Works with the LLMs, databases, and identity systems you already use
The full list of LLMs, databases, document formats, search, authentication, and deployment environments Cloosphere connects to.
For anything not on this list, we check in a demo whether it can connect via an OpenAI-compatible endpoint, MCP, or OpenAPI.
As of version 1.6.0 (October 2026) · New models and services join the list as they ship — release notes
LLM
Cloosphere uses the models connected to your account as-is and doesn't resell them.
| Connection type | Available models | Notes |
|---|---|---|
| OpenAI | Whatever models your account can access | |
| | Models deployed to your subscription | |
| | Models deployed to your project | |
| Google Vertex AI | Gemini · Claude | Works with Google Cloud Application Default Credentials (no key file), Claude prompt caching |
| Ollama | Open models you deploy internally | Air-gapped configuration |
| Amazon Bedrock | Models available in your AWS account | Can also connect models in other AWS accounts |
Also: Connects to any endpoint that offers an OpenAI-compatible API — private gateways, self-hosted models like vLLM.
- Register a per-model input/output/cache price to estimate cost.
- Reasoning models keep reasoning across tool calls, with the reasoning summary and tokens shown in the trace.
Databases (Data analysis · natural language → SQL)
| Database | Authentication · notes |
|---|---|
| PostgreSQL | Username · password |
| MySQL / MariaDB | Username · password |
| Microsoft SQL Server | Username · password |
| Oracle | Username · password · service name. Read-only account · queries across other schemas |
| Snowflake | Account · warehouse · username · password · role |
| Databricks | HTTP path · access token |
| Google BigQuery | Service account key (JSON) or Google Cloud Application Default Credentials (ADC) |
| Azure Synapse | Username · password |
Common to all: Connection test (confirms the table list) · schema extraction · table relationship inference (ERD) · question–SQL example memory · write-query approval · per-database write settings · execution history recorded in the SQL execution log.
Vector DBs · search indexes
| Name | Search method | Connection · notes |
|---|---|---|
| pgvector | Hybrid vector + keyword search (rank fusion), reranker support | Connects without a separate search service |
| Elasticsearch | Combines vector (kNN) and keyword search in a single request | Creates a dedicated index on your existing cluster, API key authentication |
| OpenSearch | Hybrid vector + keyword search (rank fusion) | Amazon OpenSearch Service, keyless AWS IAM (SigV4) authentication |
| | Keyword + vector search with semantic reranking (when enabled on the service) | Your Azure subscription's search service |
| Vertex AI Search | Managed search (data store) | Your Google Cloud project, default credentials (ADC) |
Common to all: The Knowledge Base, chat attachments, glossary, and question–SQL examples memory all search through one engine chosen by an admin.
Document formats
| Category | Formats |
|---|---|
| Office | PDF DOCX PPT · PPTX XLS · XLSX CSV |
| Korean word processing | HWP · HWPX |
| Web · markup | HTML XML Markdown RST |
| EML · MSG (body only; attachments are not ingested) | |
| Other | EPUB TXT JSON |
| Code | 50+ code file types Python, Java, SQL, etc. |
- Excel is extracted with its table structure preserved.
- Files in a SharePoint Online document library can be attached to a conversation.
Extraction · OCR engines
A separate engine is assigned per file extension.
| Engine | Where it runs |
|---|---|
| Built-in extractor | Inside Cloosphere |
| Apache Tika | Installed in your environment |
| Docling | Installed in your environment |
| | Your Azure subscription |
| | Your Google Cloud project |
| Mistral OCR | External API |
| LLM Vision | Your connected LLM (scanned documents · images) |
Web search
Web search is turned on or off per agent. An admin picks a single search provider.
- SearXNG can be installed directly in your own environment.
Voice · image
| Capability | Provider |
|---|---|
| Speech recognition | Local model OpenAI |
| Speech synthesis | OpenAI ElevenLabs |
| Image generation | OpenAI |
Authentication · directory
| Area | Support |
|---|---|
| SSO login | Microsoft Entra ID Google GitHub OIDC OIDC is a standard, so in-house identity providers such as Keycloak connect as well. |
| Directory login | LDAP |
| Org chart sync | Microsoft Entra ID Google Workspace Keycloak (Organization · Department · Group) |
| External IdP token | Accepts ID tokens issued by a trusted IdP with no separate token exchange |
| Embed widget SSO | Google Microsoft GitHub OIDC External token exchange · guest mode |
| Email · password | Supported |
Tools · protocols
| Area | Details |
|---|---|
| MCP | API key, Bearer token, OAuth, Cloosphere SSO token passthrough, or no authentication; choose which tools are exposed, tool by tool; per connection, expose tool definitions as-is or route them through a selector |
| OpenAPI | Turn a spec into a tool by registering it; automatic read/write classification with write approval |
| Google Workspace | Gmail · Calendar · Drive · Docs · Sheets · Slides |
| Microsoft 365 | Teams bot · SharePoint file attachments · Entra ID |
| Embed widget | One script tag, allowed domains, filling page forms and clicking buttons |
| Scheduled runs | Scheduled agent tasks, shared with read or write access |
| Document file generation | PPT, Word, Excel, with your company's master templates |
Deployment environments
| Area | Support | Notes |
|---|---|---|
| | Supported | Azure Key Vault envelope encryption |
| | Supported | Deployed in production (customer environment) |
| AWS | Supported | Vector search via OpenSearch or pgvector |
| On-premises | Coming soon | |
| Air-gapped network | Supported | Local verification of a signed license, pre-install check |
| White label | logo · favicon · splash screen | |
| UI languages | Korean · English | Other languages: partial translation |
Notes
- This page reflects product release 1.6.0. New integrations are published in the release notes first.
- Being able to connect and being verified in your environment are different things.
We confirm the target version and network conditions in a demo before deployment.
All logos and names are trademarks of their respective owners. They are shown only to describe the scope of supported integrations and do not imply any partnership, sponsorship, or endorsement. Full trademark and license notices
We check the integration scope against the models, databases, and identity you use
We set up a demo environment based on your deployment method, integration scope, and governance requirements.