州长 – 一个 Claude 代码插件,用于减少 token/上下文浪费
Governor – a Claude Code plugin to reduce token/context waste

原始链接: https://github.com/0xhimanshu/governor

## Claude 代码治理者:配额与上下文控制 治理者是为 Claude Code Max 设计的插件,旨在大幅减少 token 使用量并管理上下文窗口膨胀——超越简单的基于风格的压缩。它解决了诸如过大的内存文件(CLAUDE.md)、冗长的工具输出(Bash、测试)以及导致处理效率低下的模糊提示等问题。 主要功能包括:**简洁专业的输出**、**循环上下文压缩**、**噪声工具过滤**和**规划护栏**,以防止范围漂移。`/governor:status`、`/governor:audit` 和 `/governor:compress` 等命令提供控制和可见性。 基准测试表明,与仅使用风格压缩的 44.9% 相比,治理者可实现高达 55.5% 的 token 节省,尤其是在积极过滤工具输出方面(最高可减少 96.8%)。它优先保证质量,拒绝低收益压缩并恢复备份。 治理者默认以紧凑模式运行,并提供启用/禁用压缩、管理其他代理(Codex、Gemini 等)的规则以及监控性能的命令。它旨在默认情况下提供帮助,并在需要时提供更严格的控制,并强调专业、易读的输出。

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原文

Governor icon

Keep Claude Code concise, clean, and under control.

Compact professional output, context hygiene, tool-output filtering, and usage telemetry for Claude Code Max users.

Governor is the serious alternative to style-only token savers. It keeps the agent concise, shrinks recurring memory files, blocks noisy logs from flooding context, and adds planning guardrails for broad tasks.

The installed Claude Code command namespace is still /governor:*.

Restart Claude Code, then run:

/governor:status
/governor:audit
/governor:compress CLAUDE.md

Governor auto-starts in compact professional mode when the plugin is loaded. Use /governor:off to disable response compression and /governor:on to re-enable it.

Heavy Claude Code users do not only burn quota on long answers. The bigger session killers are often:

  • bloated always-loaded context such as CLAUDE.md, notes, and rules
  • huge Bash/test/build output copied into conversation context
  • vague prompts that trigger broad scans and repeated failed attempts
  • scope drift during long coding tasks
  • compactions caused by preventable context growth

Governor attacks those system problems while keeping the interaction professional and readable.

Small local smoke benchmarks, not universal claims. Same machine, same prompt set, Claude CLI non-interactive runs.

Three technical explanation prompts, Sonnet, no tools.

Condition Output Tokens Avg / Prompt Saved vs Control
Control 2967 989 0.0%
Caveman 1634 545 44.9%
Governor 1320 440 55.5%

One project-notes.md sample from the Caveman compression fixtures.

Method Tokens Saved
Original 1877 0.0%
Caveman fixture 924 50.8%
Governor medium 838 55.4%

Synthetic noisy pytest -vv output with preserved failure lines.

Raw Output Filtered Output Blocked
54314 estimated tokens 1726 estimated tokens 96.8%

Interpretation: Caveman is excellent at style compression. Governor aims for broader quota control: compact output, recurring-context compression, noisy-tool filtering, telemetry, and retry reduction.

  • Always-on compact mode: SessionStart and UserPromptSubmit hooks keep responses concise in every Claude Code chat.
  • Professional memory compression: /governor:compress CLAUDE.md rewrites verbose memory files into dense prose.
  • Protected-span safety: code blocks, inline code, paths, URLs, commands, env vars, versions, headings, tables, and warnings are preserved.
  • Quality guard: low-savings compression is rejected and the backup is restored instead of pretending success.
  • Tool-output filtering: noisy Bash/test/build output is summarized while preserving failure signals.
  • Telemetry ledger: /governor:status reports blocked tokens, failures, compactions, and statusline snapshots when available.
  • Prompt guidance: vague broad prompts get soft, non-blocking suggestions.
  • Plan and drift guard: explicit contracts for broad builds, then scope checks with /governor:guard.
  • Portable rule snippets: compact-mode rules for Codex, Gemini, Cursor, Windsurf, and Cline.
Command Purpose
/governor:on Enable compact professional response mode
/governor:off Disable response compression
/governor:status Show usage dashboard and waste heat map
/governor:audit Find bloated memory/rule files and context waste
/governor:compress CLAUDE.md Compress memory files with protected-span validation
/governor:full Let the next Bash command return full output
/governor:plan "task" Produce an implementation contract before broad work
/governor:guard Check current changes against the approved plan
/governor:benchmark Explain or summarize benchmark results
/governor:install-rules Copy compact-mode rules into other-agent projects

Install From This Repository

gh repo clone 0xhimanshu/governor
cd governor
bash install.sh --force

Install Rule Files For Other Agents

bash install.sh --project /path/to/project --agents all

Supported rule snippets:

Agent Rule File
Codex AGENTS.md
Gemini CLI GEMINI.md
Cursor .cursor/rules/governor.mdc
Windsurf .windsurf/rules/governor.md
Cline .clinerules/governor.md

Other agents get compact professional behavior only. Claude Code is the V1 target for hooks, telemetry, statusline, and Bash output filtering.

/governor:compress is automatic from the user's point of view:

  1. Create a timestamped backup.
  2. Mark protected spans.
  3. Rewrite the file with dense professional prose.
  4. Strip markers.
  5. Validate protected content.
  6. Attempt protected-span recovery if needed.
  7. Reject low-savings output and restore the backup if the quality guard fails.
  8. Report exact before/after token estimates and backup location.

Compression levels:

Level Target
light Remove filler/repetition; preserve most rationale
medium Collapse narrative into decision bullets
aggressive Keep only rules, facts, commands, risks, and decisions

Set GOVERNOR_ALLOW_LOW_SAVINGS=1 only if you intentionally want to keep a low-savings compression result.

Governor stores a local JSONL ledger under:

~/.claude/plugins/governor/

It tracks:

  • tool-output tokens blocked
  • full-output overrides
  • prompt-risk suggestions
  • Bash failures
  • compactions
  • statusline snapshots
  • memory compression savings

Prompt caching can reduce usage/cost but does not necessarily reduce context window occupancy. Governor reports those separately when Claude Code exposes the data.

Use benchmarks/ for measured comparisons.

Recommended conditions:

  • control: no token/style plugin
  • caveman: Caveman enabled as normal
  • governor-hooks: Governor hooks enabled, memory unchanged
  • governor-compressed: Governor after /governor:compress CLAUDE.md
  • governor-strict: optional strict-mode run for broad tasks

Fill benchmarks/run-sheet.csv, then run:

python3 scripts/compare_benchmarks.py benchmarks/run-sheet.csv

Primary metrics: five-hour usage delta, peak context %, assistant output tokens, tool-output tokens blocked, failed tool calls, compactions, wall time, and task success.

  • Helpful by default, strict only when invoked.
  • Professional dense prose, never novelty dialect.
  • Measure exact savings where possible.
  • Treat 1M context as a ceiling, not a target.
  • Keep broad planning and drift checks opt-in.
  • Restore backups instead of accepting unsafe or low-value compression.
  • If hooks do not fire, /governor:status will show little or no telemetry.
  • Existing custom statuslines are not overwritten by the installer.
  • Compression sends file content through the active Claude Code/model workflow. Do not compress secrets or sensitive private files.
  • Use /governor:full before a diagnostic command when you need unfiltered logs.
  • For installed-but-inactive behavior, launch Claude Code with GOVERNOR_DEFAULT_MODE=off.

Contributions are welcome when they make Governor more useful, safer, or easier to trust. Please read CONTRIBUTING.md before opening a pull request, especially for compression, hook, telemetry, or benchmark changes.

MIT. See LICENSE.

联系我们 contact @ memedata.com