Le descrizioni degli strumenti sono in inglese.

Efficienza dei token

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

Utilizzo

Attività

Ordina per

92

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. 1
    Attivo

    Persistent memory + security layer for Claude Code (MCP plugin). Agents remember your project across sessions (~87% fewer context tokens), every tool call lands in a tamper-evident HMAC audit chain, and skills are AST-scanned +…

    githubcrescita misurataApri fonte ↗

    8stelle GitHubstabile
  2. 2

    Skill
    Attivo

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

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add V-Songbird/razor

    8stelle GitHub+1 (+14.3 %)
  3. 3

    Skill
    Attivo

    Local-first memory and prompt-cache layer for Claude Code

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add riz007/somtum

    7stelle GitHubstabile
  4. 4

    Skill
    Attivo

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

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add janmaaarc/basecamp

    7stelle GitHubstabile
  5. 5
    Attivo

    A Claude Code hook that routes each Read on a PDF to the path that actually works: text layer to UTF-8 text, scans to vision, and neither one through poppler.

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add WatsonTsai/pdf-text-router

    7stelle GitHubstabile
  6. 6
    Attivo

    Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add densely -- uvx densely

    6stelle GitHubstabile
  7. 7
    Attivo

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

    githubcrescita misurataApri fonte ↗

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

    6stelle GitHubstabile
  8. 8
    Dormiente

    Claude Code plugin — inventory all your installed skills, check structure, and find updates. Free, zero dependencies.

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add VersoXBT/skill-manager

    6stelle GitHubstabile
  9. 9
    Attivo

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

    githubcrescita misurataApri fonte ↗

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

    5stelle GitHubstabile
  10. 10

    Skill
    Attivo

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

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add nks0614/harnessay

    5stelle GitHub+2 (+66.7 %)
  11. 11
    Dormiente

    Save tokens while coding — your AI agent gets structured code context, not file dumps.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add codeweave -- npx @codeweave/mcp

    4stelle GitHubstabile
  12. 12
    Attivo

    Compact, source-linked context packs that reduce token waste for coding agents.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add capsule -- npx capsulectx

    4stelle GitHubstabile
  13. 13
    Attivo

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

    mcpcrescita misurataApri fonte ↗

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

    4stelle GitHubstabile
  14. 14
    Attivo

    20 power-user skills for Claude Code: session memory and consolidation, context compression, multi-agent orchestration, adversarial bug hunting, security review, calibrated estimation and decision archaeology. Drop-in SKILL.md files. Built…

    githubcrescita misurataApri fonte ↗

    Installa git clone https://github.com/irfad7/claude-power-skills ~/.claude/skills/claude-power-skills

    4stelle GitHubstabile
  15. 15

    Skill
    Attivo

    The Agent Knowledge Kit & Architecture System — 10–32x token-efficient architecture discovery for AI coding agents

    githubmomentum stimatoApri fonte ↗

    Installa git clone https://github.com/chama-x/quiv ~/.claude/skills/quiv

    3stelle GitHub
  16. 16

    Agente
    Attivo

    Agent context compressor and memory persistent orchestration

    githubcrescita misurataApri fonte ↗

    2stelle GitHubstabile
  17. 17
    Attivo

    Turn your strongest model into a conductor: route each step to the cheapest capable model, and escalate only load-bearing pieces to a pricier reviewer that catches pitfalls early. Subscription, API, or hybrid.

    githubcrescita misurataApri fonte ↗

    2stelle GitHubstabile
  18. 18
    Attivo

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

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add Mun1to/SpanishCaveMan

    2stelle GitHubstabile
  19. 19
    Attivo

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

    mcpcrescita misurataApri fonte ↗

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

    2stelle GitHubstabile
  20. 20
    Attivo

    Claude Code skill: reduce token usage 60-80% — targeted reads, model switching, context management. One-line install.

    githubcrescita misurataApri fonte ↗

    2stelle GitHubstabile
  21. 21
    Attivo

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

    mcpcrescita misurataApri fonte ↗

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

    2stelle GitHub+1 (+100.0 %)
  22. 22

    Altro
    Dormiente

    Translate any language to English before Claude processes it. ~49% token savings combined with caveman.

    githubcrescita misurataApri fonte ↗

    2stelle GitHubstabile
  23. 23
    Attivo

    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.

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add Jimmynycu/token-efficiency

    2stelle GitHubstabile
  24. 24
    Attivo

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

    mcpcrescita misurataApri fonte ↗

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

    2stelle GitHubstabile

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. 1
    AttivoApri fonte ↗

    Molavi Agent Skills: Curated AI agent skills and MCP configs for Antigravity, Cursor, Codex & Claude — by Taghi Molavi

    githubRisorsacrescita misurata
    8stelle GitHubstabile