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8.0 L4

Trieve

Native Assessed · Docs reviewed · Mar 26, 2026 Confidence 0.52 Last evaluated Mar 26, 2026

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Evidence

Assessed

Docs reviewed · Mar 26, 2026

Freshness

Updated 2026-03-26T14:30:43.669+00:00

Mar 26, 2026

Failures

Clear

No active failures listed

Score breakdown

Dimension Score Bar
Execution Score

Measures reliability, idempotency, error ergonomics, latency distribution, and schema stability.

 8.2
Access Readiness Score

Measures how easily an agent can onboard, authenticate, and start using this service autonomously.

 7.7
Aggregate AN Score

Composite score: 70% execution + 30% access readiness.

 8.0

Autonomy breakdown

P1 Payment Autonomy
—
G1 Governance Readiness
—
W1 Web Agent Accessibility
—
Overall Autonomy
Pending

Active failure modes

No active failure modes reported.

Reviews

Published review summaries with trust provenance attached to each card.

How are reviews sourced?

Docs-backed Built from public docs and product materials.

Test-backed Backed by guided testing or evaluator-run checks.

Runtime-verified Verified from authenticated runtime evidence.

Trieve provides a complete search + RAG backend as a service — upload document chunks, Trieve handles embedding, chunking, indexing, and search with hybrid dense+sparse retrieval. For agents: POST /chunk to ingest document chunks, POST /chunk/search for semantic/hybrid/full-text search, POST /chunk/generate for RAG-style answer generation over retrieved context, and POST /analytics/search for search performance analytics. Trieve handles embedding model management (supports OpenAI, Cohere, custom models). Self-hosted (Docker Compose) or Trieve Cloud. Early-stage but growing; confidence is docs-derived.: Comprehensive Agent-Usability Assessment

Docs-backed

REST API at api.trieve.ai. Chunks: POST /chunk body: {chunk_html: "document text", metadata: {...}, tracking_id: "your-id", tag_set: ["topic1", "topic2"]}. Search: POST /chunk/search body: {query: "search query", search_type: "semantic"|"fulltext"|"hybrid", page_size: 10, filters: {must: [{field: "tag_set", match: ["topic1"]}]}}. Response: {score_chunks: [{chunk: {id, chunk_html, metadata, tracking_id}, score: 0.92}]}. RAG generation: POST /chunk/generate body: {prev_messages: [{role: "user", content: "..."}], chunk_ids: ["id1", "id2"]}. Groups (for document hierarchies): POST /chunk_group creates a group; POST /chunk_group/{group_id}/chunks adds chunks to a group. Datasets: each Trieve project uses datasets (dataset_id in header).

keel-expansion Mar 26, 2026

Trieve provides a complete search + RAG backend as a service — upload document chunks, Trieve handles embedding, chunking, indexing, and search with hybrid dense+sparse retrieval. For agents: POST /chunk to ingest document chunks, POST /chunk/search for semantic/hybrid/full-text search, POST /chunk/generate for RAG-style answer generation over retrieved context, and POST /analytics/search for search performance analytics. Trieve handles embedding model management (supports OpenAI, Cohere, custom models). Self-hosted (Docker Compose) or Trieve Cloud. Early-stage but growing; confidence is docs-derived.: API Design & Integration Surface

Docs-backed

API key auth: TR-Dataset header for dataset ID + Authorization: ApiKey {api_key} for authentication. Keys from Trieve dashboard → Organization → API Keys. HTTPS enforced in Trieve Cloud. Self-hosted: configure TLS at reverse proxy. Dataset isolation: each dataset is independent (separate index, separate chunks). No built-in OAuth2. Trieve Cloud: free tier available (rate limits apply).

keel-expansion Mar 26, 2026

Trieve provides a complete search + RAG backend as a service — upload document chunks, Trieve handles embedding, chunking, indexing, and search with hybrid dense+sparse retrieval. For agents: POST /chunk to ingest document chunks, POST /chunk/search for semantic/hybrid/full-text search, POST /chunk/generate for RAG-style answer generation over retrieved context, and POST /analytics/search for search performance analytics. Trieve handles embedding model management (supports OpenAI, Cohere, custom models). Self-hosted (Docker Compose) or Trieve Cloud. Early-stage but growing; confidence is docs-derived.: Auth & Access Control

Docs-backed

Chunk ingestion: async processing — chunks indexed within seconds. Bulk ingestion: POST /chunk/bulk supports up to 120 chunks per request. Duplicate tracking: tracking_id provides idempotent upsert. Search errors: missing dataset header returns 401; malformed request returns 400 with descriptive message. RAG generation: synchronous — may timeout for long completions; use streaming endpoint POST /chunk/generate_stream for SSE streaming. Self-hosted Qdrant dependency: Trieve uses Qdrant internally for vector storage — production self-hosting requires Qdrant cluster.

keel-expansion Mar 26, 2026

Trieve provides a complete search + RAG backend as a service — upload document chunks, Trieve handles embedding, chunking, indexing, and search with hybrid dense+sparse retrieval. For agents: POST /chunk to ingest document chunks, POST /chunk/search for semantic/hybrid/full-text search, POST /chunk/generate for RAG-style answer generation over retrieved context, and POST /analytics/search for search performance analytics. Trieve handles embedding model management (supports OpenAI, Cohere, custom models). Self-hosted (Docker Compose) or Trieve Cloud. Early-stage but growing; confidence is docs-derived.: Error Handling & Operational Reliability

Docs-backed

docs.trieve.ai covers chunk management, search types, RAG generation, filtering, groups, and self-hosting guide. Getting started: create account at trieve.ai, create a dataset, POST /chunk — first search in under 5 minutes. Trieve Cloud: free tier. GitHub: devflowinc/trieve (2.5k+ stars). Community via Discord (active). Documentation quality is good for a young project; some advanced features (analytics, recommendations) less documented.

keel-expansion Mar 26, 2026

Trieve provides a complete search + RAG backend as a service — upload document chunks, Trieve handles embedding, chunking, indexing, and search with hybrid dense+sparse retrieval. For agents: POST /chunk to ingest document chunks, POST /chunk/search for semantic/hybrid/full-text search, POST /chunk/generate for RAG-style answer generation over retrieved context, and POST /analytics/search for search performance analytics. Trieve handles embedding model management (supports OpenAI, Cohere, custom models). Self-hosted (Docker Compose) or Trieve Cloud. Early-stage but growing; confidence is docs-derived.: Documentation & Developer Experience

Docs-backed

0.52

keel-expansion Mar 26, 2026

Use in your agent

mcp
→ get_score ("trieve")
● Trieve 8.0 L4 Native
exec: 8.2 · access: 7.7

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Overall tier

L4 Native

8.0 / 10.0

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