turntax

turntax

Coding agents re-send their instruction files with every turn. turntax measures that fixed per-turn cost for a repository, for every agent that reads it, and shows where to cut it.

npx turntax

Try it in the browser, with nothing uploaded: https://torutdev.github.io/turntax/

Supported agents

Each agent's documented loading rules decide what is sent on every turn, what loads only when the agent works in a folder or touches a matching file, and what is ignored.

Agent	Files it reads from the repository
Aider	files listed under read: in .aider.conf.yml (CONVENTIONS.md only when listed or passed with --read)
Amp	AGENTS.md (or AGENT.md / CLAUDE.md), nested AGENTS.md, @-mentioned files
Claude Code	CLAUDE.md, CLAUDE.local.md, .claude/rules, skills, commands, subagents, AGENTS.md when there is no CLAUDE.md
Cline	.clinerules/, .cline/rules/
Continue	.continue/rules/
Cursor	.cursor/rules/*.mdc, .cursorrules, AGENTS.md, CLAUDE.md
Gemini CLI	GEMINI.md
GitHub Copilot	.github/copilot-instructions.md, .github/instructions/, AGENTS.md
Goose	.goosehints, AGENTS.md
JetBrains Junie	.junie/AGENTS.md, or AGENTS.md with .junie/rules/, or .junie/guidelines
Kiro	.kiro/steering/, AGENTS.md
OpenAI Codex	AGENTS.md, AGENTS.override.md, .agents/skills
OpenCode	AGENTS.md, or CLAUDE.md when there is none
Roo Code	.roo/rules/, .roo/rules-{mode}/, .roorules, AGENTS.md
Windsurf (Devin Desktop)	.devin/rules/, .windsurf/rules/, .windsurfrules, AGENTS.md
Zed	the first of .rules, .cursorrules, .windsurfrules, .clinerules, .github/copilot-instructions.md, AGENT.md, AGENTS.md, CLAUDE.md, GEMINI.md

Agents that load exactly the same files share one row in the report:

always  o200k/turn  on-demand  model                tokens/turn  counted by                   100 turns  cached   agents
4       272         53         (no selected model)                                                                Claude Code
1       63          0          GPT-6.1 Sol          63           estimate (o200k_base proxy)  $0.01      $0.0006  OpenAI Codex, Roo Code, Kiro, JetBrains Junie, Goose, OpenCode
1       17          0          (no selected model)                                                                Gemini CLI
4       297         37         GPT-6.1 Sol          297          estimate (o200k_base proxy)  $0.06      $0.0030  Cursor
2       74          8          GPT-6.1 Sol          74           estimate (o200k_base proxy)  $0.01      $0.0007  GitHub Copilot
2       75          0          GPT-6.1 Sol          75           estimate (o200k_base proxy)  $0.01      $0.0008  Windsurf (Devin Desktop)
1       11          0          GPT-6.1 Sol          11           estimate (o200k_base proxy)  $0.0022    $0.0001  Zed
1       63          19         GPT-6.1 Sol          63           estimate (o200k_base proxy)  $0.01      $0.0006  Amp

Advice (savings are estimates in o200k tokens per turn)
  HIGH duplicate CLAUDE.md, AGENTS.md [saves ~48 tokens/turn]
    3 identical lines are loaded twice every turn by cursor. Keep them in one file.
  HIGH contradiction AGENTS.md, CLAUDE.md [saves ~11 tokens/turn]
    Conflicting package manager: "Always use npm ..." (AGENTS.md:3) vs "Always use pnpm ..." (CLAUDE.md:5).
  MEDIUM scopable-section CLAUDE.md:11 [saves ~128 tokens/turn]
    Section "API package" is mostly about packages/api/. Move it to packages/api/AGENTS.md ...

(Excerpt of the output for test/fixtures/mixed with --models gpt-6.1-sol.)

What it counts, and how

Model family	How tokens are counted	Label
OpenAI GPT-5.x, gpt-oss	Offline with o200k_base (the encoding OpenAI's tiktoken maps them to)	exact
OpenAI GPT-6.x	Offline with o200k_base; OpenAI has not published a newer encoding	estimate
Claude	Only Anthropic's count_tokens API, with your key and --claude-api	API count
Gemini	Only Google's countTokens API, with your key and --gemini-api	API count

Claude's tokenizer is not public, and Anthropic's docs note that newer Claude models produce noticeably more tokens than older ones for the same text. turntax never shows an OpenAI count as a Claude or Gemini number: without a key those rows say "needs API key". The o200k column is a labelled reference count for every file.

Cost per N turns = tokens per turn × N × input price. The "cached" column assumes every turn reads the context from the prompt cache. Prices come from a dated table with a source link per model (turntax --list-models); pass --prices my-prices.json to use your own.

See docs/how-it-counts.md for the loading rules per agent and their sources.

Advice

All checks are deterministic. Each one shows an estimated saving in o200k tokens per turn.

• duplicate: identical lines in two files. A per-turn saving only when one tool loads both; otherwise flagged as drift risk.
• contradiction: conflicting rules reaching the same agent (package manager, indentation, quotes, semicolons).
• scopable-section: a section mostly about one directory that could load only there (nested file, path-scoped rule, applyTo).
• oversized-section: a large always-loaded section that could become an on-demand skill.
• size-limit: documented limits (CLAUDE.md under 200 lines, Codex's 32 KiB cut-off, Windsurf's 12,000 characters, Cursor's 500 lines).
• misconfigured: files a tool ignores, such as .md files in .cursor/rules or Windsurf rules without a trigger.
• stale-reference: referenced files or npm run scripts that no longer exist.
• non-english: non-English sections. The token multiplier is measured only against an English version you supply (--english CLAUDE.md=CLAUDE.en.md) or, if you opt in, a Claude translation (--translate).

MCP servers

Every MCP server an agent starts adds its tool definitions (names, descriptions, input schemas) to the context. turntax reads the agents' MCP configs and lists the servers each agent starts:

Agent	Project config	User config
Claude Code	.mcp.json	~/.claude.json (user and per-project servers)
Cursor	.cursor/mcp.json	~/.cursor/mcp.json
GitHub Copilot (VS Code)	.vscode/mcp.json
Gemini CLI	.gemini/settings.json	~/.gemini/settings.json
Kiro	.kiro/settings/mcp.json	~/.kiro/settings/mcp.json
Roo Code	.roo/mcp.json
OpenAI Codex	.codex/config.toml (trusted projects)	~/.codex/config.toml
OpenCode	opencode.json	~/.config/opencode/opencode.json
Zed	.zed/settings.json
Windsurf (Devin Desktop)		~/.config/devin/mcp_config.json

Counting the tool definitions needs the servers running, so it is opt-in:

npx turntax --mcp

--mcp starts each stdio server with the command from its config (in the repository folder) and connects to streamable HTTP servers, asks for tools/list, and counts the definitions as JSON with o200k. A server several agents share is started once. Environment variables in the config (${VAR}, ${VAR:-default}, ${env:VAR}) are expanded; servers that need a VS Code ${input:...} prompt, legacy SSE servers and servers that fail or time out (--mcp-timeout, default 30 s) are listed with the reason and not counted.

Claude Code defers MCP tool definitions by default (tool search): only the tool names are in context until a tool is used, so its row counts the names and shows the full size separately. A server with alwaysLoad: true is counted in full.

MCP tokens are an o200k estimate and are not included in the model cost columns.

User-level files

Agents also read instruction files from your home directory in every project. --include-user adds them in a separate user/turn column and a total:

npx turntax --include-user

It reads only the documented locations: ~/.claude/ (CLAUDE.md, rules, skills, commands, agents), ~/.codex/AGENTS.md, ~/.agents/skills, ~/.gemini/GEMINI.md, Windsurf's global_rules.md, Cline's global rules folders, ~/.roo/rules*, ~/.kiro/steering, ~/.config/goose/.goosehints, Amp's ~/.config/AGENTS.md and ~/.config/amp/AGENTS.md, and ~/.config/opencode/AGENTS.md (OpenCode falls back to ~/.claude/CLAUDE.md), plus the user MCP configs above. Contradictions and duplicates between user-level and repository files are reported. User-level files never count toward the badge or --max-tokens, so the result does not depend on who runs it.

Comparing with a baseline

npx turntax --compare origin/main            # instruction files at a git ref, read with git show
npx turntax --json --out before.json         # or save a report ...
npx turntax --baseline before.json           # ... and compare with it later
npx turntax --compare origin/main --max-increase 200   # exit 1 when any agent grows by more than 200 tokens

The comparison covers repository instruction files (o200k), per agent and per file, and lists MCP servers that were added or removed. It never changes the working tree.

GitHub Action

The repository is also an Action. On pull requests it compares with the base branch, posts one comment (updated on every push) and writes the report to the job summary:

name: turntax
on: pull_request
permissions:
  contents: read
  pull-requests: write
jobs:
  turntax:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: TorutDev/turntax@v0.3.0
        with:
          max-increase: 500      # optional: fail when an agent grows by more than 500 tokens per turn
          # max-tokens: 8000     # optional: absolute budget
          # args: --tools claude-code,cursor

The comment opens with a table of the change per agent and per file, and folds the full report below it. Pull requests from forks get a read-only token, so the comment step is skipped there; the job summary still has the report.

Options

turntax [path]
  --tools <ids>             agents to report (default: every agent that reads a file); see --help
  --models <ids>            see --list-models (default: claude-sonnet-5.5, gpt-6.1-sol, gemini-3.8-flash)
  --turns <n>               cost projection (default 100)
  --json | --md | --badge   output format (default: terminal table)
  --pr-comment              Markdown for a pull request comment (change first, full report folded)
  --out <file>              write the output to a file
  --max-tokens <n>          exit 1 when any tool loads more than n o200k tokens per turn (CI gate)
  --include-user            add user-level files and MCP servers from your home directory
  --mcp                     start the configured MCP servers and count their tool definitions
  --mcp-timeout <s>         seconds to wait for each MCP server (default 30)
  --baseline <file.json>    compare with an earlier --json report
  --compare <git-ref>       compare with the instruction files at a git ref
  --max-increase <n>        exit 1 when any tool grows by more than n tokens per turn vs the baseline
  --claude-api              exact Claude counts (ANTHROPIC_API_KEY)
  --gemini-api              Gemini counts (GEMINI_API_KEY)
  --english <file=en>       measure a language multiplier against your English version
  --translate               opt-in Claude translation for that measurement (needs --claude-api)
  --prices <file.json>      your own price table
  --section-tokens <n>      threshold for oversized sections (default 600)

Privacy

Offline by default: no network calls, no telemetry. File contents are sent only when you pass --claude-api, --gemini-api or --translate, and only to that vendor's API. Keys are read from environment variables and sent only in request headers.

--mcp runs the commands in the MCP configs it finds and connects to the configured HTTP servers, as the agents themselves would. Run it only on repositories whose configs you trust. turntax prints each command before starting it. --include-user reads files in your home directory and never sends them anywhere.

Web page

web/ is a static page that runs the same engine in the browser with the offline tokenizer only. Drop a repository folder or paste files; nothing is uploaded.

npm run build:web

Badge

npx turntax --badge

The badge shows the largest always-loaded total among the tools found, counted with o200k_base: repository files plus measured project MCP tools, never user-level files.

Limits

• Assumes the agent starts at the repository root. User-level files are counted only with --include-user; rules kept in an app's settings or a team dashboard (Cursor user rules, Copilot organization instructions) are not counted.
• Counts instruction files and, with --mcp, MCP tool definitions; not the agent's own system prompt or built-in tools.
• Loading rules change. Each rule cites the vendor page and the date it was checked; please open an issue when one is out of date.

Contributing

Loading rules and prices go out of date. Corrections with a link to the vendor's page are the most useful contribution; see CONTRIBUTING.md.

License

MIT