Retrieval, Vector and RAG
Frontier, coverage by rag frameworks (llamaindex, langchain) over vector stores, embeddings, rerankers and parsers. The Kin Score Market layer reads each provider in its market: who it integrates with, how deep those integrations go, and where the market publishes its own structure. Methodology.
Where this market publishes its structure
- LlamaIndex llama-index-integrations (vector_stores, embeddings, postprocessor rerankers, readers) machine-readable, 118 SaaS data-source readers counted, never linked
- LangChain partner packages (libs/partners + langchain-ai langchain-
repos) machine-readable, LLM-only partners are model-routing's, counted not linked - Haystack / DSPy integration lists not machine-readable: not swept this pass
- Vector DB benchmark registries (ann-benchmarks, VectorDBBench) not machine-readable: benchmarks, not coverage
Own = declares at least one integration itself; covered = visible only because an aggregator, standards body, regulator or partner contract names it; distribution-only = listed only on cloud marketplaces it sells through, a channel reported beside, never counted as its own declared integrations; undeclared = nothing we can read, so no number; declares_compatibility = providers with a `compatible` shape vote, report only (kin, 2026-10-13): never counted as own, never in depth or position.
Taxonomy how this market maps onto apis.io
Derived 2026-10-15 from the 85 providers in this market we could resolve in the catalog. The percentage is the share of those providers carrying each one; it describes the market, not the tag or industry. Tag groups have no page of their own yet, so they are listed unlinked.
| Tags | Database 38%, LLM 29%, Open Source 26%, Vector Search 24%, Embeddings 20% |
|---|---|
| Tag groups | RAG 49%, Database 46%, LLM 38% |
| Industries | Artificial Intelligence 61%, Data & Analytics 47%, Developer Tools & DevOps 24% |
| Areas | Database 36%, Machine Learning 20%, API Evangelist Search 12%, Serverless 12% |
| Capabilities | Information & Data Management 29%, Information Technology Management 24% |
share of resolved cohort carrying it; tags >=0.20 & >=3 members (max 12, junk dropped), tag_groups >=0.20 (cooccurrence, non-cross-cutting; max 8), industries >=0.20 (max 6), areas >=0.10 (max 6; areas are keyword-matched and sparse), capabilities L1 >=0.20 (max 8); derive-market-taxonomy.py
Leaders by position (provisional)
Provisional: grouped by position, depth compared within a position only. Distribution (cloud marketplaces) and iPaaS bridges are counted beside position, never inside it. Unknown-builder listings are left out of position shares and counted here.
builds-on 3 · publishes apps on other platforms' stores
| Provider | Depth | Integrations | In / out | Unknown builder | Distribution | iPaaS bridge | Mix |
|---|---|---|---|---|---|---|---|
| Supabase | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 33%, builds-on-platform 67% |
| Upstash | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 33%, builds-on-platform 67% |
| PingCAP | 46.0 | 4 | 0 / 4 | 0 | 1 | 0 | covered 25%, builds-on-platform 50%, distribution 25% |
coverage 1 · reaches banks, carriers, systems or channels (an aggregator)
| Provider | Depth | Integrations | In / out | Unknown builder | Distribution | iPaaS bridge | Mix |
|---|---|---|---|---|---|---|---|
| Hugging Face | 49.4 | 18 | 0 / 18 | 0 | 0 | 0 | coverage 67%, covered 22%, builds-on-platform 11% |
covered 81 · reached mainly through aggregators
| Provider | Depth | Integrations | In / out | Unknown builder | Distribution | iPaaS bridge | Mix |
|---|---|---|---|---|---|---|---|
| Snowflake | 54.2 | 42 | 0 / 42 | 0 | 5 | 30 | ipaas-bridge 65%, contract 4%, covered 13%, builds-on-platform 7%, distribution 11% |
| Google BigQuery | 54.1 | 4 | 0 / 4 | 0 | 0 | 0 | covered 100% |
| Amazon DynamoDB | 53.6 | 3 | 0 / 3 | 0 | 0 | 0 | covered 100% |
| Amazon S3 | 53.5 | 5 | 0 / 5 | 0 | 0 | 0 | covered 100% |
| OpenAI | 53.2 | 47 | 0 / 47 | 0 | 0 | 30 | ipaas-bridge 68%, contract 5%, covered 25%, builds-on-platform 2% |
| Elasticsearch | 53.1 | 4 | 0 / 4 | 0 | 0 | 0 | covered 100% |
| Heroku | 53.0 | 3 | 0 / 3 | 0 | 0 | 0 | standard 33%, covered 67% |
| Databricks | 52.5 | 7 | 0 / 7 | 0 | 0 | 0 | covered 71%, builds-on-platform 29% |
| MongoDB | 51.9 | 6 | 0 / 6 | 0 | 0 | 0 | covered 50%, builds-on-platform 50% |
| Microsoft Azure AI Foundry | 51.8 | 5 | 0 / 5 | 0 | 0 | 0 | covered 100% |
| DeepInfra | 51.8 | 5 | 0 / 5 | 0 | 0 | 0 | covered 100% |
| Mistral AI | 51.8 | 12 | 0 / 12 | 0 | 1 | 0 | covered 83%, builds-on-platform 8%, distribution 8% |
| Nebius | 51.8 | 5 | 0 / 5 | 0 | 0 | 0 | covered 100% |
| Ollama | 51.8 | 5 | 0 / 5 | 0 | 0 | 0 | covered 80%, builds-on-platform 20% |
| Zhipu AI | 51.8 | 5 | 0 / 5 | 0 | 0 | 0 | covered 100% |
| Alibaba | 51.7 | 6 | 0 / 6 | 0 | 0 | 0 | covered 100% |
| Amazon Bedrock | 51.7 | 8 | 0 / 8 | 0 | 0 | 0 | covered 100% |
| Amazon SageMaker | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 100% |
| Baidu | 51.7 | 4 | 0 / 4 | 0 | 0 | 0 | covered 75%, builds-on-platform 25% |
| Cloudflare | 51.7 | 7 | 0 / 7 | 0 | 0 | 0 | covered 71%, builds-on-platform 29% |
| Fireworks AI | 51.7 | 7 | 0 / 7 | 0 | 0 | 0 | covered 100% |
| Google Gemini | 51.7 | 7 | 0 / 7 | 0 | 0 | 0 | covered 100% |
| Google Vertex AI | 51.7 | 7 | 0 / 7 | 0 | 0 | 0 | covered 100% |
| Azure OpenAI Service | 51.7 | 7 | 0 / 7 | 0 | 0 | 0 | covered 100% |
| Nomic AI | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 100% |
| NVIDIA NIM | 51.7 | 6 | 0 / 6 | 0 | 0 | 0 | covered 100% |
| Oracle Cloud Infrastructure | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 100% |
| Redis | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 67%, builds-on-platform 33% |
| SiliconFlow | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 100% |
| Together AI | 51.7 | 7 | 0 / 7 | 0 | 0 | 0 | covered 100% |
| Voyage AI | 51.7 | 3 | 0 / 3 | 0 | 0 | 0 | covered 100% |
| Cohere | 48.5 | 7 | 0 / 7 | 0 | 1 | 0 | covered 86%, distribution 14% |
| Upstage | 47.1 | 5 | 0 / 5 | 0 | 1 | 0 | covered 80%, distribution 20% |
| Jina AI | 46.0 | 4 | 0 / 4 | 0 | 1 | 0 | covered 75%, distribution 25% |
| ClickHouse | 45.6 | 7 | 0 / 7 | 0 | 2 | 0 | standard 14%, covered 43%, builds-on-platform 14%, distribution 29% |
| Baseten | 45.2 | 7 | 0 / 7 | 0 | 2 | 0 | covered 71%, distribution 29% |
| DataStax | 44.1 | 3 | 0 / 3 | 0 | 1 | 0 | covered 67%, distribution 33% |
| Pinecone | 43.2 | 5 | 0 / 5 | 0 | 2 | 0 | covered 60%, distribution 40% |
| Anyscale | 42.5 | 5 | 0 / 5 | 0 | 2 | 0 | covered 60%, distribution 40% |
| Neo4j | 42.5 | 5 | 0 / 5 | 0 | 2 | 0 | covered 40%, builds-on-platform 20%, distribution 40% |
| Qdrant | 42.5 | 5 | 0 / 5 | 0 | 2 | 0 | covered 40%, builds-on-platform 20%, distribution 40% |
| SingleStore | 42.5 | 5 | 0 / 5 | 0 | 2 | 0 | covered 40%, builds-on-platform 20%, distribution 40% |
| Couchbase | 40.2 | 4 | 0 / 4 | 0 | 2 | 0 | covered 25%, builds-on-platform 25%, distribution 50% |
| Weaviate | 40.2 | 4 | 0 / 4 | 0 | 2 | 0 | covered 50%, distribution 50% |
| Yugabyte | 40.2 | 4 | 0 / 4 | 0 | 2 | 0 | covered 25%, builds-on-platform 25%, distribution 50% |
| OpenSearch | 35.2 thin | 2 | 0 / 2 | 0 | 0 | 0 | covered 100% |
| AIMon | 34.5 thin | 2 | 0 / 2 | 0 | 0 | 0 | covered 50%, builds-on-platform 50% |
| Chroma | 34.5 thin | 2 | 0 / 2 | 0 | 0 | 0 | covered 100% |
| Google Cloud Firestore | 34.5 thin | 2 | 0 / 2 | 0 | 0 | 0 | covered 100% |
| Milvus | 34.5 thin | 2 | 0 / 2 | 0 | 0 | 0 | covered 100% |
| Vespa | 34.5 thin | 2 | 0 / 2 | 0 | 0 | 0 | covered 50%, builds-on-platform 50% |
| Activeloop | 26.8 thin | 2 | 0 / 2 | 0 | 1 | 0 | covered 50%, distribution 50% |
| Clarifai | 26.8 thin | 2 | 0 / 2 | 0 | 1 | 0 | covered 50%, distribution 50% |
| Contextual AI | 26.8 thin | 2 | 0 / 2 | 0 | 1 | 0 | covered 50%, distribution 50% |
| LanceDB | 26.8 thin | 2 | 0 / 2 | 0 | 1 | 0 | covered 50%, distribution 50% |
| Unstructured | 26.8 thin | 2 | 0 / 2 | 0 | 1 | 0 | covered 50%, distribution 50% |
| AssemblyAI | 26.6 | 17 | 0 / 17 | 0 | 1 | 0 | covered 80%, distribution 20% |
| Aleph Alpha | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Amazon DocumentDB | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Amazon Neptune | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Azure Cosmos DB | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Apache Cassandra | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| DuckDB | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Exa | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Gel Data | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| IBM Db2 | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| LlamaParse | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Azure Database for PostgreSQL | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Azure AI Search | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Mixedbread | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| MyScale | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| ObjectBox | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Oracle Database | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Rockset | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Apache Solr | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Tencent Cloud | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Nile | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Timescale | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Typesense | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| vLLM | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
| Zep | 17.2 thin | 1 | 0 / 1 | 0 | 0 | 0 | covered 100% |
Frontier timeline DRAFT · report only — not weighted
2026-10-15 anchor shape:
- Shape gravity: 4 providers declare compatibility with the shape in their own contracts.
- Mediation: frameworks and sources cover 85 providers; 23 are covered by every one (amazon-bedrock, azure-ai-foundry, chroma, cohere, datastax, elasticsearch, fireworks-ai, google-vertex-ai, hugging-face, milvus, mistral, mongodb, neo4j, nomic-ai, nvidia-nim, ollama, openai, pinecone, qdrant, redis, together-ai, upstage-ai, weaviate).
Generated 2026-10-15 from API Evangelist's own files; nothing on this page is a model's judgement. Provisional and unweighted; not part of the Kin Score composite or agent readiness. Read the Market layer methodology. Disagree with an edge? Every edge cites its evidence and can be corrected through the normal correction path.