Token black hole
One agent loop ≠ one API call
Agent loops compound token usage silently. Alerts aren't enforcement — you need compress, dedup, and hard budget caps.
SmartGate is the intelligence layer between AI and the world — helping you research, understand, remember, and act before runaway tool traffic becomes a surprise invoice.
Human interface (Web) + agent interface (MCP/API) · Not a chatbot, search app, or model router
SmartGate is the intelligence layer between AI and the world, helping humans and agents research, understand, remember, and act with confidence. On the surface: Smart Research, decisions, knowledge, and monitoring — no MCP required. Under the hood: an MCP-native algorithmic gateway with five capabilities (Research, Context, Memory, Control, Pipeline) powered by seven smart_* primitives.

Product research in Cursor Agent
Smart Research on the agent path: search, fetch, dedup, and compress—so Cursor explores product requirements with clean facts, not noisy HTML. Intelligence runtime for builders, not another assistant.
Median workload profile · dashboard-calibration
Illustrative product benchmarks (SmartGate internal calibration, Q1 2026). 30× / 4× / 81% / 14% are not independent third-party studies — use for orientation only, not paid ad claims without legal review.
Token black hole
Agent loops compound token usage silently. Alerts aren't enforcement — you need compress, dedup, and hard budget caps.
Traffic customs
Redundant pages and overlapping snippets inflate context before your host LLM ever reasons.
Audit & Compliance
81% of teams past planning; only 14% with full security approval. Every tool call needs an audit trail.
Powered by seven algorithm primitives — what users experience vs what developers wire.
Research
smart_search · smart_fetch
Multi-source discovery and noise-free fetch — Question → sources → clean facts.
Context
smart_dedup · smart_context_gate
Dedup overlapping claims and compress to a token budget before your model reasons.
Memory
smart_memory
Team-scoped facts that survive the next session — not a public encyclopedia.
Control
smart_budget_guard
Check, count, and hard-cap tool spend — loop-breaker for FinOps.
Pipeline
smart_pipe
Declarative research · read · remember runs — one call instead of glue code.
Integrators: click a smart_* tool for protocol-level detail (same definitions as MCP docs).
smart_fetch
Fetch a public URL and return Markdown-friendly content. Use when the user gives a link — not when text is already in context.
Token control
Every fetch and search result lands in your host LLM context. Compress with intelligent compression, deduplicate with intelligent deduplication, and block further calls when budget_guard says no.
Usage Reports
From audit token_saved aggregation
Traffic customs
Built-in pipe templates chain search → fetch → dedup → compress. One smart_pipe call instead of four manual steps.
research template
Web and Playground for people; MCP and API for builders — one SmartGate runtime between models and the world.
Human interface
Ask a question — research, context, memory, and decisions without wiring MCP.
SmartGate runtime
Research · Context · Memory · Control · Pipeline
Models & world
Not a chatbot or LLM proxy — intelligence infrastructure for tool traffic.
Intelligence layer · POST /api/mcp + REST · Dashboard for keys, billing, audit
Paste a public URL. Same fetch, before and after compression — gateway counterfactual, not a second scrape for show.
context_gate + dedup + budget_guard with Dashboard Est. USD saved.
Learn more →Traffic Customsfetch + search + pipe templates for governed workflows.
Learn more →Audit & Compliancequery · trace · export — team-isolated audit logs.
Learn more →Free: 2M tokens/month · Full MCP · Playground · 7-day logs
Start free — 2M tokens/month