# Ragie MCP - Tools, Setup and Examples | FlyMy.AI > Ragie MCP for Claude, Cursor and Codex. Developer workflows, with 31 actions. Your API key. See setup, examples and pricing. Page: https://flymy.ai/mcp/ragie/ MCP / Developer tools # Ragie MCP: developer workflows Fully managed RAG-as-a-Service for developers. Connect it to Claude, Codex, Cursor or any MCP client through one FlyMy.AI MCP. [Connect Ragie](https://flymy.ai/mcp/ragie/#connect) [What it can do](https://flymy.ai/mcp/ragie/#actions) Your own API key, 31 actions, Developer tools $ YOUR NEXT RUN Claude Code, Codex, Cursor, Any agent ## Use Ragie MCP in your assistant Paste this prompt into Claude Code, Codex, Cursor or any agent. It reads the guide and helps you connect. ``` Read https://flymy.ai/skill.md and https://flymy.ai/mcp/ragie.md. Help me connect Ragie MCP to this assistant. Then help me run this task: Use Ragie to create document. Ask me for the required inputs first and show the result. ``` [Open FlyMy.AI](https://app.flymy.ai/new-agent) [Download brief](https://flymy.ai/mcp/ragie.md) ## What Ragie MCP can do 31 actions in the FlyMy.AI catalog, the most used first. Your agent finds them through search_tools and calls the one the task needs. | Action | What it does | |---|---| | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_CREATE_DOCUMENT) `RAGIE_CREATE_DOCUMENT` | Upload and process a document file in Ragie. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_CREATE_DOCUMENT_FROM_URL) `RAGIE_CREATE_DOCUMENT_FROM_URL` | Ingest a document from a publicly accessible URL. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_CREATE_DOCUMENT_RAW) `RAGIE_CREATE_DOCUMENT_RAW` | Ingest a document as raw text or JSON. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_CREATE_INSTRUCTION) `RAGIE_CREATE_INSTRUCTION` | Create a new instruction that applies natural language directives to documents as they're ingested or updated. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_CREATE_OAUTH_REDIRECT_URL) `RAGIE_CREATE_OAUTH_REDIRECT_URL` | Create an OAuth redirect URL for initializing embedded connector OAuth flows. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_CREATE_PARTITION_PARTITIONS_POST) `RAGIE_CREATE_PARTITION_PARTITIONS_POST` | Create a new partition for scoping documents and connections in Ragie. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_DELETE_DOCUMENT) `RAGIE_DELETE_DOCUMENT` | Delete a document from Ragie. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_DELETE_INSTRUCTION) `RAGIE_DELETE_INSTRUCTION` | Delete an instruction and all associated entities. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_DELETE_PARTITION) `RAGIE_DELETE_PARTITION` | Delete a partition and all associated data irreversibly. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_DOCUMENT) `RAGIE_GET_DOCUMENT` | Retrieve a specific document by its unique identifier. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_DOCUMENT_CHUNK) `RAGIE_GET_DOCUMENT_CHUNK` | Retrieve a specific document chunk by its document and chunk ID. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_DOCUMENT_CHUNKS) `RAGIE_GET_DOCUMENT_CHUNKS` | Retrieve document chunks with pagination support. | **Show all 31 actions** | Action | What it does | |---|---| | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_DOCUMENT_CHUNK_CONTENT) `RAGIE_GET_DOCUMENT_CHUNK_CONTENT` | Retrieve document chunk content in requested format with streaming support for media. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_DOCUMENT_CONTENT) `RAGIE_GET_DOCUMENT_CONTENT` | Retrieve the content of a document by its ID. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_DOCUMENT_SUMMARY) `RAGIE_GET_DOCUMENT_SUMMARY` | Retrieve an LLM-generated summary of a document by its ID. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_PARTITION) `RAGIE_GET_PARTITION` | Retrieve a partition by ID with usage statistics and resource limits. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_GET_RESPONSE) `RAGIE_GET_RESPONSE` | Retrieve a response by its unique identifier. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_CONNECTIONS_CONNECTIONS_GET) `RAGIE_LIST_CONNECTIONS_CONNECTIONS_GET` | List all connections sorted by creation date descending with pagination support. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_CONNECTION_SOURCE_TYPES) `RAGIE_LIST_CONNECTION_SOURCE_TYPES` | List available connection source types like 'google_drive' and 'notion' along with their metadata. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_DOCUMENTS) `RAGIE_LIST_DOCUMENTS` | List all documents sorted by creation date (descending) with pagination support. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_ENTITIES_BY_DOCUMENT) `RAGIE_LIST_ENTITIES_BY_DOCUMENT` | Retrieve all extracted entities from a specific document with pagination support. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_ENTITIES_BY_INSTRUCTION) `RAGIE_LIST_ENTITIES_BY_INSTRUCTION` | Retrieve entities generated by a specific instruction. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_INSTRUCTIONS) `RAGIE_LIST_INSTRUCTIONS` | Retrieve all instruction records from the Ragie system. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_LIST_PARTITIONS) `RAGIE_LIST_PARTITIONS` | Retrieve a paginated list of all partitions sorted by name in ascending order. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_PATCH_DOCUMENT_METADATA) `RAGIE_PATCH_DOCUMENT_METADATA` | Update metadata for a specific document with partial update support. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_RETRIEVE) `RAGIE_RETRIEVE` | Retrieve relevant document chunks based on a query. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_SET_PARTITION_LIMITS) `RAGIE_SET_PARTITION_LIMITS` | Set usage limits on partition pages and media. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_UPDATE_DOCUMENT_FROM_URL) `RAGIE_UPDATE_DOCUMENT_FROM_URL` | Update an existing document by fetching content from a publicly accessible URL. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_UPDATE_DOCUMENT_RAW) `RAGIE_UPDATE_DOCUMENT_RAW` | Update a document's content from raw text or JSON data. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_UPDATE_INSTRUCTION) `RAGIE_UPDATE_INSTRUCTION` | Update an instruction's active status. | | [#](https://flymy.ai/mcp/ragie/#method-RAGIE_UPDATE_PARTITION) `RAGIE_UPDATE_PARTITION` | Update a partition's configuration including description, context-aware settings, and metadata schema. | ## Ask your agent Requests to paste as they are. Each one runs on the actions named under it. **“Use Ragie to create document. Ask me for the required inputs first and show the result.”** uses `RAGIE_CREATE_DOCUMENT` **“Use Ragie to create document from url. Ask me for the required inputs first and show the result.”** uses `RAGIE_CREATE_DOCUMENT_FROM_URL` **“Use Ragie to create document raw. Ask me for the required inputs first and show the result.”** uses `RAGIE_CREATE_DOCUMENT_RAW` ## Connect Ragie in a minute One MCP for every integration. Add it once, then every MCP in the catalog is a request away. 1. 01 ### Add FlyMy.AI Add the FlyMy.AI MCP to your assistant with one of the commands below and sign in. No key to copy. 2. 02 ### Add your API Key Paste it into the Ragie [connection settings](https://app.flymy.ai/mcp-configs#ragie) once; it stays with FlyMy.AI, never in a prompt or a chat. - **API Key** - Sign in and copy your API key directly from your dashboard under API Keys (https://secure.ragie.ai/api-keys) [Get API key →](https://secure.ragie.ai/api-keys) 3. 03 ### Ask Paste a request from this page. Every run shows what it cost. Claude Code ``` claude mcp add --transport http flymyai https://mcp-agents.flymy.ai/mcp ``` Then run /mcp in Claude Code and sign in. Codex ``` codex mcp add flymy --url https://mcp-agents.flymy.ai/mcp ``` Then run codex mcp login flymy to sign in. claude.ai and Claude Desktop ``` https://mcp-agents.flymy.ai/mcp ``` Settings, Connectors, Add custom connector: paste this URL. ## Pay per run FlyMy.AI bills the run: the model and the tool's seconds. Calls go to your own Ragie account, under its plan and limits. No seats and no minimum. [See usage pricing →](https://flymy.ai/pricing/) ## More Developer tools MCPs Code, CI, hosting, monitoring and security. ### 1Password Password manager and digital vault for secure credential storage and team collaboration 11 actions / your API key Link: https://flymy.ai/mcp/1password/ ### Ably Ably is a real-time messaging platform helping developers build live features, including chat and data synchronization, with global scalability and robust... 11 actions / your API key Link: https://flymy.ai/mcp/ably/ ### Abstract Abstract API provides a suite of APIs for developers to automate various tasks, including data validation, enrichment, and more 3 actions / your API key Link: https://flymy.ai/mcp/abstract/ ### AbuseIPDB AbuseIPDB is a project dedicated to helping make the internet safer by providing a central repository for reporting and checking IP addresses associated... 6 actions / your API key Link: https://flymy.ai/mcp/abuselpdb/ ### Addressfinder A reliably smart, reliably accurate data quality platform for address, email, and phone verification 17 actions / your API key Link: https://flymy.ai/mcp/addressfinder/ ### Addresszen AddressZen provides address autocomplete and verification services, offering real-time address suggestions and validation to ensure accurate and deliverable... 2 actions / your API key Link: https://flymy.ai/mcp/addresszen/ ## Go to the source [Ragie in the docs →](https://docs.flymy.ai/mcp/apps/ragie), [Ragie connection settings →](https://app.flymy.ai/mcp-configs#ragie), [Ragie website →](https://ragie.ai), [Every MCP in the catalog →](https://flymy.ai/mcp/#catalog), [Usage pricing →](https://flymy.ai/pricing/) From the FlyMy.AI platform catalog of 2026-11-03: name, description, actions and setup as the platform lists them. Examples are requests to paste, not recorded runs. --- For agents: the FlyMyAI operating guide (sign up, connect, run models, tools and agents) is https://flymy.ai/skill.md, and https://flymy.ai/llms.txt lists the other pages and the documentation.