niche · 0.4 capability action

Data Observability

Score 19.1 / 100 18 providers 5 APIs Search apis.io →

Providers using this tag (18)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Exemplar 4 Complete, well-documented, and agent-ready
SiffletCompanyData AnalyticsData Quality1 API71.4SodaAIOpsData QualityData Contracts1 API71.1Monte CarloData QualityData ReliabilityData Lake1 API71.8AcceldataAI AgentsData ManagementData Pipeline3 APIs69.3
Strong 4 Solid coverage with minor gaps
MetaplaneAIOpsData QualityAnomaly Detection1 API60.7DecubeCompanyData GovernanceData Catalog1 API58.4LightupData QualityData MonitoringAnomaly Detection1 API57.5BigeyeCompanyData QualityData Lineage3 APIs55.1
Developing 2 Usable, with meaningful gaps to close
Unravel Data SystemsFinOpsDataOpsDatabricks1 API45.1RevefiDataData QualityFinOps1 API51.7
Thin 5 Limited public surface area
AnomaloData QualityData MonitoringAnomaly Detection19 APIs33.9UnravelFinOpsDataOpsCost Optimization1 API33.1OpenMetadataData CatalogMetadataData GovernanceData Lineage1 API38.5DatafoldData ReliabilityData DiffData QualityColumn-Level Lineage1 API35.9Monte CarloData QualityData MonitoringData Lineage1 API31.2
Emerging 2 Early or largely undocumented
PantomathCompanyData OperationsData Pipeline Monitoring19.6DatabandCompanyEnterpriseData Engineering16.1
Minimal 1 Almost no public developer surface
Trace DataCompanyBig DataData Security3.4

APIs with this tag (5)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Exemplar 2 Complete, well-documented, and agent-ready
Monte Carlo GraphQL APIGraphQL API for the Monte Carlo data observability platform. Provides programmatic access to monitors, inci...71.8Monte Carlo Push Ingest APIA REST write API for pushing observability data into Monte Carlo from sources its pull-based collectors can...71.8
Strong 1 Solid coverage with minor gaps
Decube Public APIThe Decube Public API (BETA, v1) exposes a Data API (assets, glossary, lineage, monitors, ACL, reports, rec...58.4
Thin 2 Limited public surface area
Anomalo MCP ServerOfficial Anomalo MCP (Model Context Protocol) server, published by Anomalo as a Google Gemini CLI extension...33.9Monte Carlo GraphQL APIGraphQL API powering the full Monte Carlo platform, enabling programmatic access to data monitors, incident...31.2

Score breakdown

Frequency
36.9
log-scaled weighted occurrences
Breadth
0.4
spread across providers
Quality lift
47.5
mean composite of providers using it
Cohesion
1.4
strength of nearest seed neighbor

Related tags

Data Lineage 10 co-occurrences Data Quality 15 co-occurrences Databricks 5 co-occurrences Snowflake 6 co-occurrences Anomaly Detection 6 co-occurrences Data Governance 7 co-occurrences Monitoring 5 co-occurrences User 6 co-occurrences

Where this tag comes from

Provider tag18
Api tag5

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