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 GitHub+6 (+2.8 %)
2. 2

   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
3. 3

   io.github.semihkayan/codeweave

   MCP

   DormienteUltimo commit 3 mesi fa · 2026-05-26

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

   ↓ 67 download/settimanaTypeScriptLicenza: Apache-2.0

   mcpcreato 5 mesi facrescita misurataApri fonte ↗

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

   4stelle GitHubstabile
4. 4

   io.github.yifanyifan897645/mcp-checkup

   MCP

   DormienteUltimo commit 4 mesi fa · 2026-04-13

   Analyze your MCP setup: token costs, grades, duplicates, and optimization tips

   ↓ 62 download/settimanaTypeScriptLicenza: MIT

   mcpcreato 5 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add mcp-checkup -- npx mcp-checkup

   1stelle GitHubstabile
5. 5

   Agent Booster

   MCP

   AttivoUltimo commit 53 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
6. 6

   io.github.eralpozcan/vision-squeezer

   MCP

   AttivoUltimo commit 43 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
7. 7

   CompactPrompt

   MCP

   AttivoUltimo commit 41 giorni fa · 2026-07-24

   Review and compact prompts, docs, and AI-agent skills to save tokens, preserving structure.

   ↓ 27 download/settimanaPythonLicenza: MIT

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add compactprompt -- uvx compactprompt

   0stelle GitHubstabile
8. 8

   ComparEdge LLM Cost

   MCP

   AttivoUltimo commit 54 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 54 giorni facrescita misurataApri fonte ↗

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

   2stelle GitHubstabile
9. 9

   io.github.shivam-app-developers/ai-optimizer

   MCP

   AttivoUltimo commit 31 giorni fa · 2026-08-03

   MCP server that cuts AI coding agent token usage via framework-aware context optimization

   ↓ 19 download/settimanaTypeScriptLicenza: NOASSERTION

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add ai-optimizer -- npx @ai-optimizer/core

   0stelle GitHubstabile
10. 10

    io.github.omkar9854/token_optimizer

    MCP

    AttivoUltimo commit 45 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 45 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add token_optimizer -- uvx slimctx

    1stelle GitHubstabile
11. 11

    rtk

    CLI

    AttivoUltimo commit oggi · 2026-09-02

    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 349stelle GitHub+703 (+0.91 %)
12. 12

    headroom

    MCP

    AttivoUltimo commit oggi · 2026-09-02

    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 629stelle GitHub+784 (+1.2 %)
13. 13

    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
14. 14

    catalyst

    Skill

    AttivoUltimo commit 1 giorno 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

    io.github.alibaizhanov/densely

    MCP

    AttivoUltimo commit 21 giorni fa · 2026-08-13

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

    PythonLicenza: MIT

    mcpcreato 26 giorni fanuovocrescita misurataApri fonte ↗

    Installa claude mcp add densely -- uvx densely

    6stelle GitHubstabile
16. 16

    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
17. 17

    somtum

    Skill

    AttivoUltimo commit 53 giorni fa · 2026-07-12

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

    TypeScriptLicenza: MIT

    • agentic-ai
    • agentic-coding
    • ai
    • ai-agents
    • anthropic

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add riz007/somtum

    7stelle GitHubstabile
18. 18

    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
19. 19

    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
20. 20

    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 %)
21. 21

    voly

    Agente

    AttivoUltimo commit 2 giorni fa · 2026-09-01

    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
22. 22

    mcp-recall

    Skill

    AttivoUltimo commit 14 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

    lossless-code

    MCP

    DormienteUltimo commit 3 mesi fa · 2026-05-16

    DAG-based Lossless Context Management for Claude Code. Every message preserved, summaries cascade as a DAG, patterns extracted via Lossless Dream — full recall and reflection across sessions.

    PythonLicenza: MIT

    • claude
    • claude-code
    • claude-code-plugin
    • coding-agent
    • context-management

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    15stelle GitHubstabile
24. 24

    cc-hud

    Skill

    AttivoUltimo commit 38 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
25. 25

    better-compact

    Skill

    AttivoUltimo commit 3 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 %)