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tokenpull_compare

Read-only

Compare token usage across four local sources in parallel, view side-by-side deltas against a baseline, and compute cascade scores to validate submissions or explain discrepancies.

Instructions

Pull token usage from ALL four local sources in parallel — tokenpull (JSONL canon), ccusage CLI, token-dashboard SQLite, and tokscale report — and return them side-by-side with delta % vs tokenpull as the baseline. Also computes the cascade (Υ, SNR, Leverage, class) for each source so you can see how each verifier scores. Useful for validating your numbers before submitting, or understanding discrepancies between tools. Claude only for token-dash; codex and others use tokenpull + ccusage + tokscale. Token-only, on-device.

Input Schema

NameRequiredDescriptionDefault
platformNoplatform to compare (default: claude). token-dash and App only available for claude.

Output Schema

NameRequiredDescriptionDefault
sourcesNoSide-by-side comparison of each token source
platformNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changedv0.19.15
    • changedInput schema / properties / platform / enum
      Previous value: -[
-  "amp",
-  "kimi",
-  "qwen",
-  "pi",
-  "openclaw",
-  "droid",
-  "codebuff",
-  "gemini",
-  "copilot",
-  "opencode",
-  "goose",
-  "kilo",
-  "hermes",
-  "devin",
-  "other",
-  "omp",
-  "proxy",
-  "claude",
-  "codex",
-  "grok"
-]New value: +[
+  "amp",
+  "kimi",
+  "qwen",
+  "pi",
+  "openclaw",
+  "droid",
+  "codebuff",
+  "gemini",
+  "copilot",
+  "opencode",
+  "goose",
+  "kilo",
+  "hermes",
+  "devin",
+  "other",
+  "omp",
+  "proxy",
+  "antigravity",
+  "grok",
+  "zcode",
+  "claude",
+  "codex"
+]
  2. Changed1 schema field changedv0.19.7
    • changedInput schema / properties / platform / enum
      Previous value: -[
-  "amp",
-  "kimi",
-  "qwen",
-  "pi",
-  "openclaw",
-  "droid",
-  "codebuff",
-  "gemini",
-  "copilot",
-  "opencode",
-  "goose",
-  "kilo",
-  "hermes",
-  "devin",
-  "other",
-  "omp",
-  "proxy",
-  "claude",
-  "codex"
-]New value: +[
+  "amp",
+  "kimi",
+  "qwen",
+  "pi",
+  "openclaw",
+  "droid",
+  "codebuff",
+  "gemini",
+  "copilot",
+  "opencode",
+  "goose",
+  "kilo",
+  "hermes",
+  "devin",
+  "other",
+  "omp",
+  "proxy",
+  "claude",
+  "codex",
+  "grok"
+]
  3. Changed10 schema fields changedv0.19.6
    • changedInput schema / properties / platform / enum
      Previous value: -[
-  "amp",
-  "kimi",
-  "qwen",
-  "pi",
-  "openclaw",
-  "droid",
-  "codebuff",
-  "gemini",
-  "copilot",
-  "opencode",
-  "goose",
-  "kilo",
-  "hermes",
-  "devin",
-  "other",
-  "claude",
-  "codex"
-]New value: +[
+  "amp",
+  "kimi",
+  "qwen",
+  "pi",
+  "openclaw",
+  "droid",
+  "codebuff",
+  "gemini",
+  "copilot",
+  "opencode",
+  "goose",
+  "kilo",
+  "hermes",
+  "devin",
+  "other",
+  "omp",
+  "proxy",
+  "claude",
+  "codex"
+]
    • changedOutput schema / properties / sources / items / properties / cascade / properties / class / description
      Previous value: -"Operator class tier"New value: +"Operator class tier (dev10x taxonomy)"
    • changedOutput schema / properties / sources / items / properties / cascade / properties / class / enum
      Previous value: -[
-  "Burner",
-  "Builder",
-  "10xer"
-]New value: +[
+  "ARCH+ I",
+  "ARCH+ II",
+  "ARCH+ III",
+  "ARCH I",
+  "ARCH II",
+  "ARCH III",
+  "POWER I",
+  "POWER II",
+  "POWER III",
+  "BASE I",
+  "BASE II",
+  "BASE III",
+  "SEEKER I",
+  "SEEKER II",
+  "SEEKER III",
+  "REFINER I",
+  "REFINER II",
+  "REFINER III",
+  "BEARER I",
+  "BEARER II",
+  "BEARER III",
+  "IGNITER I",
+  "IGNITER II",
+  "IGNITER III",
+  "UNCLASSED"
+]
    • addedOutput schema / properties / sources / items / properties / cascade / properties / dev10x
      Added value: +{
+  "description": "10xDEV score (log10 of the cascade product)",
+  "type": "number"
+}
    • addedOutput schema / properties / sources / items / properties / cascade / properties / mode
      Added value: +{
+  "description": "Detected working mode (BUILD/EDIT/DEBUG/MAINTAIN/IDLE) + confidence",
+  "type": "object"
+}
    • addedOutput schema / properties / sources / items / properties / cascade / properties / pillars
      Added value: +{
+  "description": "The four raw token pillars the cascade was computed from",
+  "type": "object"
+}
    • removedOutput schema / properties / sources / items / properties / cascade / properties / tenx_dev
      Removed value: -{
-  "description": "10xDEV score",
-  "type": "number"
-}
    • addedOutput schema / properties / sources / items / properties / cascade / properties / yield
      Added value: +{
+  "description": "Υ Yield — the headline efficiency metric (Cache Reads × Output / Input²)",
+  "type": "number"
+}
    • removedOutput schema / properties / sources / items / properties / cascade / properties / yield_
      Removed value: -{
-  "description": "Υ Yield — the headline efficiency metric (Cache Reads × Output / Input²)",
-  "type": "number"
-}
    • changedOutput schema / properties / sources / items / properties / cascade / required
      Previous value: -[
-  "yield_",
-  "class"
-]New value: +[
+  "yield",
+  "class"
+]
  4. Changed1 schema field changedv0.18.1
    • changedInput schema / properties / platform / enum
      Previous value: -[
-  "amp",
-  "kimi",
-  "qwen",
-  "pi",
-  "openclaw",
-  "droid",
-  "codebuff",
-  "gemini",
-  "copilot",
-  "opencode",
-  "goose",
-  "kilo",
-  "hermes",
-  "claude",
-  "codex"
-]New value: +[
+  "amp",
+  "kimi",
+  "qwen",
+  "pi",
+  "openclaw",
+  "droid",
+  "codebuff",
+  "gemini",
+  "copilot",
+  "opencode",
+  "goose",
+  "kilo",
+  "hermes",
+  "devin",
+  "other",
+  "claude",
+  "codex"
+]
  5. Changed1 schema field changedv0.16.0
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
+  "properties": {
+    "platform": {
+      "type": "string"
+    },
+    "sources": {
+      "description": "Side-by-side comparison of each token source",
+      "items": {
+        "properties": {
+          "cascade": {
+            "properties": {
+              "card": {
+                "description": "Deterministic prose summary of the cascade result",
+                "type": "string"
+              },
+              "class": {
+                "description": "Operator class tier",
+                "enum": [
+                  "Burner",
+                  "Builder",
+                  "10xer"
+                ],
+                "type": "string"
+              },
+              "leverage": {
+                "description": "Cr/I — cache reads divided by input",
+                "type": "number"
+              },
+              "snr": {
+                "description": "Signal-to-noise ratio",
+                "type": "number"
+              },
+              "tenx_dev": {
+                "description": "10xDEV score",
+                "type": "number"
+              },
+              "velocity": {
+                "description": "O/I — output divided by input",
+                "type": "number"
+              },
+              "warnings": {
+                "description": "Parse or data warnings if any",
+                "items": {
+                  "type": "string"
+                },
+                "type": "array"
+              },
+              "yield_": {
+                "description": "Υ Yield — the headline efficiency metric (Cache Reads × Output / Input²)",
+                "type": "number"
+              }
+            },
+            "required": [
+              "yield_",
+              "class"
+            ],
+            "type": "object"
+          },
+          "delta_pct": {
+            "description": "Delta % vs tokenpull baseline",
+            "type": "object"
+          },
+          "pillars": {
+            "type": "object"
+          },
+          "source": {
+            "description": "Source name (tokenpull, ccusage, token-dash, tokscale)",
+            "type": "string"
+          }
+        },
+        "type": "object"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}
  6. Addedv0.6.10

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and openWorldHint=false, so the safety profile is covered. The description adds genuinely new behavioral context beyond that: parallel execution across four sources, the tokenpull-baseline delta model, cascade computation per source, and the platform-conditional rule (token-dash only for Claude). This is more than structured fields convey.

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

Conciseness4/5

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

The core action is front-loaded in the first clause and each sentence carries distinct information (sources, output model, cascade, applicability). It is dense with jargon (Υ, SNR, Leverage) and slightly overloaded, but no sentence is wasted.

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

Completeness5/5

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

With an output schema covering return shape and annotations covering the safety profile, the description supplies the remaining context an agent needs: which sources are read, the comparison baseline, the platform constraint, and that it is read-only and on-device.

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

Parameters4/5

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

Schema coverage is 100% with an enum and per-param description, so baseline 3 applies. The description adds meaning beyond the schema by clarifying that token-dash and the App only apply to the claude platform and that codex/others fall back to three sources, which directly informs how the platform parameter should be set.

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?

States a specific verb (pull/compare) and resource (token usage) and enumerates the four sources it reads from, so the agent can distinguish it from generic tokenpull and tokscale siblings without opening a schema. The scope is unambiguous: side-by-side comparison with tokenpull as baseline.

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

Usage Guidelines4/5

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

Gives clear when-to-use contexts (validating numbers before submitting, understanding discrepancies between tools), which implicitly routes the agent relative to tokenpull_submit. It does not explicitly name an alternative tool to use instead for a given case, so it stops short of full when-not guidance.

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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