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Talap-creator

mcp-token-saver

cache_stats

Compute cache hit rate from the latest Claude Code session to identify wasted tokens caused by tool reordering or system prompt changes.

Instructions

Compute Anthropic prompt cache hit rate from the latest Claude Code session log. Low hit rate signals wasted tokens — usually caused by reordering tools or system prompt mid-session.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
project_dirNoProject working directory. Defaults to process.cwd() of the MCP server.
last_nNoNumber of recent assistant messages to consider. Default 20.
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries full burden. It discloses that it reads the latest session log and interprets the hit rate, which is sufficient for a compute-only tool. It does not mention side effects or error conditions, but none are expected.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two sentences, front-loaded with the primary action, and no extraneous words. Every sentence adds value.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description explains the purpose and signal interpretation, but does not specify the output format (e.g., percentage, numeric value) or how 'latest' is determined. With no output schema, this leaves a gap for an agent to know what to expect.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3. The description adds no additional meaning beyond what the schema already provides for the two parameters. Description does not elaborate on project_dir or last_n.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool computes Anthropic prompt cache hit rate from Claude Code session logs, with a specific verb and resource. It distinguishes from sibling tools which focus on other usage metrics (proceed, delta, forecast, status).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives context on when low hit rate indicates wasted tokens, implying use for efficiency analysis. However, it does not explicitly state when to use this tool versus alternatives, or provide exclusions or prerequisites.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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