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Integration specs

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 1.5.0 (September 2026) · New models and services join the list as they ship — what shipped

01

LLM

Models are whatever your account has access to — Cloosphere never resells models, so there's no separate "number of supported models."

Connection typeAvailable modelsNotes
OpenAI Whatever models your account can access
Azure OpenAI Models deployed to your subscription
Azure AI Foundry 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

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.
02

Databases (Data analysis · natural language → SQL)

DatabaseAuthentication · 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.

03

Vector DBs · search indexes

NameSearch methodConnection · 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
Azure AI Search 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.

04

Document formats

CategoryFormats
Office
PDF DOCX PPT · PPTX XLS · XLSX CSV
Korean word processing
HWP · HWPX
Web · markup
HTML XML Markdown RST
Email
EML · MSG

(body registered without exposing attachments)

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.
05

Extraction · OCR engines

A separate engine is assigned per file extension.

EngineWhere it runs
Built-in extractor Inside Cloosphere
Apache Tika Installed in your environment
Docling Installed in your environment
Azure Document Intelligence Your Azure subscription
Google Document AI Your Google Cloud project
Mistral OCR External API
LLM Vision Your connected LLM (scanned documents · images)
07

Voice · image

CapabilityProvider
Speech recognition
Local model OpenAI Azure Deepgram Google
Speech synthesis
OpenAI ElevenLabs Azure Google Gemini Local model
Image generation
OpenAI Azure OpenAI Gemini Vertex AI ComfyUI
08

Authentication · directory

ItemSupport
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
09

Tools · protocols

ItemDetails
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
10

Deployment environments

ItemSupportNotes
Microsoft Azure Supported Azure Key Vault encryption
Google Cloud 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-deployment readiness check
White label logo · favicon · splash screen
UI languages 55 languages Korean and English by default

Notes

  • This page reflects product release 1.5.0. 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 indicate supported integrations and do not imply any partnership 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.