Efficienza dei token

Classifica degli strumenti

Classifica per crescita misurata e normalizzata tra le fonti. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

1. 1

   headroom

   MCP

   AttivoUltimo commit oggi · 2026-08-31

   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 221stelle GitHub+619 (+0.92 %)
2. 2

   rtk

   CLI

   AttivoUltimo commit oggi · 2026-08-31

   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 098stelle GitHub+671 (+0.87 %)
3. 3

   token-optimizer

   Altro

   AttivoUltimo commit 1 giorno fa · 2026-08-30

   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 084stelle GitHub+120 (+6.1 %)
4. 4

   io.github.pgalyen1987/gate402-mcp

   MCP

   AttivoUltimo commit 29 giorni fa · 2026-08-03

   Pay-per-call agent APIs over x402: web scraping, token compression, and semantic cache.

   JavaScriptLicenza: MIT

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add gate402-mcp -- npx gate402-mcp

   2stelle GitHub+1 (+100.0 %)
5. 5

   claude-context-optimizer

   Skill

   AttivoUltimo commit 6 giorni fa · 2026-08-25

   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

   102stelle GitHub+7 (+7.4 %)
6. 6

   better-compact

   Skill

   AttivoUltimo commit 1 giorno fa · 2026-08-31

   Staged context pruning for OpenCode, Oh My Pi, pi, and Claude Code.

   TypeScriptLicenza: AGPL-3.0

   • ai
   • ai-agents
   • claude-code
   • claude-code-plugin
   • coding-agent

   githubcreato 2 mesi facrescita misurataApri fonte ↗

   Installa /plugin marketplace add AshishKumar4/better-compact

   12stelle GitHub+2 (+20.0 %)
7. 7

   io.github.alphaonedev/ai-memory

   MCP

   AttivoUltimo commit 3 giorni fa · 2026-08-29

   Persistent memory for any AI — zero token cost until recall

   RustLicenza: Apache-2.0

   mcpcreato 5 mesi facrescita misurataApri fonte ↗

   44stelle GitHub+3 (+7.3 %)
8. 8

   hush

   Skill

   AttivoUltimo commit 1 giorno fa · 2026-08-30

   🤫 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 55 giorni facrescita misurataApri fonte ↗

   Installa /plugin marketplace add V-Songbird/hush

   45stelle GitHub+3 (+7.1 %)
9. 9

   llmtrim

   MCP

   AttivoUltimo commit 14 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 %)
10. 10

    agentic-os

    Skill

    AttivoUltimo commit 7 giorni fa · 2026-08-24

    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

    150stelle GitHub+5 (+3.4 %)
11. 11

    concise

    Skill

    DormienteUltimo commit 4 mesi fa · 2026-04-08

    Say more with less. Claude Code skill/plugin that cuts ~60-70% of output tokens while keeping natural, readable English.

    ShellLicenza: MIT

    • ai-coding
    • claude-code
    • claude-code-plugin
    • claude-code-plugins
    • claude-code-skill

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add o4f6bgpac3/concise

    9stelle GitHub+1 (+12.5 %)
12. 12

    Tokdash

    Skill

    AttivoUltimo commit 1 giorno fa · 2026-08-30

    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

    66stelle GitHub+3 (+4.8 %)
13. 13

    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 %)
14. 14

    skillreaper

    MCP

    AttivoUltimo commit 1 giorno 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 ↗

    54stelle GitHub+2 (+3.8 %)
15. 15

    fable-baton

    Skill

    AttivoUltimo commit 28 giorni fa · 2026-08-03

    Claude Code plugin: Fable 5 as a token-frugal orchestrator with tiered Opus/Sonnet/Haiku agents

    HTMLLicenza: MIT

    • anthropic
    • claude-code
    • claude-code-plugin
    • fable
    • hooks

    githubcreato 52 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add realgarit/fable-baton

    22stelle GitHub+1 (+4.8 %)
16. 16

    claude-rolling-context

    Skill

    AttivoUltimo commit 3 giorni fa · 2026-08-28

    Rolling context compression for Claude Code — never hit the context wall. Auto-compresses old messages while keeping recent context verbatim. Zero config, zero latency. Works as a Claude Code plugin.

    PythonLicenza: MIT

    • ai-agent
    • ai-coding
    • anthropic
    • claude
    • claude-code

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add NodeNestor/claude-rolling-context

    31stelle GitHub+1 (+3.3 %)
17. 17

    ratel

    MCP

    AttivoUltimo commit 2 giorni fa · 2026-08-29

    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 ↗

    430stelle GitHub+3 (+0.70 %)
18. 18

    webfetch

    Skill

    AttivoUltimo commit 40 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 GitHub+1 (+1.9 %)
19. 19

    claude-night-market

    Skill

    AttivoUltimo commit 5 giorni fa · 2026-08-26

    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

    332stelle GitHub+2 (+0.61 %)
20. 20

    skills-janitor

    MCP

    AttivoUltimo commit 20 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 %)
21. 21

    vibe-skill

    Skill

    AttivoUltimo commit 20 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

    118stelle GitHub+1 (+0.85 %)
22. 22

    token-saver

    Skill

    AttivoUltimo commit 13 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

    140stelle GitHub+1 (+0.72 %)
23. 23

    magic-compact

    Skill

    AttivoUltimo commit 8 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 59 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add aerovato/magic-compact

    144stelle GitHub+1 (+0.70 %)
24. 24

    dao-code

    Altro

    AttivoUltimo commit 29 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 facrescita misurataApri fonte ↗

    1 254stelle GitHubstabile