A web app that tracks OpenClaw agent token spend per provider, per skill, and per conversation, then flags inefficient prompts burning through Agent SDK credits

Anthropic reinstated OpenClaw access on Claude subscriptions in May 2026 but capped it with Agent SDK credits ($20 to $200). Inefficient agents drain credits fast and users have no visibility into which skills or conversations burn the most tokens. This tool reads OpenClaw request logs, breaks down token usage per provider, per skill, and per conversation, and flags the specific prompts wasting tokens.

Demand Breakdown

1,926

Social Proof 1 sources

Tell HN: Anthropic no longer allowing Claude Code subscriptions to use OpenClaw

2026-04-04

1,926

Gap Assessment

UnderservedExisting solutions leave gaps. Underserved market

2 tools exist (OpenRouter, LiteLLM) but gaps remain: No per-skill or per-conversation breakdown. Shows aggregate spend, not where tokens are wasted.; Provider-level tracking only. No OpenClaw skill/conversation context integration..

Features2 agent-ready prompts

Token usage parser that reads OpenClaw logs and breaks down spend per model provider, per skill, per conversation

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Waste detector that identifies skills and prompt patterns consuming disproportionate tokens relative to output

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Competitive LandscapeFREE

Product	Does	Missing
OpenRouter	Universal API gateway routing to 400+ models with usage tracking	No per-skill or per-conversation breakdown. Shows aggregate spend, not where tokens are wasted.
LiteLLM	Proxy for 100+ LLM providers with spend tracking	Provider-level tracking only. No OpenClaw skill/conversation context integration.

Aggregate Score

1,926

0 leads found

Details

TypeProduct Idea

Competitors2

Features2

Issues1

Leads0

Source Signals

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1.9KAnthropic Reinstates OpenClaw on Claude Subscriptions With Agent SDK Credits — Compute Arbitrage Era Ends

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