emerging · -1.2 capability schema

Apache

Score 20.6 / 100 66 providers +5 via APIs 8 APIs Search apis.io →

Providers using this tag (66)

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

Developing 9 Usable, with meaningful gaps to close
Thin 41 Limited public surface area
Apache DruidAnalyticsDatabaseKafka1 API38.7Apache HelixCluster ManagementDistributed SystemsOpen Source1 API38.5Apache CloudStackCloudInfrastructure-as-a-ServiceInfrastructure4 APIs38.4Apache CassandraBig DataDatabaseDistributed1 API37.7Apache TomcatApplication ServerJavaServlet ContainerWeb Server1 API36.4Apache ActiveMQAMQPJavaJMS4 APIs35.8Apache CordovaCross-PlatformHybrid AppsJavaScript1 API35.1Apache Software FoundationASFOpen SourceGovernanceProject1 API34.8Apache CXFJAX-RSJAX-WSJava1 API34.4Apache GeodeCachingData GridDistributed Systems1 API34.1Apache HudiACIDBig DataData Lake1 API34.1Apache FlumeData CollectionETLLog Aggregation1 API33.6Apache HttpComponentsHTTP ClientJavaOpen Source1 API33.6Apache OozieWorkflowsHadoopOrchestrationScheduling1 API33.5Apache CuratorDistributed CoordinationDistributed SystemsJava1 API33.1Apache HiveBig DataData WarehouseETL1 API32.9Apache DolphinSchedulerDAGData PipelineOpen Source1 API32.6Apache EventMeshCloudEventsEvent-DrivenMessaging1 API32.1Apache GuacamoleOpen SourceRDPRemote Access1 API32.0Apache GiraphBig DataBSPGraph Processing1 API31.9Apache OpenMeetingsCollaborationVideo ConferencingWeb ConferencingWhiteboard1 API31.7Apache RangerAccess ControlAuthorizationHadoopPolicy Management1 API31.7Apache AtlasBig DataComplianceData Governance6 APIs31.5Apache BookKeeperDistributed SystemsLog StorageOpen Source6 APIs31.3Apache HTTP ServerLoad BalancerOpen SourceProxy1 API31.2SubversionOpen SourceRepositoryVersion Control1 API31.0Apache FlinkApache FlinkBatch ProcessingBig Data1 API30.9Apache PulsarCloud-NativeMessagingMulti-TenantPub/Sub1 API30.7Apache CamelEnterprise IntegrationIntegrationMessaging4 APIs30.0Apache DerbyDatabaseEmbeddedJava1 API29.3Apache ArrowAnalyticsColumnar FormatData3 APIs28.5Apache BeamBatch ProcessingData PipelineETL2 APIs28.4Apache CalciteData FederationFrameworkOpen Source3 APIs28.2Apache SeaTunnelData IntegrationETLELTBatch1 API27.2Apache SamzaBig DataHadoopKafkaStream Processing1 API26.9Apache ShiroAuthenticationAuthorizationCryptographyJava1 API26.9Apache OpenWhiskCloud-NativeEvent-DrivenFunction-as-a-ServiceServerless6 APIs26.7Apache POIDocument ProcessingExcelJavaMicrosoft Office1 API26.6Apache RocketMQCloud-NativeMessagingMessage QueuePub/Sub1 API26.6Apache ServiceMixEnterprise IntegrationESBIntegrationMessaging1 API26.5Apache ShardingSphereDatabaseDistributed SQLRead-Write SplittingSharding1 API26.5
Emerging 13 Early or largely undocumented
Minimal 3 Almost no public developer surface

APIs with this tag (8)

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 →

Developing 1 Usable, with meaningful gaps to close
Thin 4 Limited public surface area
Emerging 3 Early or largely undocumented

Companies reaching this through an API (5)

These companies publish an API, specification or operation carrying “Apache” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

AI Gateway Evals Events Feign Scalability Testing

Score breakdown

Frequency
47.5
log-scaled weighted occurrences
Breadth
0.9
spread across providers
Quality lift
29.5
mean composite of providers using it
Cohesion
17.3
strength of nearest seed neighbor

Related tags

Hadoop 12 co-occurrences Java 30 co-occurrences Big Data 13 co-occurrences Open Source 66 co-occurrences SQL 7 co-occurrences ETL 6 co-occurrences Tables 5 co-occurrences Cluster 7 co-occurrences

Where this tag comes from

Api tag8
Provider tag66

Cohort brief

Auto-generated

The 65 providers in the APIs.io catalog tagged Apache, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
65
of 66 in the catalog
Mean Kin Score
30
+5.9 vs catalog 24.1
Mean Agent Readiness
14.8
+0.7 vs catalog 14.1
Spread
0–47.9
median 31.3 · σ 9
How the 65 split by band
Exemplar 0Strong 0Developing 9Thin 41Emerging 13Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Contract Quality 34.1 18.6 +15.5 65
Operational Transparency 28.2 13.2 +15 65
Contract Governance 19.9 9.7 +10.2 65
Developer Ergonomics 28.8 24.5 +4.3 65
Discoverability 57.6 59.1 -1.5 65
Access Clarity 10.1 30 -19.9 65

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 0% 18% -18
MCP server (first-party) 0% 16% -16
Agent Skills 0% 0% 0
OAuth scopes 2% 13% -11
Security 100% 99% +1
Arazzo workflows 2% 1% +1
Governance rules 83% 36% +47

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 Apache APISIX 47.9
  2. 2 Apache Airflow 47.3
  3. 3 Apache Iceberg 47.3
  4. 4 Apache Dubbo 42.3
  5. 5 Apache OFBiz 42.2
  6. 6 Apache CouchDB 40.9
  7. 7 Apache Nutch 40.7
  8. 8 Apache HBase 39.4
  9. 9 Apache Doris 39.3
  10. 10 Apache Druid 38.7
Top by Agent Readiness
  1. 1 Apache Iceberg 41
  2. 2 Apache Airflow 33.3
  3. 3 Apache CouchDB 28.8
  4. 4 Apache Atlas 27.8
  5. 5 Apache Software Foundation 25.5
  6. 6 Apache ActiveMQ 25.3
  7. 7 Apache CloudStack 24.6
  8. 8 Apache OFBiz 23.7
  9. 9 Apache Flume 23.6
  10. 10 Apache OpenWhisk 23
All 66 members of this roster resolve to a provider in the catalog; 65 carry a score (98%). The figures above describe the scored members only.Generated from the catalog build of 14 November 2026, across 41591 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

Work with this as data

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

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https://apis.io/mcp

Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

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