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- 仓库
- Manavarya09/tokenforge
- 最近来源活动
- 2026年4月3日 23:30
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SKILL.md
来源说明 · 只读预览- 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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