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

   pdf-decompiler-mcp

   MCP

   AttivoUltimo commit 31 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
2. 2

   webfetch

   Skill

   AttivoUltimo commit 43 giorni fa · 2026-07-23

   Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…

   PythonLicenza: MIT

   • agent-memory
   • agent-skills
   • agentic-workflow
   • agents
   • anthropic

   githubcreato 4 mesi facrescita misurataApri fonte ↗

   Installa git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch

   55stelle GitHubstabile
3. 3

   mcp-recall

   Skill

   AttivoUltimo commit 1 giorno fa · 2026-09-02

   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
4. 4

   claude-brain

   Skill

   DormienteUltimo commit 7 mesi fa · 2026-01-19

   Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.

   TypeScriptLicenza: MIT

   • ai-tools
   • anthropic
   • claude
   • claude-agents
   • claude-ai

   githubcreato 8 mesi facrescita misurataApri fonte ↗

   Installa git clone https://github.com/memvid/claude-brain ~/.claude/skills/claude-brain

   575stelle GitHubstabile
5. 5

   io.github.JesusGarcia9009/lethe

   MCP

   AttivoUltimo commit 55 giorni fa · 2026-07-10

   Context GC for LLM agents: offload large tool outputs and recall them to save tokens.

   PythonLicenza: Unlicense

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add lethe -- uvx lethe-llm-context

   0stelle GitHubstabile
6. 6

   cycgraph

   Agente

   AttivoUltimo commit oggi · 2026-09-03

   Agent context compressor and memory persistent orchestration

   TypeScriptLicenza: Apache-2.0

   • a2a-protocol
   • agent-framework
   • ai
   • ai-agents-framework
   • ai-tools

   githubcreato 5 mesi facrescita misurataApri fonte ↗

   2stelle GitHubstabile
7. 7

   lazy-cat

   Skill

   AttivoUltimo commit 2 mesi fa · 2026-06-11

   Claude Code skills for developers who code like cats — never more effort than the problem requires.

   JavaScriptLicenza: MIT

   • ai-productivity
   • anthropic
   • cat
   • claude
   • claude-code

   githubcreato 3 mesi facrescita misurataApri fonte ↗

   Installa git clone https://github.com/albertobarnabo/lazy-cat ~/.claude/skills/lazy-cat

   50stelle GitHubstabile
8. 8

   token-saver

   Skill

   AttivoUltimo commit 17 giorni fa · 2026-08-18

   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

   githubcreato 6 mesi facrescita misurataApri fonte ↗

   Installa /plugin marketplace add ppgranger/token-saver

   142stelle GitHub+2 (+1.4 %)
9. 9

   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
10. 10

    catalyst

    Skill

    AttivoUltimo commit 2 giorni 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
11. 11

    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
12. 12

    hush

    Skill

    AttivoUltimo commit 3 giorni fa · 2026-09-01

    🤫 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

    githubcreato 59 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add V-Songbird/hush

    49stelle GitHub+5 (+11.4 %)
13. 13

    io.github.RudrenduPaul/tokentrust

    MCP

    AttivoUltimo commit 10 giorni fa · 2026-08-25

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

    TypeScriptLicenza: Apache-2.0

    mcpcreato 54 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add tokentrust -- uvx tokentrust-cli

    0stelle GitHubstabile
14. 14

    governor

    Skill

    AttivoUltimo commit 2 mesi fa · 2026-06-20

    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

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add 0xhimanshu/governor

    133stelle GitHub+2 (+1.5 %)
15. 15

    claude-lean-skill

    Altro

    AttivoUltimo commit 2 mesi fa · 2026-06-10

    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.

    ShellLicenza: MIT

    • ai-coding
    • claude
    • claude-code
    • claude-code-skill
    • cost-reduction

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    2stelle GitHubstabile
16. 16

    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
17. 17

    basecamp

    Skill

    AttivoUltimo commit 24 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
18. 18

    token-optimizer

    Altro

    AttivoUltimo commit 1 giorno fa · 2026-09-03

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

    Python

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

    githubcreato 6 mesi facrescita misurataApri fonte ↗

    2 147stelle GitHub+87 (+4.2 %)
19. 19

    razor

    Skill

    AttivoUltimo commit 3 giorni fa · 2026-09-01

    🪒 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

    githubcreato 59 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add V-Songbird/razor

    8stelle GitHub+1 (+14.3 %)
20. 20

    SpanishCaveMan

    Skill

    AttivoUltimo commit 22 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 30 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add Mun1to/SpanishCaveMan

    2stelle GitHubstabile
21. 21

    io.github.alphaonedev/ai-memory

    MCP

    AttivoUltimo commit 6 giorni fa · 2026-08-29

    Persistent memory for any AI — zero token cost until recall

    RustLicenza: Apache-2.0

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    44stelle GitHubstabile
22. 22

    vibe-skill

    Skill

    AttivoUltimo commit 23 giorni fa · 2026-08-11

    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

    githubcreato 3 mesi facrescita misurataApri fonte ↗

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

    117stelle GitHubstabile
23. 23

    io.github.pgalyen1987/gate402-mcp

    MCP

    AttivoUltimo commit 32 giorni fa · 2026-08-03

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

    JavaScriptLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

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

    2stelle GitHubstabile
24. 24

    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
25. 25

    better-compact

    Skill

    AttivoUltimo commit 4 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 %)