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tokenforge

TokenForge — Full-stack LLM token optimization engine

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Manavarya09/tokenforge
Última atividade na origem
3 de abril de 2026 às 23:30
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inglês
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SKILL.md
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name
tokenforge
description
TokenForge — Full-stack LLM token optimization engine
# /tokenforge TokenForge compresses ALL token sources in your Claude Code sessions — code, command output, conversation, JSON, and MCP schemas — with AST-aware intelligence. ## Commands ### `/tokenforge stats` Show compression statistics for the current session. ```bash tokenforge stats --json ``` ### `/tokenforge analyze` Analyze token usage patterns — identifies session type (debugging, code review, feature build) and gives optimization recommendations. ```bash tokenforge analyze ``` ### `/tokenforge budget [total]` View or set per-category token budgets. ```bash # View current budget tokenforge budget --show # Set total budget to 80,000 tokens tokenforge budget --set 80000 ``` ### `/tokenforge quality` Show compression quality score (0-100) for the current session. ```bash tokenforge quality ``` ### `/tokenforge learn` Build a project relevance profile from git history and file access patterns. ```bash tokenforge learn --project . ``` ### `/tokenforge expand <hash>` Retrieve the full original content by its blake3 hash. Use when compressed output has lost information you need. ```bash tokenforge expand abc123def456 ``` ## How It Works TokenForge sits in the PostToolUse hook and compresses tool output before it enters the context window: 1. **Code** — AST-aware folding: keeps signatures, types, imports; folds large function bodies 2. **Command output** — Strips ANSI, deduplicates similar lines, summarizes test/compiler output 3. **Conversation** — Scores turns by recency + relevance, compresses low-value turns 4. **JSON** — Schema extraction + array sampling, depth limiting 5. **MCP schemas** — Tiered virtualization: active tools get full schemas, others get names only All originals are stored losslessly in SQLite (zstd-compressed). Use `tokenforge expand` to retrieve any original. ## Installation ```bash # Build from source cd tokenforge/core && cargo build --release # Install cp target/release/tokenforge ~/.cargo/bin/ # Add hook to Claude Code settings # ~/.claude/settings.json: # { # "hooks": { # "PostToolUse": [ # { "command": "/path/to/tokenforge/hooks/compress-output.sh" } # ] # } # } ```
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