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225 lines
6.4 KiB
Plaintext
225 lines
6.4 KiB
Plaintext
---
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headline: Prompt Library | Opik Documentation
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og:description: Learn how to push, fetch, and version prompts using Opik's Prompt
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Library
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og:site_name: Opik Documentation
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og:title: Getting Started with the Prompt Library — Opik
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title: Getting started with the Prompt Library
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---
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Your agent depends on prompts that change frequently. The Prompt Library lets you manage them
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outside your codebase, version each change automatically, and link the exact version that ran
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to its trace.
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<Frame>
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<img src="/img/v2/prompt-library/prompt-library-example.png" alt="Prompt Library page showing versioned prompts" />
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</Frame>
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## Adding the Prompt Library to your code
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<Tabs>
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<Tab title="AI Integration">
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You can use the Opik skills to wire your existing agent up to the Prompt Library:
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<Steps>
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<Step title="Install the Opik skill">
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```bash
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npx skills add comet-ml/opik-skills
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```
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This skill is compatible with all coding agents including Claude Code, Codex, Cursor, OpenCode and more.
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</Step>
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<Step title="Run the integration">
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Once the skill is installed, you can integrate with Opik using the following prompt:
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```
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Version my prompts in Opik using the /instrument command.
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```
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</Step>
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</Steps>
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</Tab>
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<Tab title="Manual integration">
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There are two parts: you **create** a prompt, and then you **fetch** it at runtime from
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inside your agent.
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### Step 1 — Define and push your first prompt
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Push the prompt to Opik. You only do this once (or whenever you want to create a new version
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from code).
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<CodeBlocks>
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```python title="Python"
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import opik
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client = opik.Opik()
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client.create_prompt(
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name="system_prompt",
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prompt="You are a helpful assistant specializing in {{domain}}.",
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project_name="my-agent",
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)
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```
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```ts title="TypeScript"
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import { Opik } from "opik";
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const client = new Opik();
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await client.createPrompt({
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name: "system_prompt",
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prompt: "You are a helpful assistant specializing in {{domain}}.",
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projectName: "my-agent",
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});
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```
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</CodeBlocks>
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<Tip>
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Prompts are **project-scoped**. Always pass a `project_name` / `projectName` so two agents can use the same prompt names independently.
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</Tip>
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### Step 2 — Fetch your prompt at runtime
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Use `get_prompt` / `getPrompt` inside your agent to pull the version you want and render it
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with your runtime values.
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<CodeBlocks>
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```python title="Python"
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import opik
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client = opik.Opik()
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@opik.track(project_name="my-agent")
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def run_agent(user_input: str):
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prompt = client.get_prompt(
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name="system_prompt",
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project_name="my-agent",
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)
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system_prompt = prompt.format(domain="customer support")
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response = call_llm(
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model="gpt-4o-mini",
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system_prompt=system_prompt,
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user_input=user_input,
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)
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return response
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```
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```ts title="TypeScript"
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import { Opik, track } from "opik";
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const client = new Opik();
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const runAgent = track(
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{ name: "run_agent", projectName: "my-agent" },
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async (userInput: string) => {
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const prompt = await client.getPrompt({
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name: "system_prompt",
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projectName: "my-agent",
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});
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const systemPrompt = prompt?.format({ domain: "customer support" });
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const response = await callLlm({
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model: "gpt-4o-mini",
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systemPrompt,
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userInput,
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});
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return response;
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},
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);
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```
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</CodeBlocks>
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<Tip>
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Calling `get_prompt` / `getPrompt` inside a tracked function (`@opik.track` in Python,
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`track()` in TypeScript) lets Opik link the prompt version to the trace automatically.
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</Tip>
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</Tab>
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</Tabs>
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## Choosing a version
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Pass the `version` parameter to control which version is returned:
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- **Omit `version`** (default) — The most recently created version. Useful when you want the agent to pick up new prompt edits automatically.
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- **`"v3"`** (or any `v<N>` name) — A specific version. Useful when you want the prompt to stay fixed regardless of newer edits — for example, when reproducing a past run or comparing versions.
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<CodeBlocks>
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```python title="Python"
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# Fetch a specific version
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v3 = client.get_prompt(name="system_prompt", version="v3", project_name="my-agent")
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# Fetch the most recent version (omit `version`)
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latest = client.get_prompt(name="system_prompt", project_name="my-agent")
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```
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```ts title="TypeScript"
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// Fetch a specific version
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const v3 = await client.getPrompt({
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name: "system_prompt",
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version: "v3",
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projectName: "my-agent",
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});
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// Fetch the most recent version (omit `version`)
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const latest = await client.getPrompt({
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name: "system_prompt",
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projectName: "my-agent",
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});
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```
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</CodeBlocks>
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## Chat prompts
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For multi-turn agents with system, user, and assistant roles, use `create_chat_prompt` /
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`createChatPrompt` and the matching `get_chat_prompt` / `getChatPrompt`. See
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[Text and chat prompts](/development/prompt-library/prompt-types) for a deeper comparison,
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multimodal content, and template engines.
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<CodeBlocks>
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```python title="Python"
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client.create_chat_prompt(
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name="support_assistant",
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messages=[
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{"role": "system", "content": "You are a helpful support agent for {{company}}."},
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{"role": "user", "content": "{{user_query}}"},
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],
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project_name="my-agent",
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)
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chat_prompt = client.get_chat_prompt(
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name="support_assistant",
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version="v3",
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project_name="my-agent",
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)
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messages = chat_prompt.format(
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variables={"company": "Acme", "user_query": "How do I reset my password?"},
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)
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```
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```ts title="TypeScript"
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await client.createChatPrompt({
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name: "support_assistant",
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messages: [
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{ role: "system", content: "You are a helpful support agent for {{company}}." },
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{ role: "user", content: "{{user_query}}" },
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],
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projectName: "my-agent",
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});
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const chatPrompt = await client.getChatPrompt({
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name: "support_assistant",
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version: "v3",
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projectName: "my-agent",
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});
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const messages = chatPrompt?.format({
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company: "Acme",
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user_query: "How do I reset my password?",
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});
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```
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</CodeBlocks>
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