions
What does the Ragie MCP server do?
The Ragie MCP server lets Claude connect to Ragie and use its retrieval features through a standard, secure interface. Typically it allows Claude to manage RAG pipelines, ingest documents, run queries and retrieve knowledge when a user asks a question in natural language. The exact actions available depend on how the connection is configured.
Is connecting Claude to Ragie secure?
Security depends on how the connection is set up. We use an API key scoped to the minimum access required, store it securely, and limit which actions Claude can take. Consequential actions can require human approval, and audit logs record activity so the organisation can review what happened.
What can Claude do with Ragie once it is connected?
Once connected, Claude can typically ask Ragie for relevant passages from your document collections, answer questions based on them, help ingest new documents and check pipeline activity. Claude presents answers with their sources, so staff can verify the information before acting on it.
How long does setup take?
Timelines vary with the number of document sets, workflows and systems involved. A focused connection with one or two use cases can often be launched in a few weeks, while larger multi-system workflows take longer. The free automation audit gives you a realistic estimate for your situation.
Which plan or permissions do I need?
Generally, you need a Ragie account with an API key that has permission for the actions you want Claude to perform. The right access level depends on your workflow, so we review your Ragie setup during the audit and recommend the least-privilege permissions needed.