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https://github.com/papercomputeco/tapes

Transparent telemetry collector for agents
https://github.com/papercomputeco/tapes

agentops ai otel telemtry

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Transparent telemetry collector for agents

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Tapes Logo

tapes


Transparent agentic telemetry and instrumentation for content-addressable LLM interactions.


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`tapes` is an Agentic telemetry system for content-addressable LLM interactions.
It provides durable storage of agent sessions, plug-and-play OpenTelemetry instrumentation,
and deterministic replay of past agent messages.

---

# 📼 Quickstart

Install `tapes`:

```bash
curl -fsSL https://download.tapes.dev/install | bash
```

Run Ollama and the `tapes` services. By default, `tapes` targets embeddings on Ollama
with the `embeddinggema:latest` model - pull this model with `ollama pull embeddinggema`:

```bash
ollama serve
```
```bash
tapes serve
```

Start a chat session:

```bash
tapes chat --model gemma3
```

Search conversation turns:

```bash
tapes search "What's the weather like in New York?"
```

Checkout a previous conversation state for context check-pointing and retry:

```bash
tapes checkout abc123xyz987
tapes chat
```