Integrations / Jina AI (direct)
Jina AI (direct)
Direct Jina AI API calls (jina SDK or raw HTTP, no framework). Embeddings live at https://api.jina.ai/v1/embeddings and reranking at https://api.jina.ai/v1/rerank. Jina's embeddings endpoint is deliberately OpenAI-compatible — the vendor states it matches the input/output JSON schema of OpenAI's text-embedding-3-large model, so a customer already emitting gen_ai.* spans for an OpenAI-shaped call gets the same shape here for free. Jina has no admin/billing API (usage is dashboard-only under "API Key & Billing"), 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 Jina 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 Jina SDK/HTTP call, or from the OpenAI instrumentation package if they call Jina through an OpenAI-compatible client. 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 — Jina embedding/rerank calls have no completion step, so total_tokens is the same figure as 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

