Pmc Engine — AI skill for Claude Code
Predictive Minimal Context — cut AI coding token costs by 40-80% via AST-based surgical context compression.
How to install Pmc Engine
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open mdayan8/pmc-engine and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Pmc Engine does
Predictive Minimal Context — cut AI coding token costs by 40-80% via AST-based surgical context compression. Works with Claude Code, Cursor, Cline, Aider, and any AI coding tool.
Alternatives in AI
- Jcodemunch MCP — Cut AI token costs 95%+ on code exploration 2.6k ★
- Token Monitor — Local-first desktop widget for tracking token usage, costs, and limits across 32+ AI coding tools—including Cl 1.8k ★
- Paritok 4b V1 — Non-destructive compression gateway for AI coding agents 1.4k ★
README
██████╗ ███╗ ███╗ ██████╗
██╔══██╗████╗ ████║██╔════╝
██████╔╝██╔████╔██║██║
██╔═══╝ ██║╚██╔╝██║██║
██║ ██║ ╚═╝ ██║╚██████╗
╚═╝ ╚═╝ ╚═╝ ╚═════╝
Predictive Minimal Context
Cut AI coding token costs by 40–96%. Drop-in proxy. Zero code changes.
The Problem · How It Works · Benchmarks · Quick Start · Integration · Research
Related Skills
Furl Ctx
Context compression for AI agents — cut token usage costs with retrievable CCR compression. Rust core + Python
Repocontext
Next-gen AST codebase map, token compression, and context packaging engine for AI coding agents & IDEs
Smart Context Delegation
Cut coding-agent token usage by ~90%: a PreToolUse hook blocks large file reads; bulk-read/code-write delegate
Cost Optimizer
git clone https://github.com/fullstackcrew-alpha/skill-cost-optimizer Save 60-80% on AI token costs with smart
Sidequest
Cut Claude Code token costs by delegating bulk LLM work to cheap models. 600+ models via NanoGPT, OpenRouter,
Token Saver
Zero-cost token optimization engine for AI coding assistants (Claude Code, Cursor, Antigravity, Windsurf). Sav
Related Agents
Caveman Compress
Compression engine wrapper — runs the caveman-compress CLI on a body artifact in scratch, returns the compress
Ast Grep Surgeon
Structural code analysis and surgical refactoring specialist using ast-grep. Use PROACTIVELY for code search,
Core Developer
Core development protocol for the EITR engine containing 4 explicit workflows and constraints for modifying AS