Token efficiency: tools for developers
Tools that reduce token costs, compress context or cache LLM requests. An entry can appear under several use cases when its topics or description provide several explicit signals.
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92 entries in this view.
Tool ranking
Ranked by measured growth, normalized across sources. Raw values keep their source-specific window, shown under each tool; a change requires at least two snapshots from the last 7 days.
- 1Active
vibe-skill
SkillClaude Code skill — delegate coding tasks to Mistral Vibe, supervise via git diff & save 50-90% Claude token usage
githubmeasured growthOpen source ↗
Install
git clone https://github.com/pcx-wave/vibe-skill ~/.claude/skills/vibe-skill117GitHub starsstable - 2Dormant
pith
SkillPith is the hook that makes Claude Code sessions last 3x longer.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add abhisekjha/pith98GitHub starsstable - 3Dormant
ppt-report-skills
SkillA Claude Code skill for web report decks — richer ECharts charts, one file per slide (edit one page, save tokens), and complex structure diagrams. 16:9 & vertical, PDF/image export.网页版 PPT 汇报的 Claude Code skill:ECharts 把数据画得更好看、每页一个文件改一页省…
githubmeasured growthOpen source ↗
Install
git clone https://github.com/myunwang/ppt-report-skills ~/.claude/skills/ppt-report-skills81GitHub starsstable - 4Dormant
Spiderbrain-V3
SkillSpiderBrain v3 is a multi-platform skill/framework to reduce token usage and AI hallucinations across Claude, Cursor, and other AI tools.
githubmeasured growthOpen source ↗
Install
git clone https://github.com/abhishek-performdigital/Spiderbrain-V3 ~/.claude/skills/Spiderbrain-V365GitHub starsstable - 5Active
toonify-mcp
MCPContext compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.
githubmeasured growthOpen source ↗
64GitHub starsstable - 6Active
webfetch
SkillOwn your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…
githubmeasured growthOpen source ↗
Install
git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch55GitHub starsstable - 7Active
lazy-cat
SkillClaude Code skills for developers who code like cats — never more effort than the problem requires.
githubmeasured growthOpen source ↗
Install
git clone https://github.com/albertobarnabo/lazy-cat ~/.claude/skills/lazy-cat50GitHub starsstable - 8Dormant
token-reducer
Skill⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add Madhan230205/token-reducer44GitHub starsstable - 9Dormant
Few-Word
SkillClaude Code plugin that offloads large outputs to filesystem and retrieves when required.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add sheeki03/Few-Word38GitHub starsstable - 10Dormant
unclog
MCPAudit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.
githubmeasured growthOpen source ↗
35GitHub starsstable - 11Dormant
Convert long AI conversations into portable conversation state graphs for LLM handoffs.
githubmeasured growthOpen source ↗
Install
git clone https://github.com/Adityapal67/context-graph-compressor ~/.claude/skills/context-graph-compressor35GitHub starsstable - 12Active
claude-code-eco
SkillEco mode for Claude Code. /eco: -31% to -73% output tokens with critical findings intact; /eco-max: up to -75% with lowered effort. Measured hardest on Claude Fable 5 (fable5), deep-studied on Sonnet 5, works on Opus 4.8 too. We publish our…
githubmeasured growthOpen source ↗
Install
/plugin marketplace add sup3x/claude-code-eco33GitHub starsstable - 13Active
super-token-saver
SkillRestore prior Claude Code AND Codex sessions with zero LLM calls. Cross-tool session handoff, cache-expiry prevention, real cost dashboard. One plugin, both hosts.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add ww-w-ai/super-token-saver31GitHub starsstable - 14Dormant
claude-teams-brain
SkillGive your Claude Code Agent Teams a memory. Auto-injects role-specific context into every new teammate — your team never starts blind again.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add Gr122lyBr/claude-teams-brain26GitHub starsstable - 15Active
senior-fable
SkillTech-lead orchestration for Claude Code — the top-tier model (Fable) keeps architecture & decisions, cheap subagents (Sonnet/Opus) do the routine and the digging. Save tokens without losing quality.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add AndyShaman/senior-fable23GitHub starsstable - 16Active
fable-baton
SkillClaude Code plugin: Fable 5 as a token-frugal orchestrator with tiered Opus/Sonnet/Haiku agents
githubmeasured growthOpen source ↗
Install
/plugin marketplace add realgarit/fable-baton22GitHub starsstable - 17Active
permafrost
SkillFreeze Claude Code's prompt prefix so DeepSeek's automatic cache always hits — alignment proxy + coalescing + keepalive, installable as a CC plugin. Measured 64% cheaper on real Claude Code traffic.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add jianzhichun/permafrost21GitHub starsstable - 18Active
catalyst
SkillToken-efficient Claude Code workspace with parallel agents and persistent memory. Research → Plan → Implement → Validate workflow.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add coalesce-labs/catalyst20GitHub starsstable - 19Active
laconic
SkillToken-compression skill. An adaptation of caveman — short common words, trust context, say just enough, be laconic.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add GabrielBarberini/laconic19GitHub starsstable - 20Active
A MCP that turns PDFs into structured text, tables, figures, metadata, annotations, and page-level evidence for selective retrieval by MCP-compatible AI agents. Improves the information quality AI agents receive while also reducing token…
githubmeasured growthOpen source ↗
17GitHub starsstable - 21Active
voly
AgentControl plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.
githubmeasured growthOpen source ↗
16GitHub starsstable - 22Dormant
DAG-based Lossless Context Management for Claude Code. Every message preserved, summaries cascade as a DAG, patterns extracted via Lossless Dream — full recall and reflection across sessions.
githubmeasured growthOpen source ↗
15GitHub starsstable - 23Dormant
Optimize Claude Code token usage — 22 skills, 8 hooks, 6 rules. One npm install. Zero manual steps. Cut costs by 67%.
githubmeasured growthOpen source ↗
9GitHub starsstable - 24Active
claude-mini-hud
Skill对标 claude-hud 核心功能,控制在 7 行以内更轻量。内置 13 个国产大模型平台用量查询 (智谱 GLM / MiniMax / DeepSeek / Kimi / StepFun / SiliconFlow 等),第三方代理用户也能实时看到额度消耗。
githubmeasured growthOpen source ↗
Install
/plugin marketplace add zander-zyx/claude-mini-hud9GitHub starsstable - 25Active
mcp-recall
Skillmcp-recall compresses MCP tool outputs (94 KB → 3.5 KB · 96%) and stores full results in SQLite for retrieval — up to 30x more tool calls per session for heavy MCP workloads.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add sakebomb/mcp-recall8GitHub starsstable