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

   claude-rolling-context

   Skill

   AttivoUltimo commit 5 giorni fa · 2026-08-28

   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

   githubcreato 6 mesi facrescita misurataApri fonte ↗

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

   31stelle GitHub+1 (+3.3 %)
2. 2

   claude-power-skills

   Skill

   AttivoUltimo commit 40 giorni fa · 2026-07-24

   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…

   Licenza: MIT

   • agent-skills
   • ai-agent
   • ai-coding
   • ai-developer-tools
   • ai-workflow

   githubcreato 5 mesi facrescita misurataApri fonte ↗

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

   4stelle GitHubstabile
3. 3

   super-token-saver

   Skill

   AttivoUltimo commit 1 giorno fa · 2026-09-01

   Restore prior Claude Code AND Codex sessions with zero LLM calls. Cross-tool session handoff, cache-expiry prevention, real cost dashboard. One plugin, both hosts.

   JavaScriptLicenza: Apache-2.0

   • anthropic-api
   • api-cost
   • billing-analytics
   • cache-management
   • claude-code

   githubcreato 4 mesi facrescita misurataApri fonte ↗

   Installa /plugin marketplace add ww-w-ai/super-token-saver

   31stelle GitHubstabile
4. 4

   claude-code-eco

   Skill

   AttivoUltimo commit 17 giorni fa · 2026-08-16

   Eco mode for Claude Code. /eco: -31% to -73% output tokens with critical findings intact; /eco-max: up to -75% with lowered effort. Measured hardest on Claude Fable 5 (fable5), deep-studied on Sonnet 5, works on Opus 4.8 too. We publish our…

   JavaScriptLicenza: MIT

   • ai-agents
   • anthropic
   • claude
   • claude-ai
   • claude-code

   githubcreato 2 mesi facrescita misurataApri fonte ↗

   Installa /plugin marketplace add sup3x/claude-code-eco

   33stelle GitHubstabile
5. 5

   voly

   Agente

   AttivoUltimo commit 1 giorno 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
6. 6

   PromptCompressor-skill

   Skill

   AttivoUltimo commit 29 giorni fa · 2026-08-04

   A skill that shrink noisy log/output 60-90% before read — filter, group, dedupe, truncate. Cut token, cut cost, keep signal. By Dhayalan (aka Joy).

   PythonLicenza: MIT

   • claude
   • claude-ai
   • claude-code
   • claude-code-plugin
   • claude-code-skill

   githubcreato 30 giorni facrescita misurataApri fonte ↗

   Installa /plugin marketplace add Da-ya7/PromptCompressor-skill

   1stelle GitHubstabile
7. 7

   unclog

   MCP

   DormienteUltimo commit 4 mesi fa · 2026-04-25

   Audit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.

   PythonLicenza: MIT

   • claude
   • claude-code
   • claude-code-plugin
   • cli
   • context-window

   githubcreato 4 mesi facrescita misurataApri fonte ↗

   35stelle GitHubstabile
8. 8

   basecamp

   Skill

   AttivoUltimo commit 22 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
9. 9

   bonsai

   Skill

   DormienteUltimo commit 4 mesi fa · 2026-04-22

   Drop-in Cursor rules to cut AI response tokens (no filler/hedging, preserve code + technical strings). Includes local, reproducible benchmarks.

   JavaScriptLicenza: MIT

   • benchmarking
   • bonsai
   • cursor
   • cursor-rules
   • developer-tools

   githubcreato 4 mesi facrescita misurataApri fonte ↗

   Installa git clone https://github.com/marcomondelli/bonsai ~/.claude/skills/bonsai

   0stelle GitHubstabile
10. 10

    compactor-skill

    Altro

    AttivoUltimo commit 2 mesi fa · 2026-06-15

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

    Licenza: MIT

    • ai-tools
    • claude-code
    • claude-code-skill
    • llm
    • productivity

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    2stelle GitHubstabile
11. 11

    token_consumer

    CLI

    AttivoUltimo commit 5 giorni fa · 2026-08-28

    Measure and shrink the token cost of Claude Code skills, tier by tier: the always-on system-prompt tax, the per-invocation body, and on-demand references, each priced at the rate it is actually billed.

    PythonLicenza: MIT

    • claude
    • claude-code
    • claude-code-skills
    • cli
    • cost-optimization

    githubcreato 36 giorni facrescita misurataApri fonte ↗

    1stelle GitHubstabile
12. 12

    SpanishCaveMan

    Skill

    AttivoUltimo commit 20 giorni fa · 2026-08-13

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

    JavaScriptLicenza: MIT

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

    githubcreato 28 giorni fanuovocrescita misurataApri fonte ↗

    Installa /plugin marketplace add Mun1to/SpanishCaveMan

    2stelle GitHubstabile
13. 13

    context-graph-compressor

    Skill

    DormienteUltimo commit 3 mesi fa · 2026-05-30

    Convert long AI conversations into portable conversation state graphs for LLM handoffs.

    Licenza: MIT

    • age
    • agent
    • ai
    • chatgpt
    • claude-ai

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/Adityapal67/context-graph-compressor ~/.claude/skills/context-graph-compressor

    35stelle GitHubstabile
14. 14

    concise

    Skill

    DormienteUltimo commit 4 mesi fa · 2026-04-08

    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

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add o4f6bgpac3/concise

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

    SecureContext

    MCP

    AttivoUltimo commit 3 giorni fa · 2026-08-30

    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 +…

    TypeScriptLicenza: MIT

    • agent-security
    • ai-agent-memory
    • ai-agents
    • audit-trail
    • claude-code

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    8stelle GitHubstabile
16. 16

    Few-Word

    Skill

    DormienteUltimo commit 7 mesi fa · 2026-01-23

    Claude Code plugin that offloads large outputs to filesystem and retrieves when required.

    Python

    • ai-agents
    • claude-code
    • claude-code-hooks
    • claude-code-plugin
    • claude-code-plugins

    githubcreato 7 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add sheeki03/Few-Word

    38stelle GitHubstabile
17. 17

    MCP Surface Lint

    MCP

    AttivoUltimo commit 22 giorni fa · 2026-08-11

    Statically audits MCP tool surfaces for token cost, schema quality, and design issues.

    TypeScript

    mcpcreato 51 giorni facrescita misurataApri fonte ↗

    Server remoto da dichiarare nella configurazione MCP https://mcplint-web.vercel.app/api/mcp

    0stelle GitHubstabile
18. 18

    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
19. 19

    io.github.dawitlabs/capsule

    MCP

    AttivoUltimo commit 2 mesi fa · 2026-07-03

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

    TypeScriptLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add capsule -- npx capsulectx

    4stelle GitHubstabile
20. 20

    token-reducer

    Skill

    DormienteUltimo commit 4 mesi fa · 2026-05-02

    ⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.

    PythonLicenza: MIT

    • ai-tools
    • bm25
    • claude-code
    • claude-code-plugin
    • context-compression

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add Madhan230205/token-reducer

    44stelle GitHubstabile
21. 21

    io.github.alibaizhanov/densely

    MCP

    AttivoUltimo commit 20 giorni fa · 2026-08-13

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

    PythonLicenza: MIT

    mcpcreato 25 giorni fanuovocrescita misurataApri fonte ↗

    Installa claude mcp add densely -- uvx densely

    6stelle GitHubstabile
22. 22

    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
23. 23

    io.github.RudrenduPaul/tokentrust

    MCP

    AttivoUltimo commit 8 giorni fa · 2026-08-25

    Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

    TypeScriptLicenza: Apache-2.0

    mcpcreato 52 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add tokentrust -- uvx tokentrust-cli

    0stelle GitHubstabile