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Your training data may not reflect recent API changes or version updates.\nAlways use for: API syntax questions, configuration options, version migration issues, \"how do I\" questions mentioning a library name, debugging that involves library-specific behavior, setup instructions, and CLI tool usage.\nUse even when you think you know the answer — do not rely on training data for API details, signatures, or configuration options as they are frequently outdated. Always verify against current docs. Prefer this over web search for library documentation and API details.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"upstash","Upstash","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fupstash.png",[12,16,19],{"name":13,"slug":14,"type":15},"Research","research","tag",{"name":17,"slug":18,"type":15},"Documentation","documentation",{"name":20,"slug":21,"type":15},"Search","search",60095,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7","2026-07-28T05:35:30.135004",null,2878,[28,29,30,31],"llm","mcp","mcp-server","vibe-coding",{"repoUrl":23,"stars":22,"forks":26,"topics":33,"description":34},[28,29,30,31],"Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors","https:\u002F\u002Fgithub.com\u002Fupstash\u002Fcontext7\u002Ftree\u002FHEAD\u002Fskills\u002Ffind-docs","---\nname: find-docs\ndescription: >-\n  Retrieves up-to-date documentation, API references, and code examples for any\n  developer technology. Use this skill whenever the user asks about a specific\n  library, framework, SDK, CLI tool, or cloud service — even for well-known ones\n  like React, Next.js, Prisma, Express, Tailwind, Django, or Spring Boot. Your\n  training data may not reflect recent API changes or version updates.\n\n  Always use for: API syntax questions, configuration options, version migration\n  issues, \"how do I\" questions mentioning a library name, debugging that involves\n  library-specific behavior, setup instructions, and CLI tool usage.\n\n  Use even when you think you know the answer — do not rely on training data\n  for API details, signatures, or configuration options as they are frequently\n  outdated. Always verify against current docs. Prefer this over web search for\n  library documentation and API details.\n---\n\n# Documentation Lookup\n\nRetrieve current documentation and code examples for any library using the Context7 CLI.\n\nRun commands with `npx ctx7@latest` so setup always uses the latest CLI without a global install:\n\n```bash\nnpx ctx7@latest library \u003Cname> \"\u003Cquery>\"\nnpx ctx7@latest docs \u003ClibraryId> \"\u003Cquery>\"\n```\n\nOptionally install globally if you prefer a bare `ctx7` command:\n\n```bash\nnpm install -g ctx7@latest\n```\n\n## Workflow\n\nTwo-step process: resolve the library name to an ID, then query docs with that ID.\n\n```bash\n# Step 1: Resolve library ID\nnpx ctx7@latest library \u003Cname> \"\u003Cquery>\"\n\n# Step 2: Query documentation\nnpx ctx7@latest docs \u003ClibraryId> \"\u003Cquery>\"\n```\n\nYou MUST call `library` first to obtain a valid library ID UNLESS the user explicitly provides a library ID in the format `\u002Forg\u002Fproject` or `\u002Forg\u002Fproject\u002Fversion`.\n\nIMPORTANT: Do not run these commands more than 3 times per question. If you cannot find what you need after 3 attempts, use the best result you have.\n\n## Step 1: Resolve a Library\n\nResolves a package\u002Fproduct name to a Context7-compatible library ID and returns matching libraries.\n\n```bash\nnpx ctx7@latest library React \"How to clean up useEffect with async operations\"\nnpx ctx7@latest library \"Next.js\" \"How to set up app router with middleware\"\nnpx ctx7@latest library Prisma \"How to define one-to-many relations with cascade delete\"\n```\n\nUse the official library name with proper punctuation (e.g., \"Next.js\" not \"nextjs\", \"Customer.io\" not \"customerio\", \"Three.js\" not \"threejs\"). If results look wrong, try alternate spellings such as `next.js` before changing the query.\n\nAlways pass a `query` argument — it is required and directly affects result ranking. Use the user's intent to form the query, which helps disambiguate when multiple libraries share a similar name. Do not include any sensitive or confidential information such as API keys, passwords, credentials, personal data, or proprietary code in your query.\n\n### Result fields\n\nEach result includes:\n\n- **Library ID** — Context7-compatible identifier (format: `\u002Forg\u002Fproject`)\n- **Name** — Library or package name\n- **Description** — Short summary\n- **Code Snippets** — Number of available code examples\n- **Source Reputation** — Authority indicator (High, Medium, Low, or Unknown)\n- **Benchmark Score** — Quality indicator (100 is the highest score)\n- **Versions** — List of versions if available. Use one of those versions if the user provides a version in their query. The format is `\u002Forg\u002Fproject\u002Fversion`.\n\n### Selection process\n\n1. Analyze the query to understand what library\u002Fpackage the user is looking for\n2. Select the most relevant match based on:\n   - Name similarity to the query (exact matches prioritized)\n   - Description relevance to the query's intent\n   - Documentation coverage (prioritize libraries with higher Code Snippet counts)\n   - Source reputation (consider libraries with High or Medium reputation more authoritative)\n   - Benchmark score (higher is better, 100 is the maximum)\n3. If multiple good matches exist, acknowledge this but proceed with the most relevant one\n4. If no good matches exist, clearly state this and suggest query refinements\n5. For ambiguous queries, request clarification before proceeding with a best-guess match\n\n### Version-specific IDs\n\nIf the user mentions a specific version, use a version-specific library ID:\n\n```bash\n# General (latest indexed)\nnpx ctx7@latest docs \u002Fvercel\u002Fnext.js \"How to set up app router\"\n\n# Version-specific\nnpx ctx7@latest docs \u002Fvercel\u002Fnext.js\u002Fv14.3.0-canary.87 \"How to set up app router\"\n```\n\nThe available versions are listed in the `library` command output. Use the closest match to what the user specified.\n\n## Step 2: Query Documentation\n\nRetrieves up-to-date documentation and code examples for the resolved library.\n\n```bash\nnpx ctx7@latest docs \u002Ffacebook\u002Freact \"How to clean up useEffect with async operations\"\nnpx ctx7@latest docs \u002Fvercel\u002Fnext.js \"How to add authentication middleware to app router\"\nnpx ctx7@latest docs \u002Fprisma\u002Fprisma \"How to define one-to-many relations with cascade delete\"\n```\n\n### Writing good queries\n\nThe query directly affects the quality of results. Be specific and include relevant details, but keep each query to one topic — if the question spans multiple distinct concepts, run a separate `docs` command per concept instead of combining them, unless the question is about how the concepts interact. Do not include any sensitive or confidential information such as API keys, passwords, credentials, personal data, or proprietary code in your query.\n\n| Quality | Example |\n|---------|---------|\n| Good | `\"How to set up authentication with JWT in Express.js\"` |\n| Good | `\"React useEffect cleanup function with async operations\"` |\n| Bad (too vague) | `\"auth\"` |\n| Bad (too vague) | `\"hooks\"` |\n| Bad (too broad) | `\"routing and auth and caching in Next.js\"` |\n\nDescribe what to look up in the library's documentation, rather than the task to complete — vague one-word queries return generic results, and multi-topic queries dilute ranking and return shallow results for each topic.\n\nThe output contains two types of content: **code snippets** (titled, with language-tagged blocks) and **info snippets** (prose explanations with breadcrumb context).\n\n## Authentication\n\nWorks without authentication. For higher rate limits:\n\n```bash\n# Option A: environment variable\nexport CONTEXT7_API_KEY=your_key\n\n# Option B: OAuth login\nnpx ctx7@latest login\n```\n\n## Error Handling\n\nIf a command fails with a quota error (\"Monthly quota reached\" or \"quota exceeded\"):\n1. Inform the user their Context7 quota is exhausted\n2. Suggest they authenticate for higher limits: `npx ctx7@latest login`\n3. If they cannot or choose not to authenticate, answer from training knowledge and clearly note it may be outdated\n\nDo not silently fall back to training data — always tell the user why Context7 was not used.\n\n## Common Mistakes\n\n- Library IDs require a `\u002F` prefix — `\u002Ffacebook\u002Freact` not `facebook\u002Freact`\n- Always run `npx ctx7@latest library` first — `npx ctx7@latest docs react \"hooks\"` will fail without a valid ID\n- Use descriptive queries, not single words — `\"React useEffect cleanup function\"` not `\"hooks\"`\n- One topic per query — split `\"routing and auth and caching\"` into a separate `docs` command per concept, unless the question is about how they interact\n- Do not include sensitive information (API keys, passwords, credentials) in 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",{"type":43,"tag":63,"props":1254,"children":1256},{"className":1255},[],[1257],{"type":49,"value":1258},"facebook\u002Freact",{"type":43,"tag":569,"props":1260,"children":1261},{},[1262,1264,1270,1272,1278],{"type":49,"value":1263},"Always run ",{"type":43,"tag":63,"props":1265,"children":1267},{"className":1266},[],[1268],{"type":49,"value":1269},"npx ctx7@latest library",{"type":49,"value":1271}," first — ",{"type":43,"tag":63,"props":1273,"children":1275},{"className":1274},[],[1276],{"type":49,"value":1277},"npx ctx7@latest docs react \"hooks\"",{"type":49,"value":1279}," will fail without a valid ID",{"type":43,"tag":569,"props":1281,"children":1282},{},[1283,1285,1291,1292],{"type":49,"value":1284},"Use descriptive queries, not single words — ",{"type":43,"tag":63,"props":1286,"children":1288},{"className":1287},[],[1289],{"type":49,"value":1290},"\"React useEffect cleanup function\"",{"type":49,"value":1252},{"type":43,"tag":63,"props":1293,"children":1295},{"className":1294},[],[1296],{"type":49,"value":1060},{"type":43,"tag":569,"props":1298,"children":1299},{},[1300,1302,1308,1310,1315],{"type":49,"value":1301},"One topic per query — split ",{"type":43,"tag":63,"props":1303,"children":1305},{"className":1304},[],[1306],{"type":49,"value":1307},"\"routing and auth and caching\"",{"type":49,"value":1309}," into a separate ",{"type":43,"tag":63,"props":1311,"children":1313},{"className":1312},[],[1314],{"type":49,"value":964},{"type":49,"value":1316}," command per concept, unless the question is about how they interact",{"type":43,"tag":569,"props":1318,"children":1319},{},[1320],{"type":49,"value":1321},"Do not include sensitive information (API keys, passwords, credentials) in queries",{"type":43,"tag":1323,"props":1324,"children":1325},"style",{},[1326],{"type":49,"value":1327},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"items":1329,"total":1503},[1330,1344,1359,1370,1376,1395,1412,1427,1442,1457,1474,1489],{"slug":1331,"name":1331,"fn":1332,"description":1333,"org":1334,"tags":1335,"stars":22,"repoUrl":23,"updatedAt":1343},"context7-cli","manage documentation and skills with ctx7","Use the ctx7 CLI to fetch library documentation, manage AI coding skills, and configure Context7 MCP. Activate when the user mentions \"ctx7\" or \"context7\", needs current docs for any library, wants to install\u002Fsearch\u002Fgenerate skills, or needs to set up Context7 for their AI coding agent.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1336,1339,1340],{"name":1337,"slug":1338,"type":15},"CLI","cli",{"name":17,"slug":18,"type":15},{"name":1341,"slug":1342,"type":15},"Knowledge Management","knowledge-management","2026-04-06T18:55:02.689254",{"slug":1345,"name":1345,"fn":1346,"description":1347,"org":1348,"tags":1349,"stars":22,"repoUrl":23,"updatedAt":1358},"context7-docs","fetch documentation and code examples","Fetch up-to-date documentation and code examples for any library, framework, SDK, CLI tool, or cloud service. Use whenever the user asks about a specific library — even well-known ones like React, Next.js, Prisma, Express, Tailwind, Django, or Spring Boot — because training data may not reflect recent API changes or version updates.\nAlways use for: API syntax questions, configuration options, version migration issues, \"how do I\" questions mentioning a library name, debugging that involves library-specific behavior, setup instructions, and CLI tool usage.\nUse even when you think you know the answer. Do not rely on training data for API details, signatures, or configuration options — they are frequently out of date. Prefer this over web search for library documentation.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1350,1351,1352,1355],{"name":1337,"slug":1338,"type":15},{"name":17,"slug":18,"type":15},{"name":1353,"slug":1354,"type":15},"Reference","reference",{"name":1356,"slug":1357,"type":15},"SDK","sdk","2026-07-28T05:35:31.125695",{"slug":1360,"name":1360,"fn":1361,"description":1362,"org":1363,"tags":1364,"stars":22,"repoUrl":23,"updatedAt":1369},"context7-mcp","retrieve library documentation via MCP","This skill should be used when the user asks about libraries, frameworks, API references, or needs code examples. Activates for setup questions, code generation involving libraries, or mentions of specific frameworks like React, Vue, Next.js, Prisma, Supabase, etc.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1365,1366,1367],{"name":17,"slug":18,"type":15},{"name":1341,"slug":1342,"type":15},{"name":1368,"slug":29,"type":15},"MCP","2026-07-28T05:35:32.109879",{"slug":4,"name":4,"fn":5,"description":6,"org":1371,"tags":1372,"stars":22,"repoUrl":23,"updatedAt":24},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1373,1374,1375],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"name":20,"slug":21,"type":15},{"slug":1377,"name":1377,"fn":1378,"description":1379,"org":1380,"tags":1381,"stars":1392,"repoUrl":1393,"updatedAt":1394},"upstash-ratelimit-ts","implement Redis rate limiting with Upstash","Lightweight guidance for using the Redis Rate Limit TypeScript SDK, including setup steps, basic usage, and pointers to advanced algorithm, features, pricing, and traffic‑protection docs.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1382,1385,1388,1391],{"name":1383,"slug":1384,"type":15},"Performance","performance",{"name":1386,"slug":1387,"type":15},"Redis","redis",{"name":1389,"slug":1390,"type":15},"TypeScript","typescript",{"name":9,"slug":8,"type":15},2043,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fratelimit-js","2026-04-06T18:55:05.25459",{"slug":1396,"name":1396,"fn":1397,"description":1398,"org":1399,"tags":1400,"stars":1409,"repoUrl":1410,"updatedAt":1411},"redis-js","manage serverless Redis with Upstash","Work with the Upstash Redis JavaScript\u002FTypeScript SDK for serverless Redis operations. Use for caching, session storage, rate limiting, leaderboards, full-text search (querying, filtering, aggregating with @upstash\u002Fredis search extension), and all Redis data structures. Supports automatic serialization\u002Fdeserialization of JavaScript types. Search also available via @upstash\u002Fsearch-redis and @upstash\u002Fsearch-ioredis adapters for TCP clients.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1401,1404,1405,1408],{"name":1402,"slug":1403,"type":15},"Node.js","node-js",{"name":1386,"slug":1387,"type":15},{"name":1406,"slug":1407,"type":15},"Serverless","serverless",{"name":9,"slug":8,"type":15},959,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fredis-js","2026-04-06T18:55:06.549589",{"slug":1413,"name":1413,"fn":1414,"description":1415,"org":1416,"tags":1417,"stars":1424,"repoUrl":1425,"updatedAt":1426},"qstash-js","manage serverless messaging with QStash","Work with the QStash JavaScript\u002FTypeScript SDK for serverless messaging, scheduling. Use when publishing messages to HTTP endpoints, creating schedules, managing queues, verifying incoming messages in serverless environments.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1418,1421,1422,1423],{"name":1419,"slug":1420,"type":15},"Messaging","messaging",{"name":1402,"slug":1403,"type":15},{"name":1406,"slug":1407,"type":15},{"name":9,"slug":8,"type":15},268,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fqstash-js","2026-04-06T18:55:07.811408",{"slug":1428,"name":1428,"fn":1429,"description":1430,"org":1431,"tags":1432,"stars":1439,"repoUrl":1440,"updatedAt":1441},"upstash-workflow-js","build serverless workflows with Upstash","Lightweight guidance for using the Upstash Workflow SDK to define, trigger, and manage workflows. Use this Skill whenever a user wants to create workflow endpoints, run steps, or interact with the Upstash Workflow client.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1433,1434,1435,1436],{"name":1402,"slug":1403,"type":15},{"name":1406,"slug":1407,"type":15},{"name":9,"slug":8,"type":15},{"name":1437,"slug":1438,"type":15},"Workflow Automation","workflow-automation",150,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fworkflow-js","2026-04-06T18:55:09.106744",{"slug":1443,"name":1443,"fn":1444,"description":1445,"org":1446,"tags":1447,"stars":1454,"repoUrl":1455,"updatedAt":1456},"upstash-vector-js","implement vector search with Upstash","Provides quick-start guidance and a unified entry point for Vector features, SDK usage, and integrations. Use when users ask how to work with Vector, its TS SDK, features, or supported frameworks.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1448,1451,1452,1453],{"name":1449,"slug":1450,"type":15},"AI Infrastructure","ai-infrastructure",{"name":1402,"slug":1403,"type":15},{"name":20,"slug":21,"type":15},{"name":9,"slug":8,"type":15},70,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fvector-js","2026-04-06T18:55:10.452627",{"slug":1458,"name":1458,"fn":1459,"description":1460,"org":1461,"tags":1462,"stars":1471,"repoUrl":1472,"updatedAt":1473},"upstash-box-js","build sandboxed environments with Upstash Box","Work with the @upstash\u002Fbox SDK for sandboxed cloud containers with AI agents, shell, filesystem, and git. Use when building with Upstash Box, creating sandboxed environments, running AI agents in containers, or orchestrating parallel boxes.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1463,1466,1467,1470],{"name":1464,"slug":1465,"type":15},"Agents","agents",{"name":1402,"slug":1403,"type":15},{"name":1468,"slug":1469,"type":15},"Sandboxing","sandboxing",{"name":9,"slug":8,"type":15},34,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fbox","2026-04-06T18:55:14.361763",{"slug":1475,"name":1475,"fn":1476,"description":1477,"org":1478,"tags":1479,"stars":1486,"repoUrl":1487,"updatedAt":1488},"upstash-search-js","implement search features with Upstash","Entry point for documentation skills covering Upstash Search quick starts, core concepts, and TypeScript SDK usage. Use when a user asks how to get started, how indexing works, or how to use the TS client.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1480,1483,1484,1485],{"name":1481,"slug":1482,"type":15},"API Development","api-development",{"name":1402,"slug":1403,"type":15},{"name":20,"slug":21,"type":15},{"name":9,"slug":8,"type":15},22,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fsearch-js","2026-04-06T18:55:11.769669",{"slug":8,"name":8,"fn":1490,"description":1491,"org":1492,"tags":1493,"stars":1500,"repoUrl":1501,"updatedAt":1502},"build applications with Upstash SDKs","Work with any Upstash TypeScript\u002FJavaScript SDK including Redis, Box, QStash, Workflow, Vector, Search and Ratelimit. Use when the user is working with any Upstash product or SDK.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1494,1497,1498,1499],{"name":1495,"slug":1496,"type":15},"Database","database",{"name":1386,"slug":1387,"type":15},{"name":1406,"slug":1407,"type":15},{"name":9,"slug":8,"type":15},15,"https:\u002F\u002Fgithub.com\u002Fupstash\u002Fskills","2026-04-06T18:55:15.67714",19,{"items":1505,"total":315},[1506,1512,1519,1525],{"slug":1331,"name":1331,"fn":1332,"description":1333,"org":1507,"tags":1508,"stars":22,"repoUrl":23,"updatedAt":1343},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1509,1510,1511],{"name":1337,"slug":1338,"type":15},{"name":17,"slug":18,"type":15},{"name":1341,"slug":1342,"type":15},{"slug":1345,"name":1345,"fn":1346,"description":1347,"org":1513,"tags":1514,"stars":22,"repoUrl":23,"updatedAt":1358},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1515,1516,1517,1518],{"name":1337,"slug":1338,"type":15},{"name":17,"slug":18,"type":15},{"name":1353,"slug":1354,"type":15},{"name":1356,"slug":1357,"type":15},{"slug":1360,"name":1360,"fn":1361,"description":1362,"org":1520,"tags":1521,"stars":22,"repoUrl":23,"updatedAt":1369},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1522,1523,1524],{"name":17,"slug":18,"type":15},{"name":1341,"slug":1342,"type":15},{"name":1368,"slug":29,"type":15},{"slug":4,"name":4,"fn":5,"description":6,"org":1526,"tags":1527,"stars":22,"repoUrl":23,"updatedAt":24},{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},[1528,1529,1530],{"name":17,"slug":18,"type":15},{"name":13,"slug":14,"type":15},{"name":20,"slug":21,"type":15}]