Local Semantic Search Infrastructure for AI Agents and Power Users
SuperFolders is a local semantic search engine that transforms personal and corporate data into structured, meaningful context for AI agents and humans. It is a context provider for AI agents and a practical semantic file search macOS layer for high-volume knowledge work.
- Natural language search across local data
- On-device AI indexing
- Instant context retrieval
- Privacy-first architecture
The Problem
Current search and retrieval systems are not sufficient for local AI workflows.
Human workflow bottlenecks
- Professionals lose significant time searching manually through files and email.
- Native OS search is mostly keyword-based and often misses intent.
- Manual folder navigation does not scale with data growth.
AI workflow bottlenecks
- Traditional RAG usually retrieves fragments, not structured context.
- Local AI agents fail without fast, accurate context assembly.
- Cloud indexing introduces privacy risk and avoidable latency.
Our Solution
SuperFolders provides a local semantic search engine with on-device AI search and intent-aware retrieval. It builds contextual datasets from local files and email for both human queries and agent execution.
Keyword Search
- Matches terms and filenames
- Low semantic recall
- Limited for complex intent
Basic RAG
- Returns isolated text chunks
- Weak document-level context
- Often requires heavy prompt tuning
SuperFolders Contextual Retrieval
- Meaning-based retrieval with semantic indexing
- Context clustering, not fragment-only matching
- Intent-aware search for task-ready datasets
- Native macOS performance and low resource overhead
This is infrastructure for AI workflows, not just a desktop search UI.
For Local AI Agent Developers
Agents need structured context to execute tasks reliably. SuperFolders acts as a local context provider for AI agents, supplying relevant datasets from local storage and email without cloud vector dependencies.
- Task-oriented retrieval for execution-ready context
- Reduced prompt engineering complexity
- No dependency on external cloud vector databases
- Deterministic local access to private knowledge sources
Integration methods
- API
- CLI
- Swift package
- Embeddable engine
Developer positioning
Use SuperFolders as the local AI integration API layer that turns raw files into actionable context with low operational overhead.
For Professionals and Power Users
Built for teams and individuals who search constantly across high-volume local data.
Who benefits
- Lawyers
- Consultants
- Developers
- Analysts
- Architects
- Media professionals
Practical impact
- Reduce search time dramatically
- Eliminate repetitive folder traversal
- Retrieve meaning, not filenames
- Find related files, emails, and attachments in one pass
SuperFolders converts scattered local information into a consistent context layer for daily execution.
Comparison
| Capability | SuperFolders | Traditional RAG | macOS Spotlight | Desktop Search Tools |
|---|---|---|---|---|
| On-device semantic indexing | Yes | Sometimes | No | Usually no |
| AI-agent-ready context | Structured contextual datasets | Fragment retrieval | No | Limited |
| Privacy | Local-first, no data leaves device | Often cloud-based | Local keyword index | Mixed |
| API availability | Yes (local AI integration API) | Framework dependent | No | Rare |
| Native integration | macOS-native performance layer | External stack | Native but keyword-limited | Varies |
Architecture and Performance
- Built on native macOS libraries for stable background indexing and low overhead.
- Optimized local semantic indexing for high-throughput document and email workloads.
- No data leaves the device during core indexing and retrieval flows.
- Designed as private AI search infrastructure for local-first deployments.
- Windows and Linux support is planned.
SuperFolders is a local semantic search engine focused on predictable latency and reliable context generation at the edge.
Licensing and Contact
Technology licensing is available for product teams and enterprise deployments.
- API access
- Custom integration support
- Strategic and embedded deployment options
We are open to partnerships and strategic integrations.
license@superfolders.com