Die Werkzeugbeschreibungen sind auf Englisch.

Token-Effizienz

Werkzeuge zur Senkung von Token-Kosten und Komprimierung von Kontext.

Anwendungsfall

Aktivität

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90

Werkzeug-Rangliste

Nach gemessenem Wachstum und quellenübergreifend normalisiert sortiert. Rohwerte behalten ihr eigenes Zeitfenster; eine Änderung erfordert mindestens zwei Messungen in 7 Tagen.

  1. 1
    Aktiv

    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.

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  2. 2

    Sonstige
    Ruhend

    Agent-to-Agent coordination that doesn't waste your context window. Token-efficient protocol with progressive discovery, zero-schema invocation, gRPC transport, and task lifecycle management.

    githubgemessenes WachstumQuelle öffnen ↗

    1GitHub-Sternestabil
  3. 3
    Aktiv

    Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.

    mcpgemessenes WachstumQuelle öffnen ↗

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

    2GitHub-Sternestabil
  4. 4
    Aktiv

    Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen

    mcpgemessenes WachstumQuelle öffnen ↗

    Installieren claude mcp add vision-squeezer -- npx vision-squeezer

    2GitHub-Sternestabil
  5. 5
    Aktiv

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

    mcpgemessenes WachstumQuelle öffnen ↗

    Installieren claude mcp add gate402-mcp -- npx gate402-mcp

    2GitHub-Sterne+1 (+100.0 %)
  6. 6

    Skill
    Aktiv

    🤫 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.

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add V-Songbird/hush

    47GitHub-Sterne+4 (+9.3 %)
  7. 7

    Sonstige
    Ruhend

    Translate any language to English before Claude processes it. ~49% token savings combined with caveman.

    githubgemessenes WachstumQuelle öffnen ↗

    2GitHub-Sternestabil
  8. 8
    Ruhend

    ⚡ 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.

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add Madhan230205/token-reducer

    44GitHub-Sternestabil
  9. 9
    Aktiv

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

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add Mun1to/SpanishCaveMan

    2GitHub-Sternestabil
  10. 10
    Aktiv

    Persistent memory for any AI — zero token cost until recall

    mcpgemessenes WachstumQuelle öffnen ↗

    44GitHub-Sterne+3 (+7.3 %)
  11. 11

    Agent
    Aktiv

    Agent context compressor and memory persistent orchestration

    githubgemessenes WachstumQuelle öffnen ↗

    2GitHub-Sternestabil
  12. 12
    Aktiv

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

    mcpgemessenes WachstumQuelle öffnen ↗

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

    0GitHub-Sternestabil
  13. 13

    Sonstige
    Aktiv

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

    githubgemessenes WachstumQuelle öffnen ↗

    2GitHub-Sternestabil
  14. 14

    MCP
    Ruhend

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

    githubgemessenes WachstumQuelle öffnen ↗

    35GitHub-Sternestabil
  15. 15
    Aktiv

    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.

    githubgemessenes WachstumQuelle öffnen ↗

    2GitHub-Sternestabil
  16. 16
    Ruhend

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

    githubgemessenes WachstumQuelle öffnen ↗

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

    35GitHub-Sternestabil
  17. 17
    Aktiv

    A Claude Code plugin that shows exactly where your AI coding session wasted tokens — and how to fix it. Flags waste, never quality. Runs locally.

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add Jimmynycu/token-efficiency

    2GitHub-Sternestabil
  18. 18
    Aktiv

    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…

    githubgemessenes WachstumQuelle öffnen ↗

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

    33GitHub-Sternestabil
  19. 19
    Ruhend

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

    mcpgemessenes WachstumQuelle öffnen ↗

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

    4GitHub-Sternestabil
  20. 20
    Aktiv

    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.

    githubgemessenes WachstumQuelle öffnen ↗

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

    31GitHub-Sterne+1 (+3.3 %)
  21. 21
    Aktiv

    Reduces AI agent token usage by 90% via context compression and task checkpoint persistence.

    mcpgemessenes WachstumQuelle öffnen ↗

    Installieren claude mcp add smart-context-mcp -- npx smart-context-mcp

    4GitHub-Sternestabil
  22. 22
    Aktiv

    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.

    githubgemessenes WachstumQuelle öffnen ↗

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

    31GitHub-Sternestabil
  23. 23
    Aktiv

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

    mcpgemessenes WachstumQuelle öffnen ↗

    Installieren claude mcp add capsule -- npx capsulectx

    4GitHub-Sternestabil
  24. 24
    Ruhend

    Give your Claude Code Agent Teams a memory. Auto-injects role-specific context into every new teammate — your team never starts blind again.

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add Gr122lyBr/claude-teams-brain

    26GitHub-Sternestabil
  25. 25
    Aktiv

    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…

    githubgemessenes WachstumQuelle öffnen ↗

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

    4GitHub-Sternestabil