Canonical: https://molo17.com/capabilities/knowledge/ Markdown mirror: https://molo17.com/capabilities/knowledge/index.md Title: Knowledge · Gluesync · MOLO17 Description: Explore, query and assess enterprise data through connected capabilities for data access, quality and discovery. Gluesync Platform — Knowledge # Knowledge Explore, query and assess enterprise data through connected capabilities for data access, quality and discovery. [Explore Knowledge](#capabilities) [Talk to our team](/contacts/?topic=data-architecture#contact-form-section)  Why Knowledge Matters ## The cost of disconnected data understanding 01 / Fragmented channels ### Siloed Data Access Teams rely on disconnected tools to query different databases, producing inconsistent results and duplicated effort across data access workflows. 02 / System overhead ### Invisible Quality Issues Schema drift, stale metadata, and undocumented transformations erode trust in data quality, making every report a manual verification exercise. 03 / The platform outcome ### Connected Knowledge A unified platform connects querying, quality assessment, and metadata discovery — giving teams a single trusted lens across all connected sources. Capabilities ## Three capabilities within Knowledge Querying, Quality and Discovery work together to explore, validate and map enterprise data — providing full operational intelligence across connected sources. Multi-source querying ### Querying #### Unified data access and cross-database querying Access and query data across heterogeneous databases through a single unified interface. Query Studio also supplies optional per-session database tools to AI agents through Core Hub MCP under Control Plane RBAC. - Built-in query studio - Query Studio tools for permission-bound MCP clients - Share queries with your team - Import & export data (CSV, JSON, XLS) - Cross-site support [Explore Query Studio →](/query-studio/) Querying  ### Federated Query Orchestration Query across relational, legacy, and NoSQL environments from a single developer workspace. Let Gluesync resolve schemas and fetch results transparently. - Federated queries - Unified JDBC gateway - Custom RBAC via user PATs [Explore Query Forge →](/query-forge/) Data quality & reconciliation ### Quality #### Automated data validation and consistency checks Ensure data integrity across your pipelines with built-in comparison, coherence validation, and audit capabilities — catching issues before they reach production. - Compare & fix - Coherence checks - Audit Coming soon Quality  ### Automated Quality Compare & Heal Continuously audits target data mirrors against production source transactions. Instantly flags structural mismatches, schema drifts, and out-of-sync records, applying automated healing policies in real time.  Metadata & lineage ### Discovery #### Metadata exploration and data lineage tracking Understand what data exists, how it is structured, and where it flows. Surface metadata relationships, trace lineage across sources, and expose REST APIs directly from your data models. - Metadata discovery - Lineage - Rest APIs from data models Coming soon ### Automated Discovery & Lineage mapping Map data dependencies visually and monitor schema evolution automatically. Trace any dashboard KPI back to its raw storage elements with continuous column-level pipeline lineage tracking. Explore the platform ## Continue exploring the Gluesync Platform Knowledge works alongside Integration, Security and Health as part of one connected platform. Current capability area: Knowledge [### Query Studio Inspect schemas, run SQL, and validate live datasets from the Control Plane workbench. Explore Query Studio →](/query-studio/) [### Federated querying Access and query distributed data sources through a unified layer with Query Forge. Explore Query Forge →](/query-forge/) [### Core Hub MCP server Operate pipelines and SQL from MCP clients under the same Control Plane RBAC as the Web UI. Explore Core Hub MCP server →](/corehub-mcp/) [### Integration Real-time data movement, transformation and synthetic data generation across heterogeneous systems. Explore Integration →](/capabilities/integration/) [### Security Database security posture assessment, vulnerability scans and proactive patch guidance across connected engines. Explore Security →](/capabilities/security/) [ ### Health Performance monitoring, slowness detection, anomaly alerts and guided remediation for live database workloads. Explore Health →](/capabilities/health/) Resources ## Knowledge documentation and resources Documentation ### Documentation Technical guides, API reference, deployment tutorials. [Read documentation ↗](https://docs.molo17.com) Roadmap ### Public Roadmap What we're building next. Submit feature requests. [View roadmap ↗](https://roadmap.molo17.com) Support ### Support Access technical support and operational assistance. [Get support ↗](https://support.molo17.com) Status ### Service Status Real-time platform availability and incident history. [Check status ↗](https://status.molo17.com) ## Transform operational data into enterprise knowledge. Explore the Gluesync Platform or discuss your data knowledge strategy with the MOLO17 team. [Explore Gluesync](/gluesync/) [Talk to our team](/contacts/?topic=data-architecture#contact-form-section)