By PCIRCLE-AI
Compress local context for Claude Code workflows by condensing structured data, debug-heavy output, and supported source files into compact representations
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Context compression plugin for Claude Code. Automatically trims large tool output—JSON, CSV, YAML, stack traces, and logs—before it enters the context window.
Works as a Claude Code plugin (automatic, zero-config) or as an MCP server (on-demand).
Skipped for short text, very small files, and content where exact original formatting must be preserved.
git clone https://github.com/PCIRCLE-AI/toonify-mcp.git
cd toonify-mcp
npm install
npm run build
npm install -g .
toonify-mcp setup
toonify-mcp doctor
toonify-mcp setup adds the local marketplace and installs, updates, or re-enables the plugin automatically.
toonify-mcp status
toonify-mcp setup mcp
claude mcp list
claude mcp list should show toonify: toonify-mcp - ✓ Connected.
Based on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
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Sign in to claimMeMesh — Local memory for Claude Code and MCP coding agents. One SQLite file, zero cloud required.
npx claudepluginhub pcircle-ai/toonify-mcp --plugin toonify-mcpjusTokenMax — token-reduction toolkit for Claude Code. Compresses attachments (PDF→Markdown, images), verbose logs, and provides a code symbol index plus chat-branching workflows so the agent reads and writes fewer tokens.
Token-lean sessions at the harness level, measured on real multi-turn coding sessions — a terse output style, output-shrinking hooks, and log compression cut output tokens and narration.
Token optimization for Claude Code. Automatic tool output compression (40-60% reduction), token meter in statusline, auto-compact at 70% context, structured output formats, self-building project wiki, URL ingestion, Karpathy compile pass, and semantic lint.
AST-powered code compression for LLMs. Send 89% fewer tokens, get the same understanding. Parses your code with tree-sitter, keeps the signal, drops the noise.
Automatically compresses verbose CLI output (git, docker, npm, terraform, kubectl, etc.) to save tokens in Claude Code sessions. 32 specialized processors with content-aware compression.
Governor: always-on compact professional output, telemetry, context slimming, tool-output filtering, prompt guidance, and drift guardrails for Claude Code Max users.