Supercharge Claude Code with
AST Interface Skeletons
Slash Claude 3.7 Sonnet context window bloat by 90%. Eliminate prompt saturation, accelerate turn latency from 45s to 4s, and stop context degradation in large codebases.
10-Second Setup for Claude Code
Connect SiftrCode to your Claude Code CLI environment in seconds.
Run the standard Claude Code MCP registration command from any terminal:
claude mcp add siftrcode -- npx -y siftrcode mcp
Claude Code will automatically register SiftrCode's Stdio MCP server.
.mcp.json
To automatically enable SiftrCode for every developer on your repository, commit a .mcp.json in your project root:
{
"mcpServers": {
"siftrcode": {
"command": "npx",
"args": ["-y", "siftrcode", "mcp"]
}
}
}
/siftr
Drop .claude/commands/siftr.md into your repository to trigger AST interface synthesis on demand by typing /siftr [path] directly inside Claude Code.
npx siftrcode init
npx siftrcode init automatically creates .mcp.json, .claude/commands/siftr.md, and CLAUDE.md rules for you.
Why Claude 3.7 Sonnet Needs SiftrCode
200k context windows exist, but loading full codebases into them creates severe penalties.
Feeding 100k+ tokens of raw method bodies to Claude 3.7 Sonnet drives query latency up to 45+ seconds. With SiftrCode, context drops to 8k tokens and turns finish in 3.8s.
LLMs lose needle-in-haystack precision when drowned in TLS logic and loop implementations. Skeletons guarantee 100% focus on interface boundaries.
Claude 3.7 Sonnet costs $3.00/MTok input. A 100k query costs $0.30; a SiftrCode pruned query costs $0.024. Teams save $360+/engineer/month.
| Metric | Raw Full-File Reading | With SiftrCode AST Synthesis | Net Improvement |
|---|---|---|---|
| Typical Repo Context Load | 125,000 tokens | 9,800 tokens | -92.2% Token Reduction |
| Turn Latency (Claude 3.7) | 38.4s – 46.2s | 3.2s – 4.5s | 10x Faster Turnaround |
| Cost per 50-turn day | $18.75 / day | $1.47 / day | Save $518/mo per dev |
| Interface Contract Loss | 0% | 0% (100% Types Preserved) | Zero Type Degradation |
Available MCP Tools in Claude Code
Once connected, Claude automatically calls these tools via Model Context Protocol.
Synthesizes clean interface contracts from source code in TypeScript, Python, Go, and Rust. Strips implementation bodies while keeping all types, classes, interfaces, and docstrings intact.
Prepares an AST-compressed architecture pack across entire directories or modules for Claude Code to understand project structure without importing gigabytes of raw source.
Scans code or repositories for dead weight and calculates exact token bloat, potential cost reductions, and efficiency opportunities.
Ready to optimize your team's Claude Code workflow?
Join engineering teams using SiftrCode to eliminate 90% token waste and speed up AI coding agents.