Evaluate and improve Algolia Agent Studio agents via the algobot CLI. Use when the user wants to evaluate an agent ("evaluate my agent", "agent evals", "test my agent quality"), improve an agent's eval score ("improve my agent"), create evaluation cases ("create evaluation cases", including importing the agent's real conversation history as eval cases), or compare agent versions before and after a change. Covers Agent Studio evaluations end to end: metric catalog, dataset lifecycle, experiment runs, judge verdicts, before/after comparison, and the clone-based tuning loop with explicit-approval promotion. Requires algobot-ai >= 2.1.0. Do NOT use for the algobot CLI reference itself (install, auth, agents/chat/profiles/config-as-code commands) - use algobot-cli. Do NOT use for raw index ops (records, synonyms, settings) - use algolia-cli.
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Use for anything AI/agent/conversational built on Algolia: algobot CLI, Agent Studio, RAG systems, conversational product discovery, genAI content generation from search results (carousels, descriptions, headers), chatbots or recommendation agents using Algolia as retrieval, config-as-code workflows, multi-environment deploy (dev/staging/prod), memory and personalization, MCP tool integrations, conversation history / GDPR retention, or adding a chat widget alongside InstantSearch. Do NOT use for Agent Studio evaluations or eval-driven agent improvement - use agent-studio-evaluations. Do NOT use for raw index ops (records, synonyms, settings) — use algolia-cli. Do NOT use for pure frontend search UI (InstantSearch, autocomplete) with no AI/agent layer.
21 skills · 4 commands
Use for any hands-on Algolia admin operation: provisioning accounts (sign up, log in/out via OAuth), managing applications (create, select, list), importing/exporting records, backing up indices, managing API keys, editing synonyms, configuring rules, changing settings (facets, searchable attributes), deleting records, copying/migrating indices, or automating Algolia in CI/CD. Contains exact CLI syntax, ndjson format requirements, and flag combinations that are easy to get wrong from memory. Do NOT use for frontend SDK (InstantSearch, React) or Algolia dashboard UI questions — see algolia-mcp for read-only search and analytics.
21 skills · 4 commands
Crawl and index web pages into Algolia for RAG using the Algolia CLI. Use when a user wants to set up the Algolia Crawler, index a website/docs/specific pages for RAG or an AI agent's knowledge base, write or debug a crawler recordExtractor, or handle JavaScript-rendered pages that won't index. Guides ingestion end-to-end with `algolia crawler` commands: inspect the page, write a RAG-optimized recordExtractor, validate with `algolia crawler test` before indexing, apply index settings explicitly, then reindex. Do NOT use for building the chatbot/agent layer itself (use algobot-cli), raw record/synonym/settings ops on an existing index (use algolia-cli), frontend search UI (use instantsearch), or read-only search/analytics (use algolia-mcp).
21 skills · 4 commands
Implementation-planning suite that spans the full Algolia lifecycle: discovery and phase planning, data modeling, index configuration, UI library selection, InstantSearch and Autocomplete readiness, events/Insights instrumentation, NeuralSearch and Agent Studio rollout, and release QA. Use when planning, building, migrating, auditing, or validating an Algolia implementation end to end — it sequences the work, makes data/event contracts explicit, and routes live operations to algolia-cli, algolia-mcp, algobot-cli, and code-level work to instantsearch. Install as a bundle: algolia-discovery-planning is the entry point for builds and algolia-audit for reviewing existing implementations; each loads the companion skills per phase. Do NOT use for direct account operations or as the source of truth for current framework APIs — the official skills above own those.
21 skills · 4 commands
Comprehensive skill for searching, analyzing, and getting recommendations from Algolia indices via the Algolia MCP server. Includes connection setup guidance for supported MCP clients.
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Migrate existing Algolia backend/server-side API client code, or frontend search-only builds (lite client), to the latest major version. Use when upgrading algoliasearch packages, fixing initIndex removal, replacing .wait() chaining, updating imports after a version bump, or handling any breaking changes across JS (v4→v5), Python (v3→v4), Go (v3→v4), PHP (v3→v4), Java (v3→v4), C# (v6→v7), Ruby (v2→v3), Kotlin (v2→v3), Scala (v1→v2), or Swift (v8→v9). Do NOT use for new project setup, InstantSearch frontend widgets, analytics queries, or recommendations.
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Use when a user is getting started with Algolia from scratch and has no account, application, or credentials yet. Triggers: "create an Algolia account", "sign up for Algolia", "set up Algolia", "log in / authenticate the Algolia CLI", "provision an Algolia application", "I need an App ID", "I need an API key". Official, ready-to-run CLI quickstart for account and application provisioning. Do NOT use for index or data operations on an existing, already-authenticated application (records, synonyms, rules, settings) — use algolia-cli. Do NOT use for frontend search UIs — use instantsearch. Do NOT use for read-only search and analytics — use algolia-mcp.
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The Algolia side of a Vercel Marketplace integration: which Algolia variables it injects (ALGOLIA_APP_ID / ALGOLIA_SEARCH_API_KEY / ALGOLIA_WRITE_API_KEY), how they map to the names the Algolia CLI and a browser bundle read, which index to search, and what counts as a validated first search. Use when the user is on Vercel and wants Algolia from the Marketplace, or when Marketplace-injected credentials need wiring into an app and proving with a query. Vercel's own mechanics — teams, linking, plans, terms, billing, environment commands — are delegated to the Vercel docs. Do NOT use merely because a project is Next.js — Next.js alone does not mean Vercel. Do NOT use when a standalone Algolia application already exists and the user intends to keep it. Do NOT use for index or admin operations (algolia-cli), search UI (instantsearch), or accounts created outside Vercel (algolia-quickstart).
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Build production-quality search experiences (autocomplete, search results pages, faceted search) using InstantSearch with React, Vue, or vanilla JS. Covers discovery, implementation, styling, and review with expert guidance on widget selection, styling approaches, mobile overlays, and common anti-patterns. Do NOT use for backend index operations — use algolia-cli. Do NOT use for analytics or recommendations — use algolia-mcp. Do NOT use for AI/agent/conversational search — use algobot-cli.
21 skills · 4 commands