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J Jev Atlas / Independent research

165 posts · 9 claims · 31 hypotheses

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Build blueprint

MCP Capability Router

A proxy exposing only the small capability subset relevant to the current step.

Authored HypothesisAgent tool gatingHIGH confidenceIndie fit 10/10
Problem
Large MCP tool sets overload model context and increase incorrect tool selection.
Why Jev
Selecting capability groups is a bounded classification problem repeated at every turn.
Architecture
User intent + agent state → capability Choices → filtered MCP manifest → downstream model.
Current alternative
Expose all tools, manually configure servers, or ask an LLM to choose.
Jev advantage
Reduces schemas in context and can run before each agent turn.
Unknowns
Cost of false exclusion and whether confidence is sufficient for fallback.
1–7 day MVP
Proxy three MCP servers and visualize selected/hidden tools.
Validation experiment
Measure token use and tool-selection accuracy across 100 tasks.

Why this confidence: Concrete developer-tool problem with an observable, typed outcome.

This is an authored hypothesis derived from the research corpus. Nothing here demonstrates product demand, or that Jev performs well on this particular workload. Run the validation experiment before building past the MVP.

Sources

  • officialhttps://docs.typesafe.ai/primitives
  • officialhttps://typesafe.ai/blog/introducing-system-one-models-and-jev
  • socialhttps://x.com/i/web/status/2099928060644749682

Limitations

  • Cost of false exclusion and whether confidence is sufficient for fallback.
  • This is a research hypothesis, not evidence of product demand or Jev performance in this workflow.

Supporting research

  • Cascade router PlausibleA cheap decision chooses whether to use rules, a small model, a premium model, a specialist, or a human.
  • typesafe-mcp ObservedAn MCP server exposing TypeSafe evaluation to coding agents.
  • TypeSafe reports a low input-token price and no metered output-token charge for Jev. Vendor ClaimPublished pricing is echoed across launch discussion, but remains mutable vendor pricing.
  • Parallel decision matrix PlausibleOne state is evaluated against many named questions, replacing repeated prompt/parse cycles.
Record
opportunity:mcp-capability-router
Canonical
/ideas/mcp-capability-router
Last verified
2026-09-18