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

101

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

    CLI
    Attivo

    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

    githubcrescita misurataApri fonte ↗

    78 241stelle GitHub+697 (+0.90 %)
  2. 2

    MCP
    Attivo

    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

    githubcrescita misurataApri fonte ↗

    68 350stelle GitHub+630 (+0.93 %)
  3. 3

    Altro
    Attivo

    Find the ghost tokens. Fix them. Survive compaction. Avoid context quality decay.

    Python
    • agentskills
    • claude-code
    • claude-code-skill
    • claude-plugin
    • context-engineering

    githubcrescita misurataApri fonte ↗

    2 122stelle GitHub+149 (+7.6 %)
  4. 4

    Skill
    Attivo

    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

    githubcrescita misurataApri fonte ↗

    Installa git clone https://github.com/KbWen/agentic-os ~/.claude/skills/agentic-os

    155stelle GitHub+9 (+6.2 %)
  5. 5

    MCP
    Attivo

    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

    githubcrescita misurataApri fonte ↗

    433stelle GitHub+6 (+1.4 %)
  6. 6

    MCP
    Attivo

    MCP server and proxy that compresses LLM prompts, tool output, and replies to cut token cost.

    ↓ 171 download/settimanaRustLicenza: MPL-2.0

      mcpcrescita misurataApri fonte ↗

      Installa claude mcp add llmtrim -- npx @llmtrim/cli

      222stelle GitHub+6 (+2.8 %)
    • 7

      Skill
      Attivo

      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

      githubcrescita misurataApri fonte ↗

      Installa /plugin marketplace add egorfedorov/claude-context-optimizer

      103stelle GitHub+6 (+6.2 %)
    • 8

      Skill
      Attivo

      🤫 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

      githubcrescita misurataApri fonte ↗

      Installa /plugin marketplace add V-Songbird/hush

      47stelle GitHub+5 (+11.9 %)
    • 9

      Skill
      Attivo

      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

      githubcrescita misurataApri fonte ↗

      Installa /plugin marketplace add JingbiaoMei/Tokdash

      67stelle GitHub+4 (+6.3 %)
    • 10

      Skill
      Attivo

      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

      githubcrescita misurataApri fonte ↗

      Installa /plugin marketplace add 0xhimanshu/governor

      133stelle GitHub+4 (+3.1 %)
    • 11

      MCP
      Attivo

      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

      githubcrescita misurataApri fonte ↗

      55stelle GitHub+3 (+5.8 %)
    • 12

      MCP
      Attivo

      Persistent memory for any AI — zero token cost until recall

      RustLicenza: Apache-2.0

        mcpcrescita misurataApri fonte ↗

        44stelle GitHub+3 (+7.3 %)
      • 13

        Skill
        Attivo

        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

        githubcrescita misurataApri fonte ↗

        Installa git clone https://github.com/athola/claude-night-market ~/.claude/skills/claude-night-market

        333stelle GitHub+3 (+0.91 %)
      • 14

        Skill
        Dormiente

        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

        githubcrescita misurataApri fonte ↗

        Installa /plugin marketplace add o4f6bgpac3/concise

        10stelle GitHub+2 (+25.0 %)
      • 15

        Skill
        Attivo

        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

        githubcrescita misurataApri fonte ↗

        Installa /plugin marketplace add nks0614/harnessay

        5stelle GitHub+2 (+66.7 %)
      • 16

        Skill
        Attivo

        Lossless context compression plugin for Claude Code & OpenCode.

        TypeScriptLicenza: BSD-3-Clause
        • anthropic
        • chatgpt
        • claude
        • claude-code
        • claude-code-plugin

        githubcrescita misurataApri fonte ↗

        Installa /plugin marketplace add aerovato/magic-compact

        146stelle GitHub+2 (+1.4 %)
      • 17

        Skill
        Attivo

        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

        githubcrescita misurataApri fonte ↗

        Installa /plugin marketplace add ppgranger/token-saver

        142stelle GitHub+2 (+1.4 %)
      • 18

        Skill
        Attivo

        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

        githubcrescita misurataApri fonte ↗

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

        31stelle GitHub+1 (+3.3 %)
      • 19

        MCP
        Attivo

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

        JavaScriptLicenza: MIT

          mcpcrescita misurataApri fonte ↗

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

          2stelle GitHub+1 (+100.0 %)
        • 20

          Skill
          Attivo

          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

          githubcrescita misurataApri fonte ↗

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

          17stelle GitHub+1 (+6.2 %)
        • 21

          Skill
          Attivo

          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

          githubcrescita misurataApri fonte ↗

          Installa /plugin marketplace add realgarit/fable-baton

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

          Skill
          Attivo

          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

          githubcrescita misurataApri fonte ↗

          Installa /plugin marketplace add AshishKumar4/better-compact

          12stelle GitHub+1 (+9.1 %)
        • 23

          MCP
          Attivo

          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

          githubcrescita misurataApri fonte ↗

          115stelle GitHub+1 (+0.88 %)
        • 24

          Skill
          Attivo

          🪒 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

          githubcrescita misurataApri fonte ↗

          Installa /plugin marketplace add V-Songbird/razor

          8stelle GitHub+1 (+14.3 %)

        Risorse didattiche e di riferimento

        Classifica per crescita misurata e normalizzata tra le fonti. Queste risorse restano accessibili separatamente e non partecipano alla classifica principale.

        1. 1

          outsourcerer

          Skill
          AttivoApri 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

          Risorsacrescita misurata
          142stelle GitHub+4 (+2.9 %)