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Agent Baseline Publishes Security Reference Architecture for Software Factories
Agent Baseline’s new reference architecture shows how to secure software factories with four boundaries enforced outside the AI agent.
tokenjuice
Advanced tools
lean output compaction for terminal-heavy agent workflows.
tokenjuice is a deterministic output compactor for terminal-heavy agent workflows. agents and harnesses run noisy commands like git status, pnpm test, docker build, rg, or pnpm --help; tokenjuice keeps the command semantics untouched, observes the output after execution, and returns a smaller payload built from rule-driven reducers instead of dumping the whole wall of terminal text back into context.
the point is leverage: less transcript waste, fewer useless reruns, and cleaner handoff between tools without making the shell magical. raw output stays available only when you explicitly ask for it through --raw / --full or opt-in artifact storage, rules stay inspectable JSON instead of LLM vibes, and host integrations stay thin wrappers around the same core reducer instead of becoming one-off adapter logic.
supported integrations:
| Logo | Client | Install | Hook file |
|---|---|---|---|
![]() | Claude Code | tokenjuice install claude-code | ~/.claude/settings.json |
![]() | CodeBuddy | tokenjuice install codebuddy | ~/.codebuddy/settings.json |
![]() | Codex CLI | tokenjuice install codex | ~/.codex/hooks.json |
![]() | Cursor | tokenjuice install cursor | ~/.cursor/hooks.json |
![]() | Droid (Factory CLI) | tokenjuice install droid | ~/.factory/settings.json |
![]() | GitHub Copilot CLI | tokenjuice install copilot-cli | ~/.copilot/hooks/tokenjuice-cli.json |
![]() | OpenClaw | openclaw config set plugins.entries.tokenjuice.enabled true | ~/.openclaw/openclaw.json |
![]() | OpenCode | tokenjuice install opencode | ~/.config/opencode/plugins/tokenjuice.js |
![]() | pi | tokenjuice install pi | ~/.pi/agent/extensions/tokenjuice.js |
![]() | VS Code Copilot Chat | tokenjuice install vscode-copilot | ~/.copilot/hooks/tokenjuice-vscode.json |
beta integrations:
| Logo | Client | Install | Hook file |
|---|---|---|---|
| AdaL CLI | tokenjuice install adal | AGENTS.md | |
| Aether | tokenjuice install aether | .aether/tokenjuice.md / .aether/settings.json | |
| aictl | tokenjuice install aictl | AICTL.md | |
| AI Memory Protocol | tokenjuice install ai-memory-protocol | .memories/memory/preferences.rst | |
| Aider | tokenjuice install aider | CONVENTIONS.tokenjuice.md | |
| Agent Layer | tokenjuice install agent-layer | .agent-layer/instructions/tokenjuice.md; run al sync after install or uninstall | |
| AgentInit | tokenjuice install agentinit | AGENTS.md; run agentinit sync after install or uninstall | |
| Agentlink | tokenjuice install agentlink | AGENTS.md; run agentlink sync after install or uninstall | |
| Agentloom | tokenjuice install agentloom | .agents/rules/tokenjuice-agentloom.md; run agentloom sync after install or uninstall | |
| agents-cli | tokenjuice install agents-cli | ~/.agents/memory/AGENTS.md; run agents sync after install or uninstall | |
| AGENTS.md | tokenjuice install agents-md | AGENTS.md | |
| agents.ge | tokenjuice install agentsge | .agents/rules/tokenjuice-agentsge.md | |
| AgentsMesh | tokenjuice install agentsmesh | .agentsmesh/rules/tokenjuice.md; run agentsmesh generate after install or uninstall | |
| Amazon Q Developer CLI / Kiro compatibility | tokenjuice install amazon-q | .amazonq/rules/tokenjuice.md | |
| Amp | tokenjuice install amp | AGENTS.md / AGENT.md / CLAUDE.md | |
| Google Antigravity | tokenjuice install antigravity | .agents/rules/tokenjuice.md | |
| anywhere-agents | tokenjuice install anywhere-agents | AGENTS.local.md; run anywhere-agents after install or uninstall | |
| Augment | tokenjuice install augment | .augment/rules/tokenjuice.md | |
![]() | Avante.nvim | tokenjuice install avante | avante.md |
| Baz | tokenjuice install baz | .baz/skills/tokenjuice/SKILL.md | |
| Bito | tokenjuice install bito | .bito.yaml / .bito/tokenjuice.md | |
| Blackbox CLI | tokenjuice install blackbox | .blackbox/skills/tokenjuice/SKILL.md | |
| Blocks | tokenjuice install blocks | .agents/skills/tokenjuice-blocks/SKILL.md | |
| Clawdbot | tokenjuice install clawdbot | skills/tokenjuice/SKILL.md | |
| IBM Bob Shell | tokenjuice install bob | AGENTS.md | |
| Builder | tokenjuice install builder | .builder/rules/tokenjuice.mdc | |
| Charlie | tokenjuice install charlie | AGENTS.md | |
| Cline | tokenjuice install cline | ~/Documents/Cline/Hooks/tokenjuice-post-tool-use | |
| CodeAnt | tokenjuice install codeant | .codeant/instructions.json | |
| Codebuff | tokenjuice install codebuff | AGENTS.md | |
| Codegen | tokenjuice install codegen | AGENTS.md | |
| Coder Agents | tokenjuice install coder-agents | .agents/skills/tokenjuice/SKILL.md | |
| CodeRabbit | tokenjuice install coderabbit | .coderabbit.yaml | |
| Command Code | tokenjuice install command-code | ~/.commandcode/settings.json / .commandcode/settings.json | |
![]() | Continue | tokenjuice install continue | .continue/rules/tokenjuice.md |
| Crush | tokenjuice install crush | .crush/skills/tokenjuice/SKILL.md | |
| Deep Agents Code | tokenjuice install deepagents | .deepagents/AGENTS.md | |
| Devin for Terminal | tokenjuice install devin | .devin/hooks.v1.json | |
| dot-agents | tokenjuice install dot-agents | ~/.agents/rules/global/rules.mdc; run dot-agents sync after install or uninstall | |
| Docker Agent | tokenjuice install docker-agent | .docker-agent/tokenjuice.md | |
| ECA | tokenjuice install eca | .eca/skills/tokenjuice/SKILL.md | |
| Elyra | tokenjuice install elyra | .elyra/skills/tokenjuice/SKILL.md | |
| Firebase Studio | tokenjuice install firebase-studio | .idx/airules.md | |
| ForgeCode | tokenjuice install forgecode | AGENTS.md | |
![]() | Gemini CLI | tokenjuice install gemini-cli | ~/.gemini/settings.json |
| GitLab Duo Agent Platform | tokenjuice install gitlab-duo | .gitlab/duo/chat-rules.md | |
| Goose | tokenjuice install goose | .goosehints | |
| Greptile | tokenjuice install greptile | .greptile/rules.md | |
| Grok Build | tokenjuice install grok-build | AGENTS.md | |
| Grok CLI | tokenjuice install grok-cli | ~/.grok/user-settings.json | |
| gptme | tokenjuice install gptme | AGENTS.md | |
![]() | GitHub Copilot coding agent | tokenjuice install copilot-agent | .github/hooks/tokenjuice-agent.json |
| Jean2 | tokenjuice install jean2 | AGENTS.md | |
| JetBrains AI Assistant | tokenjuice install jetbrains-ai | .aiassistant/rules/tokenjuice.md | |
| Junie | tokenjuice install junie | .junie/AGENTS.md | |
| Jules | tokenjuice install jules | AGENTS.md | |
| LeanCTL | tokenjuice install leanctl | .leanctl/instructions.md | |
| Kimi Code CLI | tokenjuice install kimi | ~/.kimi/config.toml | |
| Kiro | tokenjuice install kiro | .kiro/steering/tokenjuice.md | |
| Kilo Code | tokenjuice install kilo | kilo.jsonc or .kilo/kilo.jsonc + .kilo/rules/tokenjuice.md | |
| LocalCode | tokenjuice install localcode | ~/.localcode/plugins/tokenjuice/ | |
| mcp-agent | tokenjuice install mcp-agent | .mcp-agent/agents/tokenjuice.md | |
| mini-SWE-agent | tokenjuice install mini-swe-agent | .mini-swe-agent/tokenjuice.yaml | |
| SWE-agent | tokenjuice install swe-agent | .swe-agent/tokenjuice.yaml | |
| Stagewise | tokenjuice install stagewise | .stagewise/skills/tokenjuice/SKILL.md | |
| Mistral Vibe | tokenjuice install mistral-vibe | AGENTS.md | |
| Mux | tokenjuice install mux | .mux/tool_post | |
| NovaKit CLI | tokenjuice install novakit | NOVAKIT.md | |
| Knowns | tokenjuice install knowns | KNOWNS.md | |
| Ona Agent | tokenjuice install ona | .ona/skills/tokenjuice/SKILL.md | |
| OpenHands | tokenjuice install openhands | .openhands/hooks.json | |
| Open Interpreter | tokenjuice install open-interpreter | AGENTS.md | |
| Open WebUI | tokenjuice install openwebui | .openwebui/tools/tokenjuice_compact.py | |
| pi-go | tokenjuice install pi-go | .pi/skills/tokenjuice/SKILL.md | |
| Plandex | tokenjuice install plandex | PLANDEX.tokenjuice.md | |
| Qodo Code Review | tokenjuice install qodo | .pr_agent.toml | |
| Qoder CLI | tokenjuice install qoder | AGENTS.md | |
| Qwen Code | tokenjuice install qwen-code | .qwen/settings.json | |
| Replit Agent | tokenjuice install replit | replit.md | |
| Roo Code | tokenjuice install roo | .roo/rules/tokenjuice.md | |
| Rovo Dev CLI | tokenjuice install rovo | AGENTS.md | |
| Ruler | tokenjuice install ruler | .ruler/tokenjuice.md | |
| Tabby | tokenjuice install tabby | ~/.tabby/config.toml | |
| Tabnine CLI | tokenjuice install tabnine | TABNINE.md | |
| Trae | tokenjuice install trae | .trae/rules/project_rules.md | |
| UiPath for Coding Agents | tokenjuice install uipath | AGENTS.md | |
| Warp | tokenjuice install warp | AGENTS.md / WARP.md | |
| Windsurf | tokenjuice install windsurf | .windsurf/rules/tokenjuice.md | |
| Zed | tokenjuice install zed | .rules | |
| Zencoder | tokenjuice install zencoder | .zencoder/rules/tokenjuice.md |
npm install -g tokenjuice
# or
pnpm add -g tokenjuice
# or
yarn global add tokenjuice
# or
brew tap vincentkoc/tap
brew install tokenjuice
then:
tokenjuice --help
tokenjuice --version
tokenjuice install [adal|aether|aictl|ai-memory-protocol|aider|agent-layer|agentinit|agentlink|agentloom|agents-cli|agents-md|agentsge|agentsmesh|amazon-q|amp|antigravity|anywhere-agents|augment|avante|baz|bito|blackbox|blocks|clawdbot|bob|builder|charlie|codex|claude-code|cline|codeant|codebuff|codegen|coder-agents|coderabbit|codebuddy|command-code|continue|copilot-agent|crush|cursor|deepagents|devin|dot-agents|docker-agent|droid|eca|elyra|firebase-studio|forgecode|gemini-cli|gitlab-duo|goose|greptile|grok-build|grok-cli|gptme|jean2|jetbrains-ai|junie|jules|leanctl|kimi|kiro|kilo|localcode|mcp-agent|mini-swe-agent|swe-agent|stagewise|mistral-vibe|mux|novakit|knowns|ona|openhands|open-interpreter|openwebui|pi|pi-go|opencode|plandex|qodo|qoder|qwen-code|replit|roo|rovo|ruler|tabby|tabnine|trae|uipath|vscode-copilot|warp|windsurf|copilot-cli|zed|zencoder]
tokenjuice uninstall [adal|aether|aictl|ai-memory-protocol|aider|agent-layer|agentinit|agentlink|agentloom|agents-cli|agents-md|agentsge|agentsmesh|amazon-q|amp|antigravity|anywhere-agents|augment|avante|baz|bito|blackbox|blocks|clawdbot|bob|builder|charlie|codex|claude-code|cline|codeant|codebuff|codegen|coder-agents|coderabbit|codebuddy|command-code|continue|copilot-agent|crush|cursor|deepagents|devin|dot-agents|docker-agent|droid|eca|elyra|firebase-studio|forgecode|gemini-cli|gitlab-duo|goose|greptile|grok-build|grok-cli|gptme|jean2|jetbrains-ai|junie|jules|leanctl|kimi|kiro|kilo|localcode|mcp-agent|mini-swe-agent|swe-agent|stagewise|mistral-vibe|mux|novakit|knowns|ona|openhands|open-interpreter|openwebui|pi|pi-go|opencode|plandex|qodo|qoder|qwen-code|replit|roo|rovo|ruler|tabby|tabnine|trae|uipath|vscode-copilot|warp|windsurf|copilot-cli|zed|zencoder]
OpenClaw support is bundled on the OpenClaw side. Do not run
tokenjuice install openclaw; enable the bundled plugin instead:
openclaw config set plugins.entries.tokenjuice.enabled true
this requires OpenClaw 2026.4.22 or newer.
tokenjuice --help
tokenjuice --version
tokenjuice reduce [file]
tokenjuice reduce-json [file]
tokenjuice wrap -- <command> [args...]
tokenjuice wrap --raw -- <command> [args...]
tokenjuice wrap --store -- <command> [args...]
tokenjuice install [adal|aether|aictl|ai-memory-protocol|aider|agent-layer|agentinit|agentlink|agentloom|agents-cli|agents-md|agentsge|agentsmesh|amazon-q|amp|antigravity|anywhere-agents|augment|avante|baz|bito|blackbox|blocks|clawdbot|bob|builder|charlie|codex|claude-code|cline|codeant|codebuff|codegen|coder-agents|coderabbit|codebuddy|command-code|continue|copilot-agent|crush|cursor|deepagents|devin|dot-agents|docker-agent|droid|eca|elyra|firebase-studio|forgecode|gemini-cli|gitlab-duo|goose|greptile|grok-build|grok-cli|gptme|jean2|jetbrains-ai|junie|jules|leanctl|kimi|kiro|kilo|localcode|mcp-agent|mini-swe-agent|swe-agent|stagewise|mistral-vibe|mux|novakit|knowns|ona|openhands|open-interpreter|openwebui|pi|pi-go|opencode|plandex|qodo|qoder|qwen-code|replit|roo|rovo|ruler|tabby|tabnine|trae|uipath|vscode-copilot|warp|windsurf|copilot-cli|zed|zencoder]
tokenjuice install [adal|aether|aictl|ai-memory-protocol|aider|agent-layer|agentinit|agentlink|agentloom|agents-cli|agents-md|agentsge|agentsmesh|amazon-q|amp|antigravity|anywhere-agents|augment|avante|baz|bito|blackbox|blocks|clawdbot|bob|builder|charlie|codex|claude-code|cline|codeant|codebuff|codegen|coder-agents|coderabbit|codebuddy|command-code|continue|copilot-agent|crush|cursor|deepagents|devin|dot-agents|docker-agent|droid|eca|elyra|firebase-studio|forgecode|gemini-cli|gitlab-duo|goose|greptile|grok-build|grok-cli|gptme|jean2|jetbrains-ai|junie|jules|leanctl|kimi|kiro|kilo|localcode|mcp-agent|mini-swe-agent|swe-agent|stagewise|mistral-vibe|mux|novakit|knowns|ona|openhands|open-interpreter|openwebui|pi|pi-go|opencode|plandex|qodo|qoder|qwen-code|replit|roo|rovo|ruler|tabby|tabnine|trae|uipath|vscode-copilot|warp|windsurf|copilot-cli|zed|zencoder] --local
tokenjuice uninstall [adal|aether|aictl|ai-memory-protocol|aider|agent-layer|agentinit|agentlink|agentloom|agents-cli|agents-md|agentsge|agentsmesh|amazon-q|amp|antigravity|anywhere-agents|augment|avante|baz|bito|blackbox|blocks|clawdbot|bob|builder|charlie|codex|claude-code|cline|codeant|codebuff|codegen|coder-agents|coderabbit|codebuddy|command-code|continue|copilot-agent|crush|cursor|deepagents|devin|dot-agents|docker-agent|droid|eca|elyra|firebase-studio|forgecode|gemini-cli|gitlab-duo|goose|greptile|grok-build|grok-cli|gptme|jean2|jetbrains-ai|junie|jules|leanctl|kimi|kiro|kilo|localcode|mcp-agent|mini-swe-agent|swe-agent|stagewise|mistral-vibe|mux|novakit|knowns|ona|openhands|open-interpreter|openwebui|pi|pi-go|opencode|plandex|qodo|qoder|qwen-code|replit|roo|rovo|ruler|tabby|tabnine|trae|uipath|vscode-copilot|warp|windsurf|copilot-cli|zed|zencoder]
tokenjuice ls
tokenjuice cat <artifact-id>
tokenjuice verify
tokenjuice discover
tokenjuice doctor
tokenjuice doctor hooks
tokenjuice doctor pi
tokenjuice doctor opencode
tokenjuice stats
tokenjuice stats --timezone utc
tokenjuice has three surfaces. reduce compacts text that already exists, wrap runs a command and compacts the observed output, and reduce-json gives host adapters a stable machine protocol. host integrations are intentionally thin: they install a hook, extension, rule, or guidance file; call the shared compactor; and return compacted context through the host's native surface. use tokenjuice doctor hooks to check installed wiring, tokenjuice doctor <host> for one integration, and tokenjuice install <host> --local when validating the current repo build before release.
the reduction engine is rule-driven. built-in JSON rules live in src/rules, user overrides live in ~/.config/tokenjuice/rules, and project overrides live in .tokenjuice/rules; later layers override earlier ones by rule id. rules classify command output, normalize lines, keep or drop patterns, count facts, and retain deterministic head/tail slices. host adapters also apply a narrow safe-inventory policy: exact file-content reads stay raw, standalone repository inventory commands can compact, and unsafe mixed command sequences stay raw.
when a reducer gets it wrong or the task needs untouched bytes, use the explicit bypass:
tokenjuice wrap --raw -- pnpm --help
tokenjuice wrap --full -- git status
useful maintenance commands:
tokenjuice verify --fixtures
tokenjuice discover
tokenjuice doctor hooks
tokenjuice stats --timezone utc
reduce-json is the machine-facing adapter command. it reads JSON from stdin or a file and always writes JSON to stdout; see the spec for envelope options and adapter behavior.
direct payload:
{
"toolName": "exec",
"command": "pnpm test",
"argv": ["pnpm", "test"],
"combinedText": "RUN v3.2.4 /repo\n...",
"exitCode": 1
}
usable foundation for token reduction with diagnostics and a growing reducer set, now focused on deeper coverage and tuning.
💙 built by Vincent Koc.
FAQs
Lean output compaction for terminal-heavy agent workflows.
The npm package tokenjuice receives a total of 253,715 weekly downloads. As such, tokenjuice popularity was classified as popular.
We found that tokenjuice demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.

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