Expired50% confidenceFactTime unknown
When an Agent connects to multiple services simultaneously, tool definitions alone can consume 150,000 tokens before a task even starts
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
This claim has expired. It is kept for the record and no longer describes the current state.
Valid until: 9/30/2026(expired)
Sources
Deep Dive into MCP Code Execution & Agent Skills: Compressing 150K Tokens Down to 2,000
bilibiliTreeDy1
Related Claims
UnverifiedAgent tasks often require maintaining context windows of tens of thousands to hundreds of thousands of tokens, which differs by orders of magnitude in resource consumption from the low-latency single-inference mode of ordinary code completion.76% similarUnverifiedWhen an Agent frequently calls tools during complex tasks, Token consumption for a single task can reach hundreds of thousands76% similarUnverifiedIf an Agent is equipped with 50 tools, tool descriptions alone could consume 10,000-25,000 Tokens, accounting for 8%-20% of the 128K context window.75% similarUnverifiedA single agent task may trigger tens or even hundreds of API calls.72% similarUnverifiedWhen developers use Agent mode for complex tasks, Token consumption can be tens or even hundreds of times that of simple Q&A due to multiple rounds of reasoning, tool calls, and file reads70% similar
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