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

51

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

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

    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 098stelle GitHub+671 (+0.87 %)
  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 084stelle GitHub+120 (+6.1 %)
  4. 4

    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 %)
    • 5

      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

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

      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+2 (+20.0 %)
    • 7

      MCP
      Attivo

      Persistent memory for any AI — zero token cost until recall

      RustLicenza: Apache-2.0

        mcpcrescita misurataApri fonte ↗

        44stelle GitHub+3 (+7.3 %)
      • 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

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

        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 %)
        • 10

          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

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

          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

          66stelle GitHub+3 (+4.8 %)
        • 12

          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 ↗

          54stelle GitHub+2 (+3.8 %)
        • 13

          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 %)
        • 14

          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 %)
        • 15

          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 ↗

          430stelle GitHub+3 (+0.70 %)
        • 16

          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

          332stelle GitHub+2 (+0.61 %)
        • 17

          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 %)
        • 18

          Skill
          Attivo

          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

          githubcrescita misurataApri fonte ↗

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

          118stelle GitHub+1 (+0.85 %)
        • 19

          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

          140stelle GitHub+1 (+0.72 %)
        • 20

          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

          144stelle GitHub+1 (+0.70 %)
        • 21

          Altro
          Attivo

          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

          githubcrescita misurataApri fonte ↗

          1 254stelle GitHubstabile
        • 22

          MCP
          Attivo

          Pre-injection context compression for coding agents. Zero LLM calls, zero telemetry, offline-safe.

          RustLicenza: NOASSERTION

            mcpcrescita misurataApri fonte ↗

            609stelle GitHubstabile
          • 23

            MCP
            Attivo

            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

            githubcrescita misurataApri fonte ↗

            64stelle GitHubstabile
          • 24

            Libreria
            Attivo

            A high-performance, ergonomic web framework for Rust with native AI/LLM support.

            RustLicenza: Apache-2.0
            • ai-native
            • api-framework
            • async
            • backend
            • developer-tools

            githubcrescita misurataApri fonte ↗

            61stelle GitHubstabile

          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+5 (+3.6 %)