Integrations / Mixedbread (direct)
Mixedbread (direct)
Direct Mixedbread AI API calls (mixedbread-ai SDK or raw HTTP, no framework). All requests go to https://api.mixedbread.com/ (confirmed live against Mixedbread's own docs) — the vendor's published surface is embeddings and reranking, reached under /v1 (per public API reference; the exact path names and usage-field layout could not be independently re-verified live in this session — the deeper API-reference pages 404'd/ 403'd on fetch — so treat the JSONPaths below as the standard gen_ai.* convention, not vendor-confirmed field names). Mixedbread's embeddings route is commonly used as an OpenAI-SDK drop-in (same request/response shape as OpenAI's /v1/embeddings). Mixedbread has no admin/billing API (usage is dashboard-only), so spend is only capturable via this customer-side OTLP push. Token accounting is input-only: embeddings and rerank calls have no completion step, so there is no meaningful output_tokens metric — one that could only ever read zero would be worse than omitting it. input_tokens and total_tokens are what this connector reports instead. No telara-observability provider wrapper exists for Mixedbread today (the package's optional-dependencies only cover langchain/langgraph/ crewai/autogen/llamaindex/openai-agents/openai/anthropic/azure-openai) — spans must come from the customer's own OTel instrumentation around the Mixedbread SDK/HTTP call. Spans should be tagged telara.span.kind=provider so the cost rollup excludes them when an active framework adapter already covers the same call (double-count guard).
What Telara does
Capability matrix
Before you connect
Prerequisites
Vendor setup
Get the credential
In Telara
Connect in Telara
This connector does not take a vendor key in Settings → Integrations. Run `telara otlp` (or point the vendor’s OpenTelemetry exporter at the endpoint that command prints) so usage arrives as telemetry.
Telara has not published the exact form fields for this method yet. Complete whatever the Connect dialog shows.
Spend
What gets measured
Resolution: Per request.
Attribution: Matched to people by email.
How far back vendor history goes is not published uniformly for this connector.
- input_tokenstokens
- total_tokenstokens — Mixedbread embedding/rerank calls have no completion step, so total_tokens equals input_tokens on the vendor's usage object.
- framework_runscount
Sync
Freshness & sync
Spend connectors refresh on the vendor pull cadence declared in the catalog. Indexing lag is not published for this connector.
Data handling
Permissions & data handling
Telara has not published a permission list for this connector yet. Treat the vendor consent screen as the source of truth until this page lists scopes.
This catalog entry does not declare extra semantic-search exclusions.
After connect
Verify it worked
This connector does not declare a credential probe yet. A saved connection means Telara stored the credential, not that the vendor accepted it.
Honesty

