Semantic context layer that helps AI agents understand your business data accurately
Remote MCP platform that lets AI connect to your authorized Windows computers
Stage
MVP
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Founded
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Based in
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Pricing model
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Freemium
Pricing
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Free tier with usage quota; paid plans available at https://ailinkany.com/pricing. Registration, AI connection, and computer binding are free; pricing is checked only when executing computer tasks.
Key features
Connects to 15+ data systems including Snowflake, Databricks, BigQuery, Redshift, dbt, Airflow, Tableau, Looker, Power BI and Postgres
Extracts structural metadata including databases, schemas, tables, views, columns and relationship lineage
Provides Web-UI, MCP server and REST APIs for accessing semantic context
Automatic incremental updates with configurable sync schedules from on-demand to daily or weekly
Role-level access controls and data classifications including PII, PHI and SPII
Only reads metadata without accessing or moving actual data from systems
Integrates with quality monitoring tools including Monte Carlo, Anomalo and Bigeye
Remote MCP endpoint for AI assistants
Shell command execution on authorized Windows PCs
File read/write and directory management
Multi-device unified management
AI session handoff for long agentic workflows
SSH, Telnet and serial port connections
OAuth-isolated AI sessions with Device Token separation
Command idempotency with command_id
What makes it different
Eliminates confident AI mistakes by grounding agents in semantic context instead of having them guess from table names
Reduces AI token costs and speeds up answers by resolving schema and joins once upstream instead of in each agent query
Ensures consistent answers across all agents and teams using the same definitions and business logic
Provides complete traceability and auditability of AI decisions with documented context and ownership
Secure separation between AI OAuth identity and device credentials
Local files remain on your computer by default; only transmitted when explicitly requested
Supports multiple AI platforms through single Remote MCP endpoint
Free registration and computer binding without requiring a paid plan
Kanlet
AiLinkAny