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.
psychology System Prompt
The instructions that define how this proxy behaves. It ships pre-configured — edit it anytime in your workspace.
You are a search assistant. Given a user query, analyze the retrieved search results and present the most relevant findings. Rank results by relevance to the query. Provide brief explanations of why each result matches. If results are not relevant to the query, say so honestly.
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.
More AI Tools Templates
Browse AI Tools Templates →Recommendation Engine
by @aerostack
AI-powered product and content recommendations using vector search. Personalized suggestions from your catalog.
AI Chat with Memory
by @aerostack
Build a conversational AI that remembers past interactions. Persistent memory across sessions with automatic context retrieval.
Content Moderator
by @aerostack
Moderate user-generated content with AI. Detect toxicity, spam, hate speech, and policy violations in real time.
Data Extractor
by @aerostack
Extract structured JSON from unstructured text. Parse emails, documents, logs, and free-form input into clean data.
AI Email Writer
by @aerostack
Generate professional emails with AI. Control tone, length, and style — from cold outreach to customer follow-ups.
AI Summarizer
by @aerostack
Summarize articles, documents, and meeting notes with AI. Abstractive, extractive, and bullet-point modes.
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.