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

   llmtrim

   MCP

   AttivoUltimo commit 17 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 GitHubstabile
2. 2

   rtk

   CLI

   AttivoUltimo commit oggi · 2026-09-03

   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 476stelle GitHub+725 (+0.93 %)
3. 3

   headroom

   MCP

   AttivoUltimo commit oggi · 2026-09-04

   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 835stelle GitHub+901 (+1.3 %)
4. 4

   voly

   Agente

   AttivoUltimo commit oggi · 2026-09-03

   Control plane for AI coding agents: route tasks, reduce token spend, run multi-agent workflows, fallback executors, and track cost per task.

   PythonLicenza: Apache-2.0

   • a2a
   • ag-ui
   • agentic-ai
   • ai-agents
   • ai-coding

   githubcreato 2 mesi facrescita misurataApri fonte ↗

   16stelle GitHubstabile
5. 5

   MCP Surface Lint

   MCP

   AttivoUltimo commit oggi · 2026-09-03

   Statically audits MCP tool surfaces for token cost, schema quality, and design issues.

   TypeScript

   mcpcreato 52 giorni facrescita misurataApri fonte ↗

   Server remoto da dichiarare nella configurazione MCP https://mcplint-web.vercel.app/api/mcp

   0stelle GitHubstabile
6. 6

   magic-compact

   Skill

   AttivoUltimo commit 11 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

   147stelle GitHub+4 (+2.8 %)
7. 7

   token_consumer

   CLI

   AttivoUltimo commit 7 giorni fa · 2026-08-28

   Measure and shrink the token cost of Claude Code skills, tier by tier: the always-on system-prompt tax, the per-invocation body, and on-demand references, each priced at the rate it is actually billed.

   PythonLicenza: MIT

   • claude
   • claude-code
   • claude-code-skills
   • cli
   • cost-optimization

   githubcreato 38 giorni facrescita misurataApri fonte ↗

   1stelle GitHubstabile
8. 8

   toonify-mcp

   MCP

   AttivoUltimo commit 18 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 ↗

   65stelle GitHub+1 (+1.6 %)
9. 9

   outsourcerer

   Skill

   AttivoUltimo commit oggi · 2026-09-03

   Make your AI coding tools work as one team. Route jobs across Claude, Codex, Cursor, Devin, Gemini, OpenRouter, and local models, carry your setup with them, and track every cost.

   Shell

   • agent-skills
   • agentic-workflow
   • claude-code
   • codex
   • fable

   githubcreato 55 giorni facrescita misurataApri fonte ↗

   Installa git clone https://github.com/alexgreensh/outsourcerer ~/.claude/skills/outsourcerer

   144stelle GitHub+5 (+3.6 %)
10. 10

    skillreaper

    MCP

    AttivoUltimo commit 4 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+1 (+1.9 %)
11. 11

    mcp-recall

    Skill

    AttivoUltimo commit 1 giorno fa · 2026-09-02

    mcp-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.

    TypeScriptLicenza: MIT

    • bun
    • claude
    • claude-code
    • claude-code-plugin
    • context-window

    githubcreato 6 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add sakebomb/mcp-recall

    8stelle GitHubstabile
12. 12

    cycgraph

    Agente

    AttivoUltimo commit oggi · 2026-09-03

    Agent context compressor and memory persistent orchestration

    TypeScriptLicenza: Apache-2.0

    • a2a-protocol
    • agent-framework
    • ai
    • ai-agents-framework
    • ai-tools

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    2stelle GitHubstabile
13. 13

    token-saver

    Skill

    AttivoUltimo commit 16 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 %)
14. 14

    catalyst

    Skill

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    Token-efficient Claude Code workspace with parallel agents and persistent memory. Research → Plan → Implement → Validate workflow.

    JavaScript

    • agent-memory
    • agentic-coding
    • ai-agents
    • ai-coding
    • claude-code-commands

    githubcreato 11 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add coalesce-labs/catalyst

    20stelle GitHubstabile
15. 15

    hush

    Skill

    AttivoUltimo commit 2 giorni 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 58 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add V-Songbird/hush

    49stelle GitHub+5 (+11.4 %)
16. 16

    io.github.RudrenduPaul/tokentrust

    MCP

    AttivoUltimo commit 9 giorni fa · 2026-08-25

    Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

    TypeScriptLicenza: Apache-2.0

    mcpcreato 54 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add tokentrust -- uvx tokentrust-cli

    0stelle GitHubstabile
17. 17

    basecamp

    Skill

    AttivoUltimo commit 23 giorni fa · 2026-08-11

    A production-ready Claude Code setup. Global CLAUDE.md, coding rules, per-project memory, and token optimization.

    ShellLicenza: MIT

    • ai-agents
    • claude
    • claude-code
    • claude-code-plugin
    • context-engineering

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add janmaaarc/basecamp

    7stelle GitHubstabile
18. 18

    token-optimizer

    Altro

    AttivoUltimo commit oggi · 2026-09-03

    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 147stelle GitHub+87 (+4.2 %)
19. 19

    razor

    Skill

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    🪒 YAGNI enforcement at the harness level, nudges toward the simplest solution and gates against unnecessary dependencies, file sprawl, and unchecked build growth.

    JavaScriptLicenza: MIT

    • ai
    • anthropic
    • claude
    • claude-code
    • claude-code-plugin

    githubcreato 58 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add V-Songbird/razor

    8stelle GitHub+1 (+14.3 %)
20. 20

    SpanishCaveMan

    Skill

    AttivoUltimo commit 21 giorni fa · 2026-08-13

    Claude Code skill: caveman-style token efficiency, spoken with a real Spanish regional accent

    JavaScriptLicenza: MIT

    • agent-skills
    • ai-agents
    • anthropic
    • claude-code
    • claude-code-plugin

    githubcreato 29 giorni fanuovocrescita misurataApri fonte ↗

    Installa /plugin marketplace add Mun1to/SpanishCaveMan

    2stelle GitHubstabile
21. 21

    io.github.alphaonedev/ai-memory

    MCP

    AttivoUltimo commit 6 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 GitHubstabile
22. 22

    vibe-skill

    Skill

    AttivoUltimo commit 23 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
23. 23

    better-compact

    Skill

    AttivoUltimo commit 4 giorni 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+1 (+9.1 %)
24. 24

    ratel

    MCP

    AttivoUltimo commit oggi · 2026-09-03

    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 ↗

    434stelle GitHub+5 (+1.2 %)
25. 25

    agentic-os

    Skill

    AttivoUltimo commit 2 giorni 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+8 (+5.4 %)