Skip to main content
Glama

AI Token Optimizer

An MCP server that cuts AI coding-agent token usage by 60–80% via framework-aware context optimization.

CI CodeQL npm License: MIT

AI coding agents read whole files when they need 15 lines. They load *.g.dart, R.java, node_modules/, and dist/ into context — then do it again next turn. AI Token Optimizer is a Model Context Protocol server that intercepts those tool calls and strips framework noise before it reaches the model.

Works with anything that speaks MCP: Claude Code, Cursor, Cline, Continue, Zed, JetBrains AI, GitHub Copilot agent mode, Antigravity, Windsurf, OpenAI Codex CLI.

Quickstart

npm install -g @ai-optimizer/core

Then point your agent at the ai-optimizer stdio server. For Claude Code, add to ~/.claude/settings.json:

{
  "mcpServers": {
    "ai-optimizer": {
      "command": "ai-optimizer"
    }
  }
}

Or scaffold the config and preview your savings automatically:

npx @ai-optimizer/init
# "we'd skip 47 files, ~14K tokens/session, ~$0.42/session at Sonnet pricing"

Full per-agent setup (Cursor, others), LSP install, and verification steps live in packages/core/README.md.

Related MCP server: parecode

What it does

It registers tools the agent uses instead of its built-in file/dir/error reads:

Tool

What it saves

optimized_read_file

Framework-aware skip + optional line slice

optimized_list_files

Walks the tree applying ignore globs (+ .gitignore)

optimized_grep

Content search scoped by ignore filters

optimized_diagnostics

Spawns the right LSP, returns errors + a narrow code window

read_symbol

LSP workspace/symbol slice instead of a full-file read (Pro/LSP)

strip_bash_noise

Strips ANSI, npm/maven/gradle progress, JVM warnings

optimizer_status

Detected frameworks, active packs, cumulative tokens saved

When a project type is detected (e.g. Python via pyproject.toml), the matching pack's ignore rules activate automatically. .gitignore is respected on top.

Tiers

Free (MIT core)

Pro ($9/mo)

Team ($29/seat)

Framework packs

Python, JS/TS

+ React, Flutter, Java, Kotlin, Go, Rust, C#, Swift, Ruby, Elixir, PHP, Solidity

all Pro packs

History compaction

Scheduler (claude -p cron)

+ work-stealing across providers

Audit log + secret redaction + policy

See PRICING.md. Behavior-changing or data-sharing features (scheduler, work-stealing, telemetry) are off by default and require explicit opt-in. Display-only features (dollar-value savings) default on.

Monorepo layout

Package

Purpose

Published

packages/core

MCP server + free packs

npm (MIT)

packages/init

npx @ai-optimizer/init config + savings preview

npm

packages/sdk

definePack plugin SDK

npm

packages/context-mode-import

Import .contextmode configs

npm

packages/pro

Pro/Team packs + scheduler + audit

private

apps/landing, apps/dashboard, apps/vscode-extension, apps/license-server

Site, local dashboard, IDE widget, license issuance

private

tools/pack-bench

Pack quality benchmark harness

private

Architecture details: ARCHITECTURE.md.

Development

npm install            # at repo root (workspaces)
npm run build          # build all packages
npm test               # run all test suites

Security

Local-only by design — license validation is the only network call. Report vulnerabilities per SECURITY.md.

License

Core engine is MIT — see LICENSE. Pro/Team packs are proprietary.

F
license - not found
-
quality - not tested
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

View all related MCP servers

Related MCP Connectors

  • An MCP server that gives your AI access to the source code and docs of all public github repos

  • MCP server for AI agent profiles and smart notes. 60+ coding prompt packs with expert personas.

  • Augments MCP Server - A comprehensive framework documentation provider for Claude Code

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/shivam-app-developers/ai-optimizer'

If you have feedback or need assistance with the MCP directory API, please join our Discord server