Featured Products / Toolbox

Hundreds of Tools
Zero Context Window Bloat.

Swisper Toolbox loads tools on demand.
The agent sees only what it needs, when it needs it.

Traditional agent frameworks load all tool definitions into the context window at startup. With 50+ tools, this consumes thousands of tokens before the agent even starts reasoning. The context window fills with tool schemas instead of the data that matters.

Lazy Loading via MCP Servers

Tools are registered in a central ToolboxRegistry with a one-line summary each. The agent planner sees a lightweight catalogue — not full schemas. When the planner decides it needs a specific toolbox, schemas are hydrated from the MCP server in real time. After execution, schemas are evicted. The 99 other tools never occupy a single token.

Token economics — real scenario:

Metric
Static
Toolbox
Toolbox with 20 MCP tools (tokens)
4,000–10,000
30–50
Multi-domain query (total input tokens)
~46,000
~18,000
Context available for business data
Limited
Maximised

Hierarchical Tool Organisation

Not every integration is a flat list of API endpoints. Complex domains — e-commerce with multiple retailers, travel with multiple providers — need their own planning logic, state, and human-in-the-loop flows. Swisper Toolbox supports two execution paths from a single orchestrator:

Domain agent
Toolbox
Brain
Own planner, own reasoning loop
Parent planner executes tools directly
State
Independent typed state schema
Uses parent state
HITL
Complex multi-step approval flows
Simple tool-level confirmations
Add new
~500 lines (full agent class)
~10 lines of registration
Best for
Travel booking, e-commerce, wealth management
Jira, CRM, code review, simple APIs

Both paths produce the same typed result contract. This means new integrations can start as lightweight toolboxes and graduate to full domain agents as complexity demands, without changing anything downstream.

Domain Agent Pattern

Instead of exposing hundreds of individual tools, Swisper surfaces entire domain agents as tools. The Global Supervisor delegates to the Travel Agent (which internally knows dozens of booking APIs) rather than choosing between individual flight, hotel, taxi, and parking tools. This dramatically reduces the decision space for the orchestrating agent while preserving full capability.

Lazy Loadings Inside Domain Agents

The same lazy loading pattern works at every level of the hierarchy. A domain agent managing e-commerce across multiple retailers doesn’t load all provider APIs — it discovers which provider to use and lazy-loads that provider’s toolbox. This means an e-commerce agent with 100+ tools across 5 providers pays the same token cost as one with 10 tools.

This is architecturally distinct from what Claude Code or LangGraph offer. Their solutions add lazy loading as a bolt-on at the top level. Swisper’s pattern is recursive: the global planner, domain agents, and sub-agents all share the same hydrate-execute-evict cycle. Scale is built in, not patched on.

Enterprise Integrations:
Connect Your Stack

Pre-built MCP connectors for enterprise systems. Each connector is a toolbox — loaded on demand, evicted when done.

Category
Connectors
Project Management
Jira
Code & DevOps
GitHub, GitLab, CI/CD pipelines
Design
Figma
Productivity
Microsoft 365, Google Workspace (email, calendar, docs)
Communication
Threema, Telegram
Custom
Standard MCP protocol — any API becomes a toolbox