140 lines
4.4 KiB
Plaintext
140 lines
4.4 KiB
Plaintext
---
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title: "Overview"
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sidebarTitle: "Overview"
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description: "Build AI agents with up-to-date library documentation"
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---
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# Agentic Tools
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Context7 provides tools and integrations that give your AI agents access to accurate, up-to-date library documentation. Instead of relying on potentially outdated training data, your agents can fetch real-time documentation to answer questions and generate code.
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## Why Agentic Tools?
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AI agents often struggle with:
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- **Outdated knowledge** - Training data becomes stale, leading to deprecated API usage
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- **Hallucinated APIs** - Models confidently suggest methods that don't exist
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- **Version mismatches** - Code examples from old versions that no longer work
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Context7's agentic tools solve these problems by giving your agents direct access to current documentation during inference.
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## Available Integrations
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<CardGroup cols={1}>
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<Card
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title="Vercel AI SDK"
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icon="wand-magic-sparkles"
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href="/agentic-tools/ai-sdk/getting-started"
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>
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Add Context7 tools to your AI SDK workflows with `generateText`, `streamText`, or use the
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pre-built `Context7Agent` for automatic documentation lookup.
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</Card>
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<Card title="TypeScript SDK" icon="js" href="/sdks/ts/getting-started">
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Call Context7 directly from any TypeScript or Node.js app.
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</Card>
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<Card title="MCP Server" icon="plug" href="/resources/all-clients">
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Connect Context7's MCP server to any agent or editor.
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</Card>
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</CardGroup>
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## How It Works
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```mermaid
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sequenceDiagram
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participant User
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participant Agent
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participant Context7
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participant Docs
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User->>Agent: "How do I use React Server Components?"
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Agent->>Context7: resolveLibraryId(query: "React Server Components", libraryName: "react")
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Context7-->>Agent: Library ID: /reactjs/react.dev
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Agent->>Context7: queryDocs(libraryId: "/reactjs/react.dev", query: "server components")
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Context7->>Docs: Fetch latest documentation
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Docs-->>Context7: Current docs with examples
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Context7-->>Agent: Documentation content
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Agent->>User: Answer with accurate, up-to-date code examples
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```
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## Use Cases
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<AccordionGroup>
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<Accordion title="Documentation-Aware Chatbots" icon="comments">
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Build chatbots that answer framework questions with accurate, version-specific information:
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```typescript
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import { generateText, stepCountIs } from "ai";
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import { openai } from "@ai-sdk/openai";
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import { resolveLibraryId, queryDocs } from "@upstash/context7-tools-ai-sdk";
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const { text } = await generateText({
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model: openai("gpt-5.2"),
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prompt: "How do I set up authentication in Next.js 15?",
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tools: {
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resolveLibraryId: resolveLibraryId(),
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queryDocs: queryDocs(),
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},
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stopWhen: stepCountIs(5),
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});
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```
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</Accordion>
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<Accordion title="Code Generation Pipelines" icon="code">
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Ensure generated code uses current APIs and best practices:
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```typescript
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import { Context7Agent } from "@upstash/context7-tools-ai-sdk";
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import { anthropic } from "@ai-sdk/anthropic";
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const agent = new Context7Agent({
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model: anthropic("claude-sonnet-4-20250514"),
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});
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const { text } = await agent.generate({
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prompt: "Generate a Supabase Edge Function that handles webhooks",
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});
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```
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</Accordion>
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<Accordion title="Code Review Agents" icon="magnifying-glass-chart">
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Build code review agents that verify implementations against current API documentation:
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```typescript
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import { generateText, stepCountIs } from "ai";
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import { anthropic } from "@ai-sdk/anthropic";
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import { resolveLibraryId, queryDocs } from "@upstash/context7-tools-ai-sdk";
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const codeToReview = `
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const { data } = await supabase
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.from('users')
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.select('*')
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.eq('id', userId)
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.single();
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`;
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const { text } = await generateText({
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model: anthropic("claude-sonnet-4-20250514"),
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prompt: `Review this Supabase code for correctness and best practices:
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${codeToReview}
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Check against the latest Supabase documentation.`,
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tools: {
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resolveLibraryId: resolveLibraryId(),
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queryDocs: queryDocs(),
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},
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stopWhen: stepCountIs(5),
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});
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// Agent fetches current Supabase docs to verify:
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// - Correct method signatures
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// - Deprecated patterns
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// - Security best practices
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// - Error handling recommendations
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```
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</Accordion>
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</AccordionGroup>
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