Le descrizioni degli strumenti sono in inglese.

Efficienza dei token

Strumenti per ridurre i costi dei token e comprimere il contesto.

Classifica degli strumenti

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

1
rtk
CLI
AttivoUltimo commit oggi · 2026-09-01
CLI proxy that reduces LLM token consumption by 60-90% on common dev commands. Single Rust binary, zero dependencies
RustLicenza: Apache-2.0
- agentic-coding
- ai-coding
- anthropic
- claude-code
- cli
githubcreato 7 mesi facrescita misurataApri fonte ↗
78 241stelle GitHub+697 (+0.90 %)
2
headroom
MCP
AttivoUltimo commit 1 giorno fa · 2026-09-01
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
PythonLicenza: Apache-2.0
- agent
- ai
- anthropic
- claude-code
- compression
githubcreato 7 mesi facrescita misurataApri fonte ↗
68 350stelle GitHub+630 (+0.93 %)
3
token-optimizer
Altro
AttivoUltimo commit 1 giorno fa · 2026-09-01
Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.
Python
- agentskills
- claude-code
- claude-code-skill
- claude-plugin
- context-engineering
githubcreato 6 mesi facrescita misurataApri fonte ↗
2 122stelle GitHub+149 (+7.6 %)
4
dao-code
Altro
AttivoUltimo commit 31 giorni fa · 2026-08-02
Open-source TypeScript terminal coding agent for DeepSeek-V4 — builds on DeepSeek's strong price-performance and ultra-cheap cache pricing, engineering byte-stable prefixes and cache-reusing forks so cross-session memory and a continuous…
TypeScriptLicenza: MIT
- ai-agent
- cli
- coding-agent
- deepseek
- llm
githubcreato 2 mesi famomentum stimatoApri fonte ↗
1 254stelle GitHub—
5
ratel
MCP
AttivoUltimo commit 1 giorno fa · 2026-09-01
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
TypeScriptLicenza: MIT
- accuracy
- agents
- claude-skills
- context
- harness
githubcreato 9 mesi facrescita misurataApri fonte ↗
433stelle GitHub+6 (+1.4 %)
6
claude-night-market
Skill
AttivoUltimo commit 1 giorno fa · 2026-08-31
23 Claude Code plugins: TDD enforcement hooks, git/PR workflows, spec-driven development, code review, project lifecycle, fix-from-error, maintenance automation, context optimization, research, and multi-LLM delegation. 186 skills, 128…
PythonLicenza: MIT
- ai-agents
- architecture-patterns
- awesome-claude-code
- awesome-claude-skills
- claude-agents
githubcreato 9 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/athola/claude-night-market ~/.claude/skills/claude-night-market
333stelle GitHub+3 (+0.91 %)
7
llmtrim
MCP
AttivoUltimo commit 16 giorni fa · 2026-08-17
MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.
↓ 171 download/settimanaRustLicenza: MPL-2.0
mcpcreato 2 mesi facrescita misurataApri fonte ↗
Installa claude mcp add llmtrim -- npx @llmtrim/cli
222stelle GitHub+6 (+2.8 %)
8
agentic-os
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-01
Governance framework for AI coding agents. It runs them through a five-step workflow (plan, build, review, test, ship) where no step counts as done without evidence. Drop-in rules and guardrails for Claude Code, Codex, Cursor, Copilot, and…
PythonLicenza: MIT
- agent-framework
- agent-orchestration
- agentic-development
- agents-md
- ai-agent
githubcreato 4 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/KbWen/agentic-os ~/.claude/skills/agentic-os
155stelle GitHub+9 (+6.2 %)
9
magic-compact
Skill
AttivoUltimo commit 9 giorni fa · 2026-08-24
Lossless context compression plugin for Claude Code & OpenCode.
TypeScriptLicenza: BSD-3-Clause
- anthropic
- chatgpt
- claude
- claude-code
- claude-code-plugin
githubcreato 2 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add aerovato/magic-compact
146stelle GitHub+2 (+1.4 %)
10
token-saver
Skill
AttivoUltimo commit 15 giorni fa · 2026-08-18
Content-aware output compression for AI coding assistants. 36 specialized processors cut CLI output tokens by 60-99% (git, pytest, npm, terraform, kubectl, docker, and more) without losing errors, diffs, or stack traces.
PythonLicenza: Apache-2.0
- agentic-ai
- ai-coding-assistant
- claude-code
- claude-code-plugin
- cli-tools
githubcreato 6 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add ppgranger/token-saver
142stelle GitHub+2 (+1.4 %)
11
governor
Skill
AttivoUltimo commit 2 mesi fa · 2026-06-20
Claude Code usage governor: compact professional output, context slimming, tool-output filtering, telemetry, and drift guardrails.
PythonLicenza: MIT
- ai-tools
- claude-ai
- claude-code
- claude-code-plugin
- claude-skills
githubcreato 4 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add 0xhimanshu/governor
133stelle GitHub+4 (+3.1 %)
12
vibe-skill
Skill
AttivoUltimo commit 21 giorni fa · 2026-08-11
Claude Code skill — delegate coding tasks to Mistral Vibe, supervise via git diff & save 50-90% Claude token usage
Shell
- claude
- claude-ai
- claude-ai-skills
- claude-code
- claude-skill
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/pcx-wave/vibe-skill ~/.claude/skills/vibe-skill
117stelle GitHubstabile
13
skills-janitor
MCP
AttivoUltimo commit 22 giorni fa · 2026-08-11
Tinder for your Claude Code skills, subagents and MCP servers. Swipe away what wastes context, scan for prompt injection, get honest token costs. Fixes what it finds and actually deletes. Zero dependencies, Claude Code + Codex.
ShellLicenza: MIT
- agent-skills
- ai-agents
- claude
- claude-code
- claude-code-marketplace
githubcreato 5 mesi facrescita misurataApri fonte ↗
115stelle GitHub+1 (+0.88 %)
14
claude-context-optimizer
Skill
AttivoUltimo commit oggi · 2026-09-01
Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero config.
JavaScriptLicenza: MIT
- ai-tools
- anthropic
- claude-code
- claude-code-plugin
- cli-plugin
githubcreato 5 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add egorfedorov/claude-context-optimizer
103stelle GitHub+6 (+6.2 %)
15
pith
Skill
DormienteUltimo commit 3 mesi fa · 2026-05-06
Pith is the hook that makes Claude Code sessions last 3x longer.
PythonLicenza: MIT
- anthropic
- claude-code
- claude-code-plugin
- llm-tools
- token-optimization
githubcreato 4 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add abhisekjha/pith
98stelle GitHubstabile
16
ppt-report-skills
Skill
DormienteUltimo commit 3 mesi fa · 2026-06-03
A 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…
HTMLLicenza: MIT
- ai
- anthropic
- claude
- claude-code
- claude-skills
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/myunwang/ppt-report-skills ~/.claude/skills/ppt-report-skills
81stelle GitHubstabile
17
Tokdash
Skill
AttivoUltimo commit oggi · 2026-09-01
Agent Dashboard: Visualization and analytics for Sessions and Quota Usage. Track, analyze, and optimize token usage across providers with heatmaps, cost tracking, token counting and quota resets..
PythonLicenza: MIT
- agent
- analytics
- anthropic
- claude-code
- claude-code-plugin
githubcreato 6 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add JingbiaoMei/Tokdash
67stelle GitHub+4 (+6.3 %)
18
Spiderbrain-V3
Skill
DormienteUltimo commit 3 mesi fa · 2026-06-04
SpiderBrain v3 is a multi-platform skill/framework to reduce token usage and AI hallucinations across Claude, Cursor, and other AI tools.
- agent-skills
- ai
- ai-agents
- anthropic
- claude
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/abhishek-performdigital/Spiderbrain-V3 ~/.claude/skills/Spiderbrain-V3
65stelle GitHubstabile
19
toonify-mcp
MCP
AttivoUltimo commit 17 giorni fa · 2026-08-16
Context compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.
TypeScriptLicenza: MIT
- claude-code
- claude-code-plugin
- context-compression
- context-window
- developer-tooling
githubcreato 8 mesi facrescita misurataApri fonte ↗
64stelle GitHubstabile
20
RustAPI
Libreria
AttivoUltimo commit 11 giorni fa · 2026-08-22
A high-performance, ergonomic web framework for Rust with native AI/LLM support.
RustLicenza: Apache-2.0
- ai-native
- api-framework
- async
- backend
- developer-tools
githubcreato 8 mesi facrescita misurataApri fonte ↗
61stelle GitHubstabile
21
skillreaper
MCP
AttivoUltimo commit 2 giorni fa · 2026-08-30
Cut context bloat in your AI-agent stack: find and safely prune unused skills, MCP servers and subagents from real transcript evidence
GoLicenza: MIT
- agent-skills
- ai-agents
- anthropic
- claude-code
- claude-code-plugin
githubcreato 2 mesi facrescita misurataApri fonte ↗
55stelle GitHub+3 (+5.8 %)
22
webfetch
Skill
AttivoUltimo commit 41 giorni fa · 2026-07-23
Own 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…
PythonLicenza: MIT
- agent-memory
- agent-skills
- agentic-workflow
- agents
- anthropic
githubcreato 4 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch
55stelle GitHubstabile
23
lazy-cat
Skill
AttivoUltimo commit 2 mesi fa · 2026-06-11
Claude Code skills for developers who code like cats — never more effort than the problem requires.
JavaScriptLicenza: MIT
- ai-productivity
- anthropic
- cat
- claude
- claude-code
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/albertobarnabo/lazy-cat ~/.claude/skills/lazy-cat
50stelle GitHubstabile
24
hush
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-01
🤫 Token-lean sessions at the harness level. An easy to grasp output style, output-shrinking hooks, and log compression cut both input and output tokens.
JavaScriptLicenza: MIT
- agent-skills
- ai
- anthropic
- claude
- claude-code
githubcreato 57 giorni facrescita misurataApri fonte ↗
Installa /plugin marketplace add V-Songbird/hush
47stelle GitHub+5 (+11.9 %)

Risorse didattiche e di riferimento

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Queste risorse restano accessibili separatamente e non partecipano alla classifica principale.

1
outsourcerer
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-01Apri fonte ↗
Make the most out of your subscriptions. Delegate work to other harnesses and models, while keeping your main session the orchestrator. Nothing new to learn. Keep working like you do, but better.
Shell
- agent-skills
- agentic-workflow
- claude-code
- codex
- fable
github
Installa git clone https://github.com/alexgreensh/outsourcerer ~/.claude/skills/outsourcerer
attivo 1 giorno facreato 53 giorni faRisorsacrescita misurata
142stelle GitHub+4 (+2.9 %)

Efficienza dei token

Utilizzo

Attività

Ordina per

Classifica degli strumenti

rtk

headroom

token-optimizer

dao-code

ratel

claude-night-market

llmtrim

agentic-os

magic-compact

token-saver

governor

vibe-skill

skills-janitor

claude-context-optimizer

pith

ppt-report-skills

Tokdash

Spiderbrain-V3

toonify-mcp

RustAPI

skillreaper

webfetch

lazy-cat

hush

Risorse didattiche e di riferimento

outsourcerer