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  1. Home
  2. 🛠️ Other Tools and Integrations
  3. AI Tool Optimizer
AI Tool Optimizer logo
Health: ActiveRecent health check succeeded.Last checked 9/6/2026, 11:17:31 PM

AI Tool Optimizer

User RatingsBe the first to rate and review this MCP server!
View Repository1 GitHub StarsTotal stargazers on GitHub for the source repository (1 stars).
mcpdeveloper-toolstoken-optimizationschema-distillation

Distills MCP tool schemas into shorter text descriptions to reduce token usage by a stated 40–70%.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

One-click editor setup isn’t available for this listing yet — we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON ▾
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself — its README, its docs, or a verified owner. We haven’t found those for TollboothLabs/ai-tool-optimizer, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing Alternatives🛠️ More in Other Tools and Integrations

Overview

AI Tool Optimizer reduces the token cost of MCP tool descriptions through text-based schema distillation. Use it when MCP tool metadata consumes a significant portion of an agent's context window.

Use cases

•Reduce MCP tool description token usage
•Distill verbose tool schemas into shorter text
•Optimize context consumption for MCP-based agents

Key features

•Text-based schema distillation
•MCP tool description optimization
•Claimed 40–70% token cost reduction

Capabilities & Tool Schemas

Inspect callable tools, capabilities, and parameters exposed to AI agents by AI Tool Optimizer.

Extracted Tool Capabilities
Text-based schema distillation
MCP tool description optimization
Claimed 40–70% token cost reduction

Documentation Overview

AI Tool Optimizer is a 🛠️ Other Tools and Integrations MCP server from TollboothLabs listed on AllMCPs. Reduces MCP tool description token costs by 40-70% through pure text schema distillation.

Read the full README →View source on GitHub →

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

GitHub stars
1
Stargazers on the source repository.
Last commit
6mo ago
Most recent push to the default branch.
Directory activity
2 views
Config copies, upvotes, and views on AllMCPs.

Reviews

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Frequently Asked Questions about AI Tool Optimizer

It optimizes MCP tool descriptions and schemas by reducing their text length.

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Technical Specs & Signals

Category🛠️Other Tools and Integrations
PricingFree
More technical detailsExpand ▾
AuthNo auth required
Last updatedAug 11, 2026
4/5 checks healthy over the last 31d
Views2
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars1
GitHub Star CountTotal stargazers on GitHub representing community popularity (1 stars).
Last commit6mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Mar 9, 2026
32Quality signal: Emerging · 32/100How this signal is calculated ▾
Server availabilityNot measured

Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools13/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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More in 🛠️ Other Tools and Integrations →Alternatives to AI Tool Optimizer →Install in Claude DesktopInstall in CursorInstall in VS Code