thai-token-optimizer
TTO v2.0 compact Thai + safety-aware Claude Code hooks with MTP guidance, quality score, coach mode, ops analytics, and exact preservation of commands/paths/errors.
Plugin bundle · by Dr.Kittimasak Naijit
About
thai-token-optimizer is a plugin bundle for AI coding tools published by Dr.Kittimasak Naijit. Marketplaces we read that list it: 1 (Community GitHub marketplaces). We first saw it on 2026-10-25 and have recorded no change since. As of our marketplace pass on 2026-10-27.
What it asks for
- Installs as a plugin bundle
- Hooks: 5
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Works with
- Claude Code
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a Claude Code plugin
Built from what Community GitHub marketplaces declares.
/plugin marketplace add kittimasak/thai-token-optimizer
/plugin install thai-token-optimizer@thai-token-optimizer-marketplaceWhere it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Community marketplace kittimasak/thai-token-optimizer (Open the source on GitHub) | Listed | 2.0.0 | Forks (GitHub): 5 Stars (GitHub): 48 |
Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
Listed in one community marketplace
| Marketplace | Repository | Stars (GitHub) |
|---|---|---|
| thai-token-optimizer-marketplace | kittimasak/thai-token-optimizer | 48 |
What the bundle contains
As published on Community GitHub marketplaces.
Skills: 1
thai-token-optimizer
Hooks: 5
PostToolUsePreToolUseSessionStartStopUserPromptSubmit
What changed
- Became a product we track
- Community GitHub marketplaces: appeared
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
AI eXchange Optimised Notation plugin converts your inputs into a machine-to-machine language to reduce token usage by up to 80% depending on the context.
-
พอดี — พูดไทยสั้นๆ ลด output token 60-75% โดยไม่เสีย technical accuracy
-
Compress LLM output tokens up to 72% using Singlish grammar — copula omission, PRO-drop, topic-comment restructuring, and aspect particles. Three intensity levels: light (siudai…
-
A Claude Code plugin that routes text-heavy tasks to the right Claude model — saving tokens without sacrificing quality. Why Planning, CLAUDE.md generation, README writing, and…
-
TokenSqueezer LLM Token Compressor
x402-gated LLM token compressor: strip filler, collapse JSON, densify prose. Paid in USDC.
-
Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hedges, clichés.
-
Refactor verbose or unnatural prose into concise, native-sounding text in a configured target language using a sonnet subagent (file mode rewrites in place, text mode returns the…
-
Cuts Claude Code reply length in half and removes mannered prose. 22 writing rules as a forced output style, a per-turn reminder against drift in long sessions, the same rules for…
-
Per-prompt score + rewrite in your chosen target language. Output via systemMessage (visible to you, not added to the model's context).
-
Ultra-compressed communication mode. Cuts token usage 20-50% (75% upper bound) by dropping filler, articles, pleasantries, and hedging while keeping full technical accuracy…
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
AI eXchange Optimised Notation plugin converts your inputs into a machine-to-machine language to reduce token usage by up to 80% depending on the context.
-
A Claude Code plugin that routes text-heavy tasks to the right Claude model — saving tokens without sacrificing quality. Why Planning, CLAUDE.md generation, README writing, and…
-
Token-optimized document reader — silently compresses .md, .html, and .txt files on every Read, cutting context usage by ~30% with zero workflow change. Adaptive 4-stage…
-
Plan tasks with optimal model routing to minimize token usage. Breaks work into steps, assigns each the right model (Haiku/Sonnet/Opus), adds quality gates between stages…
-
A UserPromptSubmit hook that helps non-native English speakers improve while using Claude Code. Three modes dispatch automatically based on what you type: (1) correct — if your…
Has a listing on Claude Code: claude-plugins-official (5)
-
Output.ai workflow development toolkit for Claude Code. Adds 5 specialist agents (planner, builder, debugger, prompt writer, quality reviewer), 40+ slash-command skills covering…
-
Generate an explorable HTML report of Claude Code session usage — tokens, cache efficiency, subagents, skills, and the most expensive prompts — from local ~/.claude/projects…
-
Interactive self-referential AI loops for iterative development, implementing the Ralph Wiggum technique. Claude works on the same task repeatedly, seeing its previous work, until…
-
Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.
-
Skills for working with Langfuse, the open-source LLM engineering platform for tracing, prompt management, and evaluation.
Has a listing on Claude: knowledge-work-plugins (5)
-
Discover your brand voice from existing documents and conversations, generate enforceable guidelines, and validate AI-generated content against your established tone and…
-
Skills for working with Langfuse, the open-source LLM engineering platform for tracing, prompt management, and evaluation.
-
Official Carbone skill — complete templating language reference covering tags, loops, conditions, formatters, aggregators, and all output formats (DOCX, XLSX, PPTX, ODT, HTML…
-
Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual…
-
Build multimodal AI applications with Pixeltable -- tables, computed columns, embedding search, UDFs, tool-calling agents, and 25+ AI provider integrations.
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
Build with OpenAI APIs, Agents SDK, and ChatGPT Apps, and create and save OpenAI API keys from Codex.
-
Install, open, and connect the signed ChatCut Desktop app from Codex.
-
AI-powered code review in Codex, powered by CodeRabbit.
-
Bring your Canva design workflow into Codex and create, refine, and review designs through natural conversation. Available skills: Resize for social media: Adapt a design for…
Has a listing on Community GitHub marketplaces (5)
-
พอดี — พูดไทยสั้นๆ ลด output token 60-75% โดยไม่เสีย technical accuracy
-
Compress LLM output tokens up to 72% using Singlish grammar — copula omission, PRO-drop, topic-comment restructuring, and aspect particles. Three intensity levels: light (siudai…
-
Refactor verbose or unnatural prose into concise, native-sounding text in a configured target language using a sonnet subagent (file mode rewrites in place, text mode returns the…
-
Cuts Claude Code reply length in half and removes mannered prose. 22 writing rules as a forced output style, a per-turn reminder against drift in long sessions, the same rules for…
-
Per-prompt score + rewrite in your chosen target language. Output via systemMessage (visible to you, not added to the model's context).
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Plain-English translation layer for non-technical Copilot CLI users. Translates every approval prompt, error message, and technical output into clear, jargon-free English with…
-
A runtime-portable 5-agent quality gate that adjudicates text artifacts before they ship. Five role-conditioned LLM deliberators run a 2-round async protocol with cross-read…
-
Run a lightweight, role-separated AI development team with flexible tools, developer-selected models, proportionate planning, and optional QA.
-
Task Researcher and Task Planner for intermediate to expert users and large codebases - Brought to you by microsoft/edge-ai
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
Advanced Security plugin for GitHub Copilot.
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
-
Bring Azure DevOps work-item, repository, and pull-request workflows into GitHub Copilot.
Has a listing on Cursor: cursor/plugins (5)
-
Generate presentations, documents, and webpages.
-
Iterative self-referential AI loops using the Ralph Wiggum technique.
-
Add Grok voice to an app: realtime speech-to-speech, speech-to-text dictation, text-to-speech read-aloud, and a log-driven fix loop for voice sessions.
-
Consult a stronger model before major decisions, when stuck, and before declaring done.
-
Build apps, scripts, and automations with the TypeScript SDK.
Has a listing on Docker MCP Catalog (5)
-
Connect to Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
-
Production-ready RAG service to search and retrieve data from your documents.
-
A Model Context Protocol server for converting almost anything to Markdown.
-
A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.
-
Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
Has a listing on Official MCP Registry (5)
-
TokenSqueezer LLM Token Compressor
x402-gated LLM token compressor: strip filler, collapse JSON, densify prose. Paid in USDC.
-
Deterministic prose linter for LLM text — flags AI slop, filler, buzzwords, hedges, clichés.
-
MCP server for humanizing and rewriting text with the Ryter Pro API.
-
Accurate, brand-controlled translation for text, code, images, and documents with terminology.
-
Cuts AI web-fetching costs up to 99.9% by stripping page junk before it reaches your LLM.
Has a listing on PyPI (MCP servers) (5)
-
chinese-nlp-mcp io.github.leonmch-byte/chinese-nlp-mcp
Chinese NLP toolkit for MCP: segmentation, pinyin, keywords, sensitive words. Offline via stdio.
-
local-delegate io.github.ZahiriNatZuke/local-delegate
Delegate mechanical text tasks to a local OpenAI-compatible LLM to save Claude quota.
-
Let one coding-agent CLI consult another: Codex, Claude Code, OpenCode, Copilot or Antigravity.
-
Connect AI assistants to Outline for document search, reading, and management
-
promptready-mcp io.github.hydrojwh/promptready-mcp
Convert PDF/CSV to Markdown with AI-powered OCR via the PromptReady cloud API.
Has a listing on npm registry (MCP servers) (5)
-
tools-mcp io.github.First-CH/tools-mcp
Web production tools for AI agents: contrast, JP text, WebP, JSON-LD, slugs, dates and 40+ more
-
Overleaf MCP server for Claude, Codex, ChatGPT, and Cursor with safe LaTeX editing and review.
-
Compile documents into a cited knowledge wiki. Retrieve evidence, query, and review via local MCP.
-
Revisable general-purpose models with opt-in story and ideation add-ons. Rust engine required.
-
mistral-mcp io.github.Swih/mistral-mcp
Mistral MCP server: extract invoices and documents from text, Markdown or OCR into typed JSON.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Want this mark on your plugin in our catalog?
Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works
You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.