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Token-efficiency plugin for Claude Code and Codex: MCP tools and hooks that replace high-volume Read/Grep/Edit/Bash calls with compact equivalents, powered by @ashlr/core-efficiency.

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ashlr-plugin

Same agent. Fewer tokens.

Fewer tokens per tool call in Codex and Claude Code: reads about βˆ’75%, greps about βˆ’27% on vercel/ai, pandas and tokio (per-call benchmark, not end to end). TS βˆ’60% Β· Python βˆ’63% Β· Rust βˆ’55% β€” measured on vercel/ai, pandas, and tokio. 95% CI reported by the benchmark runner. Reproduce with bun run scripts/run-benchmark.ts --compare. (full methodology)

40 MCP tools that replace high-volume Read / Grep / Edit / Bash workflows with versions that return less without losing what matters. Claude Code gets automatic PreToolUse redirects (ASHLR_HOOK_MODE=redirect); Codex gets first-class plugin packaging, MCP, skills, and nudge-first hooks.

Requires Bun β‰₯ 1.3 β€” interactive installers can offer to install Bun; piped/non-interactive installs skip that prompt and rely on MCP bootstrap if Bun is missing. Verify with bun --version first.

curl -fsSL https://bun.sh/install | bash
# macOS / Linux
curl -fsSL https://plugin.ashlr.ai/install.sh | bash

# Windows (PowerShell)
irm https://raw.githubusercontent.com/ashlrai/ashlr-plugin/main/docs/install.ps1 | iex

The npm package exposes ashlr-plugin for CLI workflows and ashlr-mcp for MCP hosts. It requires Bun. From v1.36.4, use ashlr-plugin stats, ashlr-plugin tools, and other Plugin commands in place of the former ashlr alias; ashlr remains available to Ashlr Hub. MCP server registration names and tool names are unchanged.

Landing page: plugin.ashlr.ai Β· Docs: plugin.ashlr.ai/docs Β· Core library: @ashlr/core-efficiency Β· License: MIT

Open-source and honestly benchmarked. The per-call figures are reproducible on your own code with bun run scripts/run-benchmark.ts --compare (methodology). Every ashlr savings figure includes a 95% CI. Telemetry is off by default. Compare against closed, self-benchmarked alternatives with /ashlr-benchmark --compare.

CI (Linux Β· macOS Β· Windows)

Tested on: Ubuntu 22.04 Β· macOS 14 (Sonoma) Β· Windows Server 2022 Β· TypeScript hooks (no bash required)


What's new in v1.37

  • Tools act on your project β€” MCP tools resolve relative paths and default folders against the folder the host launched them in, not the plugin's install folder. Phantom fleet worktrees are no longer refused.
  • Faster hooks β€” each SessionStart and PostToolUse event starts one node launcher instead of one per hook (CPU per native Edit 712 β†’ 319 ms in a Linux container), and SessionStart exits in about 0.6 s instead of 2.1 s.
  • Claude Code hooks detected correctly β€” hooks under Claude Code no longer run in Codex nudge mode.
  • Works without Bun on PATH β€” the npm bins start under node and find or explain Bun instead of failing with env: 'bun'.
  • Readable grep fallback β€” ashlr__grep without a genome returns plain path:line:text matches, says when ripgrep stopped early, and is benchmarked against plain rg -n (about βˆ’27% per call).
  • Shorter edit replies β€” exact, unique ashlr__edit matches return the header only.
  • New host ids β€” ASHLR_MCP_HOST=gemini-cli and cursor.

See the CHANGELOG for the full list.

v1.36 highlights
  • Codex-native plugin packaging β€” .codex-plugin/plugin.json, .mcp.json, Codex workflow skills, Codex explorer/worker agent guidance, and portable Codex hooks ship in the same package as the Claude Code plugin.
  • Reliable Codex MCP launch β€” ashlr-mcp starts the router directly with ASHLR_MCP_HOST=codex-cli, workspace-aware cwd behavior, and ASHLR_ALLOW_PROJECT_PATHS support for non-plugin launch directories.
  • Codex nudge-first hooks β€” Codex hooks now inject compact-tool guidance for Bash, apply_patch, Read/Grep/Glob, Edit/MultiEdit, Write, and high-value Ashlr MCP calls without forcing redirects by default.
  • Host-neutral CLI workflows β€” ashlr-plugin codex-doctor, ashlr-plugin codex-install --dry-run, ashlr-plugin codex-start, ashlr-plugin codex-resume, ashlr-plugin codex-end, and ashlr-plugin genome-refresh give Codex users the same operational surface without writing Claude config.
  • Four discipline skills β€” /ashlr-search, /ashlr-lean-tools, /ashlr-genome-author, /ashlr-cost-refactor. Each enforces a specific anti-waste pattern; each persists in ~/.ashlr/<name>.json. Toggle with /ashlr-<name> on/off.
  • /ashlr-efficient β€” output structure reshaper. Enforces answer-first (inverted pyramid), inline code for all identifiers, tables for 3+ item comparisons, and no transitional filler. Works standalone or alongside /ashlr-brief.
  • Two lifecycle hooks β€” SubagentStop rolls up subagent savings to the session log and fires background genome consolidation; Stop finalises session stats with an idempotency guard. (Re-orientation after context compaction is handled by the SessionStart compact hook, the only event that can inject context.)
  • API-measured savings mode β€” when ANTHROPIC_API_KEY is set, token counts upgrade from (est.) to (API-measured) once β‰₯10 calls have been verified via the Anthropic API. Fire-and-forget; SHA-256 cached; never blocks a tool call.
  • Benchmark transparency β€” scripts/run-benchmark.ts now reports a 95% bootstrap confidence interval alongside the headline. New flags: --compare (A/B table), --validate-tokenizer (API spot-check of the chars/4 heuristic). See benchmark methodology.
v1.33 highlights
  • First-call savings projection β€” see your annual savings extrapolated on your very first ashlr call.
  • Multi-host MCP β€” works in Codex, Claude Code, Cline, Claude Desktop, Cursor, Goose, and generic MCP hosts (ASHLR_MCP_HOST env var).
  • /ashlr-orchestrate-status β€” inspect past orchestration runs with per-node timings + tokens.
  • Orchestration retry + handoff budget β€” per-node retry-with-backoff; HANDOFF_PAYLOAD capped at 8KB.
  • Orchestration central quota accounting β€” orchestration_usage table for Team-tier soft-throttle.
  • Bun β‰₯ 1.3 prereq surfaced + wizard restart enforcement β€” closes 2 fatal first-touch cliffs.
  • Orchestrator overhead bench β€” per-node overhead and parallel speedup are measured by the orchestrator bench; no figure is published here until it is reproducible from this repo.
  • Pre-existing tsc errors fixed + permanent dashboard date-drift fix via clock injection.

What's new in v1.33 (archived)

v1.32 highlights
  • /ashlr-orchestrate β€” multi-agent task graphs with parallel execution, dry-run renderer, and tier-gated subprocess wiring.
  • /ashlr-orchestrate-status β€” inspect past orchestration runs with per-node telemetry.
  • Live genome β€” PR-aware + commit-aware sections via git post-commit hook and GitHub webhook delta sync.
  • AI-Native discoveries β€” LLM synthesizes discovery sections from your commit history automatically.
  • Predictive prefetch (Pro/Team) β€” background warm-cache on every ashlr__read cuts repeat-hit latency.
  • PR + issue retrieval β€” ashlr__grep --include-prs --include-issues --since-days pulls live GitHub context.
  • Freshness badges in genome retrieval surface staleness so you trust the answer.
  • Cross-language bench (per-call, not end to end): TS βˆ’61.3% Β· Python βˆ’63.1% Β· Rust βˆ’46.8%, about βˆ’57% averaged across tool calls. This is not a measured reduction in total session cost.
  • Founder WAD-D dashboard at /admin/wad-d β€” daily-active records + segment breakdown + discovery propagation.

Multi-host MCP

Works with Codex, Claude Code (default), Cline, Claude Desktop, Cursor, Goose, and generic MCP hosts. The 40 MCP tools, stats accounting, and genome retrieval are host-agnostic; savings and accounting apply when the host calls Ashlr MCP tools. Codex support is packaged through .codex-plugin/plugin.json, .mcp.json, Codex skills, and hooks/codex-hooks.json in nudge mode. Claude-only extras remain explicitly labeled: auto redirects, status line, slash commands, and OAuth bootstrap. See plugin.ashlr.ai/docs or docs/multi-host-mcp.md for setup snippets. For a fast Codex setup, see the Codex quickstart.


Permissions β€” stop the prompts first

Run this once after install so Claude Code stops asking on every tool call:

/ashlr-allow

That adds ashlr MCP wildcards to permissions.allow in ~/.claude/settings.json. It is idempotent. Run /reload-plugins after changing permissions, or fully quit and restart Claude Code if reload is unavailable.


10-second demo

# 1. Install
curl -fsSL https://plugin.ashlr.ai/install.sh | bash
# Inside Claude Code:
/plugin marketplace add ashlrai/ashlr-plugin
/plugin install ashlr@ashlr-marketplace

# 2. Use β€” read a large file (raw would be ~8,400 tokens)
ashlr__read  { "path": "src/server.ts" }
# Returns snipCompact view: head + tail, elided middle β€” ~1,700 tokens

# 3. Check savings
/ashlr-savings
Session savings  Β·  ashlr-plugin v1.36.0
────────────────────────────────────────
  ashlr__read      6 calls    βˆ’42,180 tok   $0.13
  ashlr__grep      3 calls    βˆ’11,040 tok   $0.03
  ashlr__edit      2 calls     βˆ’3,200 tok   $0.01
  ─────────────────────────────────────────────
  Session total               βˆ’56,420 tok   $0.17
  Lifetime total             βˆ’284,900 tok   $0.86
  7-day sparkline   β–β–‚β–ƒβ–ƒβ–…β–†β–ˆ

What you get

Core efficiency tools (replace built-ins with lower-token equivalents):

MCP tool Description
ashlr__read snipCompact + LLM summary on files > 16 KB (Anthropic Haiku 4.5 default, ONNX/local fallback). Mean βˆ’82.1% on the v1.22 bench. Line numbers preserved on code files.
ashlr__grep Genome-aware RAG when .ashlrcode/genome/ or cloud genome exists; ripgrep fallback with LLM summary.
ashlr__edit In-place search/replace β€” returns diff summary only, not the full file. Levenshtein candidates on miss.
ashlr__edit_structural AST-aware rename (Unicode identifiers: cafΓ©, Ο€, CJK) + cross-file rename with anchorFile + maxFiles + shadowing guard + dryRun + extract-function with return-value detection (0 / 1 / N outputs). .ts/.tsx/.js/.jsx.
ashlr__multi_edit Batch multiple search/replace edits in one call.
ashlr__savings Live token-savings dashboard: session + lifetime + per-tool breakdown.

Shell, data, and web tools:

MCP tool Description
ashlr__bash Shell with auto-compression + pluggable summarizer registry (servers/_bash-summarizers-registry.ts) covering git log/git diff/git show, ls, ps, npm ls, unified test-runner output, tsc, and npm/bun/yarn/pnpm installs. Long-running commands survive timeouts via process-group SIGKILL.
ashlr__bash_start / _tail / _stop / _list Long-running background command control plane.
ashlr__sql SQLite + Postgres one-shot. explain and schema modes. LLM summary on 100+ row results.
ashlr__http HTTP fetch with readable-extract (HTML), array-elide (JSON), and private-host safety.
ashlr__webfetch Fetch + extract web pages with token budget. LLM summarization kicks in at 4 KB (web content is denser than code), 100 KB hard cap.
ashlr__logs Tail with level filter + dedupe + LLM summary.
ashlr__diff Adaptive git diff (stat/summary/full) with LLM summary on big diffs.
ashlr__diff_semantic Semantic diff with meaning-aware change grouping.
ashlr__test Structured test-runner output parser β€” bun/vitest/jest/pytest/go test. Compresses runner noise into one failure block per failure.

Codebase navigation:

MCP tool Description
ashlr__tree gitignore-aware directory tree with per-dir truncation + size/LOC modes.
ashlr__glob gitignore-aware file glob with size/LOC metadata.
ashlr__ls Directory listing with size metadata.
ashlr__orient Codebase orientation: entry points, key files, dependency graph.

Genome + GitHub:

MCP tool Description
ashlr__genome_propose / _consolidate / _status Active genome scribe loop β€” keeps .ashlrcode/genome/ current as you code.
ashlr__issue / ashlr__pr GitHub issue and PR read ops.
ashlr__issue_create / ashlr__issue_close GitHub issue write ops. Self-approval guard + ASHLR_REQUIRE_GH_CONFIRM=1 opt-in confirmation.
ashlr__pr_comment / ashlr__pr_approve GitHub PR write ops. pr:"current" resolves via gh pr view. No destructive ops (no merge/close/delete).
ashlr__ask Ask a question, get a structured answer with citations.

See docs/architecture.md for the full tool registry and router layout.


Pro cloud

ashlr Pro connects to a hosted backend at https://api.ashlr.ai, unlocking features that require server-side state:

Feature What it does
Cross-machine stats Aggregate token savings across all your machines. GET /v1/stats/aggregate returns machine_count + combined lifetime totals.
Hosted summarizer POST https://api.ashlr.ai/llm/summarize β€” cloud inference via xAI Grok 4.3. Falls back to local summarization or snipCompact when unavailable.
Team genome Encrypted genome sync across teammates. DEKs wrapped with X25519 β€” only key-holders can decrypt (/ashlr-genome-team-init).

Privacy: telemetry is off by default and explicit opt-in only (ASHLR_TELEMETRY=on). The sessionId is an opaque 16-char hex value per session β€” never your user identity β€” and is stored server-side as a SHA-256 hash. File paths and content are never sent. See plugin.ashlr.ai/docs for the full privacy contract (internal: docs/telemetry.md).

Production URL: https://api.ashlr.ai

The /ashlr-doctor command includes a cloud check that pings /healthz with a 3-second timeout and reports latency. Set ASHLR_API_URL_DISABLE=1 to suppress it in offline environments.


Status-line

The Claude Code status bar shows session savings, a 7-day sparkline, and optional context pressure. The examples below are representative; counters and optional badges depend on your session and settings.

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  ashlr  βˆ’0 tok  $0.00  ▁▁▁▁▁▁▁  idle       β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  ashlr  βˆ’12,480 tok  $0.04  β–β–‚β–ƒβ–„β–…β–†β–ˆ  β–ˆβ–ˆ    β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚  ashlr  βˆ’48,200 tok  $0.14  β–β–ƒβ–…β–†β–ˆβ–ˆ  β–“β–“β–“ !! β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

!! appears when context pressure is high. Install:

bun run ~/.claude/plugins/cache/ashlr-marketplace/ashlr/<version>/scripts/install-status-line.ts
Example output Meaning
ashlr Β· β—¦ Β· ▁▁▁▁▁▁▁ Β· session +0 β‰ˆ$0.00 No savings recorded in this session yet.
ashlr Β· ↑ Β· β–β–‚β–ƒβ–„β–…β–†β–ˆ Β· session ↑+12.5K β‰ˆ$0.01 Β· lifetime +42K (est.) Session savings and estimated lifetime savings; ↑ marks recent activity.
ashlr Β· ctx: 92% Β· session +48.2K β‰ˆ$0.04 Context usage was available from Claude Code input. ctx: is omitted when no usable usage/limit pair is provided.

The optional statusLine settings live under the ashlr key in ~/.claude/settings.json. Omitted booleans use the defaults shown here.

Field Default Effect
statusLine true Master switch; false hides the status line.
statusLineSession true Show the current session's saved-token count and cost estimate.
statusLineLifetime true Show lifetime saved-token count when it is greater than zero.
statusLineTips true Add a rotating tip, or an eligible upgrade nudge, when it fits.
statusLineSparkline true Show the 7-day activity sparkline and heartbeat.
statusLineUpgradeNudge true Allow the free-tier 50K-session-savings upgrade nudge; set false to silence it.

For example, to hide tips and lifetime totals while keeping session savings:

{
  "ashlr": {
    "statusLineTips": false,
    "statusLineLifetime": false
  }
}

The status line is Claude Code-specific. Codex users can inspect savings with ashlr-plugin stats --json or the ashlr__savings MCP tool.


Install

Prerequisites: Bun β‰₯ 1.3 and at least one supported host: Codex CLI, Claude Code, Cursor, Goose, or another MCP-capable client. Interactive installers can offer to install Bun; piped/non-interactive installs skip that prompt and rely on MCP bootstrap if Bun is missing. Verify with bun --version first, or install: curl -fsSL https://bun.sh/install | bash. No account, no API key.

# Claude Code one-liner
curl -fsSL https://plugin.ashlr.ai/install.sh | bash

For Codex:

git clone https://github.com/ashlrai/ashlr-plugin
cd ashlr-plugin && bun install
codex plugin marketplace add ashlrai/ashlr-plugin
codex plugin add ashlr@ashlr-marketplace
bun run scripts/cli.ts codex-doctor --json

For Claude Code:

/plugin marketplace add ashlrai/ashlr-plugin
/plugin install ashlr@ashlr-marketplace
/reload-plugins

Verify with /ashlr-status. If /reload-plugins is unavailable or /ashlr-status does not see the plugin, fully quit and restart Claude Code.

Manual install:

git clone https://github.com/ashlrai/ashlr-plugin \
  ~/.claude/plugins/cache/ashlr-marketplace/ashlr
cd ~/.claude/plugins/cache/ashlr-marketplace/ashlr && bun install
# Then inside Claude Code:
# /plugin marketplace add ashlrai/ashlr-plugin
# /plugin install ashlr@ashlr-marketplace
# /reload-plugins

Provider base URLs

The plugin's own provider calls (the summarizer and token-count calls to Anthropic, the genome reachability probes for Anthropic and OpenAI, and the Ollama checks in /ashlr-ollama-setup and genome-init) read the usual environment variables and keep their old defaults when none is set:

Variable Default Form
ANTHROPIC_BASE_URL https://api.anthropic.com root, without /v1
OPENAI_BASE_URL https://api.openai.com/v1 includes /v1
OLLAMA_HOST http://localhost:11434 host, host:port, :port or a full URL

Trailing slashes are trimmed. Pointing these at a gateway such as a LiteLLM proxy or a Phantom proxy is therefore possible, because the plugin just sends its requests to whatever URL you set. Only the URL handling is covered by tests here; the plugin has not been tested against any specific gateway, and what a gateway does with your keys and requests is documented by that gateway. Not covered: the Ollama probe in the session greeting and the optional ASHLR_EMBED_URL embedding endpoint, which keep their own settings.

/ashlr-doctor also lists whether the optional Phantom CLI is installed and which version. It runs only phantom --version and never reads or reveals secret values. To run tools with Phantom placeholder keys and base URLs, start them with phantom exec -- <cmd>.

Running the doctor and benchmark scripts under Phantom is supported only through phantom exec, for example phantom exec -- bun run scripts/doctor.ts or phantom exec -- bun run scripts/run-benchmark.ts --validate-tokenizer. Inside such a session the doctor's phantom exec line reports the proxy port, which provider keys hold phm_ placeholders and which base URLs point at the local proxy (with the session token redacted). It warns when a key is a phm_ placeholder outside a session, when a placeholder's base URL does not point at the proxy, or when a key is a phm: reference. The plugin never resolves phm: references, never runs phantom reveal and never prints key values; run-benchmark --validate-tokenizer skips the API sample when the key would not work from that process. Detection uses variable names, the phm prefixes and the base URL host and port only; it has not been tested against a live Phantom session here.

Commands

Command Description
/ashlr-help List every ashlr slash command grouped by purpose (Onboarding / Token meter / Genome / Upgrade / Diagnostics)
/ashlr-allow Auto-approve every ashlr MCP tool β€” covers canonical mcp__plugin_ashlr_ashlr__ashlr__* names, run once after install
/ashlr-status Plugin health + MCP server reachability + genome detection
/ashlr-savings Live dashboard: session + lifetime + per-tool + 7-day sparkline
/ashlr-doctor 11-check diagnostic β€” deps, MCP reachability, hooks, settings
/ashlr-tour 60-second guided walkthrough on your current project
/ashlr-benchmark Token-savings benchmark against your current project
/ashlr-genome-init Initialize .ashlrcode/genome/ for the genome-backed grep path
/ashlr-ollama-setup Diagnose Ollama for --summarize; pull recommended 3B model
/ashlr-settings View or change plugin toggles
/ashlr-update git pull + bun install + report what changed

Free vs Pro

The free tier is the product β€” 40 MCP tools, 34 slash commands, the full genome scribe loop, and every benchmark included. No account required.

Pro ($12/mo, 7-day trial) adds cloud infrastructure for developers who need it: cross-machine stats sync, hosted embedding retrieval, cloud LLM summarizer (no local Ollama required), and a live auto-updating savings badge. Team ($24/user/mo, min 3) adds shared encrypted team genome, org savings dashboard, policy packs, and SSO.

Run /ashlr-upgrade to upgrade, or see plugin.ashlr.ai/docs/pro/pricing for the full comparison.


Architecture

See plugin.ashlr.ai/docs/contributing/architecture for how the tools, hooks, and genome scribe loop fit together. Internal notes: docs/architecture.md.

Changelog

See CHANGELOG.md for version history.

Part of the Ashlr ecosystem

The Ashlr plugin is one of the open-source tools from Ashlr, a forward-deployed engineering company. Its siblings: Lexicon, Locus, Phantom Secrets, Ashlr Stack, Ashlr Markdown.

Contributing

Issues and PRs are welcome. Look for good first issue to get started, and read CONTRIBUTING.md. Report security problems privately per SECURITY.md.

License

MIT β€” LICENSE.

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Token-efficiency plugin for Claude Code and Codex: MCP tools and hooks that replace high-volume Read/Grep/Edit/Bash calls with compact equivalents, powered by @ashlr/core-efficiency.

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