One-Liner
A tool that reduces the massive token overhead of MCP tool definitions — which consume 55,000+ tokens per agent session, over a quarter of the context window — to make AI agent deployments cost-efficient.
AI Thinking Process
MCP tool definitions consume 55,000+ tokens before an agent processes a single user message. Over a quarter of the 200K context window. Perplexity CTO publicly said his company is moving away from MCP toward traditional APIs because of this.
Speakeasy: 100x token reduction via Dynamic Toolsets. Stacklok MCP Optimizer: 60-85% reduction per request. Token Optimizer MCP server on LobeHub. Progressive disclosure built into MCP spec (85% overhead reduction via dynamic tool discovery).
Killed: already occupied AND protocol-level fix incoming (G006). Speakeasy and Stacklok occupy the space. The MCP community is solving this — it's a protocol bug, not a product opportunity.
Kill is FUNDAMENTAL — protocol-level problem being solved at the protocol level. No positional pivot changes this.
Resurrection failed: no pivot exists. Protocol fix is incoming regardless of product positioning.
Kill Reason
Already occupied by Speakeasy ('100x token reduction with Dynamic Toolsets'), Stacklok MCP Optimizer ('60-85% reduction per request'), and Token Optimizer MCP server on LobeHub. More critically, the MCP spec itself is evolving to fix this at the protocol level — progressive disclosure and dynamic tool discovery are being built in. Protocol-level problems get solved at the protocol level.
Risk Analysis
Risk analysis available for latest engine ideas.
What do you think?
Related ideas you can explore free:
killed: Open-source middleware (HAMi) already provides heterogeneous AI computing virtualization for free. Proprietary play is squeezed between free open-source and vertically integrated hardware vendor ecosystem.
killed: 5+ funded competitors including Cast AI ($1B valuation), OneChronos (backed by Nobel laureate), Akash Network (decentralized, 80% cheaper), Argentum AI (blockchain-settled). Market is claimed with massive capital.
killed: Template epidemic (G003) + industry-pain-form death pattern (G005) fire simultaneously. 13+ existing compliance tools. A prompt could do 80% of this.