MCP.Market

Tokenscope MCP server

by wartzar-bee·io.github.wartzar-bee/tokenscope·v0.2.3·4 stars

Analyze Claude Code session cost & context attribution: output, cached re-reads, cache writes.

A85/100grade A
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Safety scan
A85/100

full report

Adoption
Growing

4 stars29 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

Tokenscope tools (3)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • analyze_claude_cost

    Analyze a Claude Code session's token cost and context attribution.

  • get_cost_benchmark

    Compare a Claude Code session against tokenscope's shipped reference set of real sessions

  • tokenscope_share_summary

    Produce a privacy-safe, shareable summary of a Claude Code session built ONLY from aggregate

Public scan report

scanner v0.1.9 · 2026-09-24 · same rubric, same numbers if you re-run it

no findings
  • Code scan2 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 58 days ago12/15
  • Maintainer identityregistry namespace matches repository owner6/10
Overall 85/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Tokenscope compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
85/100
higher than 70% of 48,255 servers
Tools
3
the typical server has 7
Tools that change things
0%
typical: 0%. Fewer write tools means less an agent can break
GitHub stars
4
more than 82% of 28,688 servers
Downloads a week
29
more than 16% of 12,191 servers with a package

What its tools let an agent do: 3 read

Install Tokenscope in Claude Code, Cursor or VS Code

Runs npx -y @wartzar-bee/tokenscope-mcp on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add tokenscope -- npx -y @wartzar-bee/tokenscope-mcp
Add to Cursor

What the publisher says

From the Tokenscope repository's README, as published. We do not edit it. Read it on GitHub

tokenscope ⏣

See what your AI-coding session actually cost — and what's eating your context. A local, read-only CLI that parses your Claude Code session logs and shows where the money goes: model output vs. context being re-sent every turn (the hidden 60%+ of most bills).

$ npx @wartzar-bee/tokenscope

  tokenscope ⏣  latest session
  ──────────────────────────────────────────────────────
  Total cost   $868.84   over 967 model turns

  Where the money went
  output (model writing)     ████░░░░░░░░░░░░░░░░░░░░  16%  $137.24
  cache read (re-sent ctx)   ████████████████░░░░░░░░  66%  $577.59
  cache write (new ctx)      ████░░░░░░░░░░░░░░░░░░░░  18%  $153.67

  Context size per turn  (peak 822k · avg 404k · now 822k tokens)
  ▁▁▁▁▁▂▂▂▂▂▂▂▃▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▆▆▆▆▇▇▇▇▇▇█

  Insights
  • Re-sent (cached) context cost $577.59 (66% of spend) — context re-read every turn.
  • Peak context ~822k tokens — /compact or a fresh session would cut per-turn cost.
  • Only 16% of spend is the model's actual output.

(A real session, default Opus pricing. Your numbers will differ — prices are overridable.)

Why

Agentic coding (Claude Code, etc.) produces surprise bills, and the cause is mundane: as a session grows, the whole context is re-sent every turn, so cost balloons even when the model writes little. Existing dashboards show totals; tokenscope shows the attribution — output vs. cache-read vs. cache-write vs. fresh input, the per-turn context-growth curve, cost by model, subagent spend, and which tools fill your context — with concrete "trim this" insights.

Try it in 10 seconds (no Claude Code logs needed)

npx @wartzar-bee/tokenscope --demo

Runs on a bundled sample session so you see the full report before pointing it at your own logs — no setup, nothing to configure. (The sample is synthetic, for demonstration.)

Install / run

No install — runs via npx:

npx @wartzar-bee/tokenscope               # your most recent Claude Code session
npx @wartzar-bee/tokenscope --demo        # a bundled sample session — no logs needed
npx @wartzar-bee/tokenscope --all         # aggregate every session
npx @wartzar-bee/tokenscope <file|dir>    # a specific session .jsonl
npx @wartzar-bee/tokenscope --version     # print the installed version and exit
npx @wartzar-bee/tokenscope --json        # machine-readable
npx @wartzar-bee/tokenscope --share       # privacy-safe shareable summary (markdown + SVG card)
npx @wartzar-bee/tokenscope --share-svg   # just the SVG "cost report card"
npx @wartzar-bee/tokenscope scan          # static token footprint of a source dir (the engine behind ci-guardrail)
npx @wartzar-bee/tokenscope scan --diff ../base   # cost delta of the current dir vs a base dir — catch a regression before you push
npx @wartzar-bee/tokenscope scan --max-total 50000            # exit 1 if the footprint exceeds a budget — a local cost gate
npx @wartzar-bee/tokenscope scan --diff ../base --max-delta 2000   # exit 1 if the diff adds more than N tokens

Reads ~/.claude/projects//.jsonl. Read-only, local, no network, no telemetry — open the source; nothing leaves your machine.

Local cost gate (pre-push / pre-commit)

--max-total N / --max-delta N make scan exit 1 when the token footprint (or a diff's delta) blows a budget — the same check ci-guardrail runs in CI, but locally, before you push. Wire the absolute budget into a git hook so a runaway prompt/config never leaves your machine:

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Tokenscope: common questions

Is Tokenscope MCP server safe?
Yes, by our scan: it is graded A (85/100). Read the Tokenscope safety report
How do I install Tokenscope?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Tokenscope need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Tokenscope maintained?
The last commit was 99 days ago (2026-07-28). The latest release is v0.2.3.
How does Tokenscope compare with other MCP servers?
safety score 85/100 (higher than 70% of 48,255 servers); tools 3 (the typical server has 7); tools that change things 0% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.