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

   pdf-decompiler-mcp

   MCP

   AttivoUltimo commit 29 giorni fa · 2026-08-04

   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…

   JavaScriptLicenza: AGPL-3.0

   • ai
   • ai-tools
   • claude
   • claude-code
   • claude-code-plugin

   githubcreato 4 mesi facrescita misurataApri fonte ↗

   17stelle GitHubstabile
2. 2

   Agent Booster

   MCP

   AttivoUltimo commit 52 giorni fa · 2026-07-11

   Cut AI agent token costs 5-15x — routes only relevant code symbols instead of full files.

   ↓ 55 download/settimanaPythonLicenza: MIT

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add agent-booster -- uvx agent-booster

   1stelle GitHubstabile
3. 3

   io.github.alphaonedev/ai-memory

   MCP

   AttivoUltimo commit 4 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 %)
4. 4

   cycgraph

   Agente

   AttivoUltimo commit 8 giorni fa · 2026-08-25

   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
5. 5

   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 %)
6. 6

   io.github.omkar9854/token_optimizer

   MCP

   AttivoUltimo commit 44 giorni fa · 2026-07-19

   Reversible context compression for AI agents: cut token usage up to 94%, originals retrievable

   ↓ 13 download/settimanaPythonLicenza: Apache-2.0

   mcpcreato 44 giorni facrescita misurataApri fonte ↗

   Installa claude mcp add token_optimizer -- uvx slimctx

   1stelle GitHubstabile
7. 7

   io.github.JesusGarcia9009/lethe

   MCP

   AttivoUltimo commit 54 giorni fa · 2026-07-10

   Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

   PythonLicenza: Unlicense

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add lethe -- uvx lethe-llm-context

   0stelle GitHubstabile
8. 8

   io.github.pgalyen1987/gate402-mcp

   MCP

   AttivoUltimo commit 30 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 %)
9. 9

   claude-handoff-revive

   Skill

   AttivoUltimo commit 2 mesi fa · 2026-06-25

   Resume Claude Code work after rate/usage/context limits without replaying the prior transcript. Auto-saves at 90%/95% usage. Plugin-installable, 10 languages.

   PowerShellLicenza: MIT

   • checkpoint
   • claude-code
   • claude-code-plugin
   • claude-code-skills
   • context

   githubcreato 3 mesi facrescita misurataApri fonte ↗

   Installa /plugin marketplace add sofumel/claude-handoff-revive

   6stelle GitHubstabile
10. 10

    cc-hud

    Skill

    AttivoUltimo commit 37 giorni fa · 2026-07-27

    Compact Claude Code statusline — zero-dependency, crash-free on Windows

    TypeScriptLicenza: MIT

    • claude
    • claude-code
    • claude-code-plugin
    • context-window
    • deepseek

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add WaterTian/cc-hud

    8stelle GitHubstabile
11. 11

    opencode-skill

    Skill

    AttivoUltimo commit 57 giorni fa · 2026-07-07

    Claude Code skill — delegate coding tasks to Opencode, supervise via git diff & save 50-90% Claude token usage

    Python

    • claude
    • claude-skills
    • delegation
    • opencode
    • orchestration

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/pcx-wave/opencode-skill ~/.claude/skills/opencode-skill

    17stelle GitHub+1 (+6.2 %)
12. 12

    laconic

    Skill

    AttivoUltimo commit 52 giorni fa · 2026-07-12

    Token-compression skill. An adaptation of caveman — short common words, trust context, say just enough, be laconic.

    PythonLicenza: MIT

    • ai-assistant
    • anthropic
    • brevity
    • claude
    • claude-code

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add GabrielBarberini/laconic

    19stelle GitHubstabile
13. 13

    harnessay

    Skill

    AttivoUltimo commit 7 giorni fa · 2026-08-26

    Profile Claude Code context, discover repeated workflows, and regression-test your skills. Local-only, zero-dependency.

    PythonLicenza: MIT

    • agent-skills
    • anthropic
    • claude-code
    • claude-code-plugin
    • claude-code-plugins

    githubcreato 8 giorni fanuovocrescita misurataApri fonte ↗

    Installa /plugin marketplace add nks0614/harnessay

    5stelle GitHub+2 (+66.7 %)
14. 14

    io.github.eralpozcan/vision-squeezer

    MCP

    AttivoUltimo commit 42 giorni fa · 2026-07-22

    Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen

    ↓ 53 download/settimanaRustLicenza: NOASSERTION

    mcpcreato 3 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add vision-squeezer -- npx vision-squeezer

    2stelle GitHubstabile
15. 15

    skill-manager

    Skill

    AttivoUltimo commit 2 giorni fa · 2026-08-31

    Automatically detect and disable irrelevant Claude Code skills per project to save tokens and streamline your tech workflow.

    PythonLicenza: MIT

    • agents
    • ai-agents
    • antigravity
    • claude
    • claude-code-plugins

    githubcreato 6 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/mrdenox109-nyx/skill-manager ~/.claude/skills/skill-manager

    5stelle GitHubstabile
16. 16

    catalyst

    Skill

    AttivoUltimo commit oggi · 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
17. 17

    token-efficiency

    Skill

    AttivoUltimo commit 2 mesi fa · 2026-06-17

    A Claude Code plugin that shows exactly where your AI coding session wasted tokens — and how to fix it. Flags waste, never quality. Runs locally.

    PythonLicenza: MIT

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

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add Jimmynycu/token-efficiency

    2stelle GitHubstabile
18. 18

    ComparEdge LLM Cost

    MCP

    AttivoUltimo commit 53 giorni fa · 2026-07-10

    Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.

    ↓ 27 download/settimanaJavaScriptLicenza: MIT

    mcpcreato 53 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add comparedge-llm-cost -- npx @comparedge/llm-cost-mcp

    2stelle GitHubstabile
19. 19

    permafrost

    Skill

    AttivoUltimo commit 2 mesi fa · 2026-06-23

    Freeze 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.

    PythonLicenza: MIT

    • cache-optimization
    • claude-code
    • claude-code-plugin
    • cost-optimization
    • deepseek

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add jianzhichun/permafrost

    21stelle GitHubstabile
20. 20

    io.github.Arrayo/smart-context-mcp

    MCP

    AttivoUltimo commit 2 mesi fa · 2026-06-11

    Reduces AI agent token usage by 90% via context compression and task checkpoint persistence.

    ↓ 98 download/settimanaJavaScriptLicenza: MIT

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add smart-context-mcp -- npx smart-context-mcp

    4stelle GitHubstabile
21. 21

    fable-baton

    Skill

    AttivoUltimo commit 30 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 54 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add realgarit/fable-baton

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

    mcp-recall

    Skill

    AttivoUltimo commit 13 giorni fa · 2026-08-20

    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
23. 23

    nekte

    Altro

    DormienteUltimo commit 4 mesi fa · 2026-04-09

    Agent-to-Agent coordination that doesn't waste your context window. Token-efficient protocol with progressive discovery, zero-schema invocation, gRPC transport, and task lifecycle management.

    TypeScriptLicenza: MIT

    • agent-coordination
    • agent-to-agent
    • ai-protocol
    • ddd
    • grpc

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    1stelle GitHubstabile
24. 24

    better-compact

    Skill

    AttivoUltimo commit 2 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 %)