Semantic Search — AI Workspace Template for Ai Tools
Proxy
Natural language search over your content. Users type questions in plain English, get ranked results by meaning.
Template Semantic Search bundles a ready-to-deploy workspace for ai tools workflows. Install in one click from the Aerostack dashboard or via aerostack init --template=semantic-search.
What It Does
Replace keyword search with AI-powered semantic search. Users type questions in natural language — the search understands meaning, not just matching words. Returns ranked results with relevance explanations from your uploaded content corpus.
"How do I reset my password?" finds your account recovery docs even if they never mention "reset" or "password" together.
How It Works
- Upload your content — documents, articles, product data, FAQs, or any searchable text
- User searches in natural language through your app or API
- Vector similarity ranks all content by semantic relevance to the query
- AI-enhanced results with relevance scores and context snippets explaining why each result matches
Use Cases
- Documentation search — developers find answers to "how do I..." questions without knowing exact terminology
- Knowledge bases — support agents find relevant past tickets and resolution steps from natural descriptions
- Product catalogs — users describe what they need instead of guessing the right filter combination
- Research platforms — search academic papers, reports, and datasets by concept rather than keyword
vs. Elasticsearch/Algolia
Traditional search engines index words. Semantic search indexes meaning. A query for "annual revenue" matches documents about "yearly income" and "fiscal year earnings." No synonym dictionaries needed, no query expansion rules — understanding is built in.
Metadata
What's Included
Deploy this proxy in minutes
Natural language search over your content. Users type questions in plain English, get ranked results by meaning.
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Frequently asked questions
What does the Semantic Search template include?+
The Semantic Search template is a pre-configured Aerostack workspace for ai tools. It bundles the required MCP servers, skills, and workflows. Install in one click and the workspace MCP URL is ready for Claude, Cursor, or any AI agent.
How do I install the Semantic Search template?+
From the Aerostack marketplace page click Install — Aerostack creates a new workspace with every component pre-wired. You can also install via CLI: aerostack install template aerostack/semantic-search
Can I customize Semantic Search after installing?+
Yes. Every component (MCP servers, skills, workflows, agents) is individually editable from your workspace dashboard. Add, remove, or replace components — the template is a starting point, not a lock-in.
Is the Semantic Search template free to use?+
Templates are free to install. Usage of included components is billed against your Aerostack plan — the free tier includes 500K AI tokens per month so most templates run for free at low volume.