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telemetry.dev

LLM observability for AI agents and applications, built on OpenTelemetry. Trace instrumented model calls, tool steps, and retrievals. Inspect reported token usage, cost, latency, and errors. Connect through first-party TypeScript or Python SDKs, provider and framework integrations, or an existing OTLP/HTTP exporter.

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Authority
45 reach 0 · trust 5 · quality 25 · freshness 15
Tier
listed
llms.txt
https://telemetry.dev/llms.txt
llms-full.txt
https://telemetry.dev/llms-full.txt
Sections
9
Links
42
Size
11228 bytes
Country
United States Site-published organization address
Publisher address country
United States Site-published organization address; location is not independently verified
Country evidence
US · Site-published organization address 2026-10-27
Categories
AI and machine learning · Developer tools
For agents
Documentation: developer or product docs worth reading, nothing to call
First seen
2026-10-27T10:03:08.396Z
Last checked
2026-10-27T10:03:09.569Z
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Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-27T10:03:08.407Z. Cached copy · Source on telemetry.dev

# telemetry.dev

> LLM observability for AI agents and applications, built on OpenTelemetry. Trace instrumented model calls, tool steps, and retrievals. Inspect reported token usage, cost, latency, and errors. Connect through first-party TypeScript or Python SDKs, provider and framework integrations, or an existing OTLP/HTTP exporter.

Use this index to find machine-readable pages. Add `.md` to a public page's path for its Markdown form, such as `https://telemetry.dev/docs/integrations/openai.md` or `https://telemetry.dev/docs/quickstart.md`. For the documentation homepage, use [docs/index.md](https://telemetry.dev/docs/index.md). Product pages outside `/docs` also answer `Accept: text/markdown`; documentation pages under `/docs` return HTML for that header, so use the `.md` URL there.

## How agents should use telemetry.dev

- For research, follow the `.md` links below. Each markdown page links onward with `.md` URLs.
- For setup instructions, SDK APIs, and the ingest contract, start from the [documentation index](https://telemetry.dev/docs/llms.txt). The whole documentation set is in [docs/llms-full.txt](https://telemetry.dev/docs/llms-full.txt).
- For all public product pages in one request, fetch [llms-full.txt](https://telemetry.dev/llms-full.txt).
- For the ingest API, read the [OTLP ingest reference](https://telemetry.dev/docs/reference/otlp.md), the [API key guide](https://telemetry.dev/docs/platform/api-keys.md), and the [OpenAPI description](https://telemetry.dev/openapi.json) before sending data.
- Paths under `/o/`, `/login`, `/signup`, and `/dashboard` are the interactive app and need a browser session.

## Product capabilities

- **AI trace inspection:** View an instrumented request or agent run as a span hierarchy. Inspect model inputs and outputs, tool arguments and results, retrievals, errors, timing, and per-span attributes when the source instrumentation emits them.
- **Search and filtering:** Search traces or individual spans and filter by status, environment, framework, user, or conversation.
- **Usage dashboards:** Track requests, cost, p95 latency, input and output tokens, error rate, and OpenTelemetry metric series over 7-, 30-, or 90-day windows. Break down usage by model, provider, environment, user, or framework.
- **Token and cost accounting:** Record input, output, cache-read, cache-write, and reasoning tokens when reported by the provider or instrumentation. telemetry.dev calculates cost at ingest from reported token usage and its model-pricing catalog. Cache-read and cache-write tokens use separate rates when available. Reasoning tokens are not charged separately. An explicit span cost takes precedence. Without matching model pricing or token usage, computed cost is unavailable.
- **Streaming measurements:** Record end-to-end latency and time to first token when the integration exposes streaming timing.
- **Correlated signals:** Store OTLP traces, logs, and metrics in the same project. Logs can carry trace and span
…

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