Hawthorn
708 posts
First year wrapped dropping soon! Learned a lot, failed even more.
I am building the ultimate polymaket trading Mullti-agent system. Built on top of Oculie: an agent sold to 5 customers that are successfully executing through it. Now an improved multi agent system. Even better, even more sources. and even a specialised trained local AI model (Pangu-Weather) and many more features. Will try to complete it most of it in the AI-weekender by @GrowthX_Club. Look forward to it It's time to rise again. Signup on the waitlist: growthx-six.vercel.app
10 GitHub repos that cut your Claude Code token usage by 60–90% This will help you when creating your own trading bots and tools for Polymarket, as well as for any other tasks Here's the full list 1. RTK (Rust Token Killer) CLI proxy that filters terminal output before it hits your context window. 60–90% reduction on common dev commands. One binary, zero dependencies. Works with Claude Code, Cursor, Copilot. GitHub: github.com/rtk-ai/rtk 2. Token Savior MCP server that navigates code by symbols, not full files. 97% reduction on code navigation. Persistent memory across sessions. 69 tools, zero external dependencies. GitHub: github.com/Mibayy/token-s… 3. Context Mode Sandboxes raw tool output into SQLite instead of dumping it straight into context. 98% context reduction on Playwright, GitHub, logs. Only clean summaries enter your conversation. Works as a Claude Code plugin. GitHub: github.com/mksglu/context… 4. code-review-graph Local knowledge graph that maps your codebase with Tree-sitter. Claude reads only what matters - not the entire repo. 49x token reduction on large monorepos. 6.8x on average reviews. GitHub: github.com/tirth8205/code… 5. Caveman Claude Makes Claude respond like a caveman to cut output tokens. 65–75% output reduction. One-line install. Full technical accuracy stays intact. GitHub: github.com/JuliusBrussee/… 6. token-optimizer-mcp MCP server with caching, compression, and smart tool intelligence. 95%+ token reduction through intelligent caching. Compresses repeated tool outputs automatically. GitHub: github.com/ooples/token-o… 7. claude-token-efficient One CLAUDE.md file that keeps responses terse. Drop-in, no code changes needed. Reduces output verbosity on heavy workflows. Best for output-heavy sessions. GitHub: github.com/drona23/claude… 8. claude-context (by Zilliz) Code search MCP that makes your entire codebase the context. ~40% reduction with equivalent retrieval quality. Hybrid BM25 + dense vector search. GitHub: github.com/zilliztech/cla… 9. claude-token-optimizer Reusable setup prompts for optimizing any project. 90% token savings in 5 minutes. Reduces doc token usage from 11K to 1.3K. GitHub: github.com/nadimtuhin/cla… 10. token-optimizer Finds ghost tokens that silently eat your context. Survives compaction without losing quality. Fixes context quality decay over long sessions. GitHub: github.com/alexgreensh/to… You don't need all 10. Pick 2–3 based on your workflow: Heavy terminal output? → RTK Big codebase? → code-review-graph + Token Savior Lots of MCP servers? → Context Mode Quick fix? → Caveman + claude-token-efficient Most people are burning tokens without knowing it. Run /context in a fresh session and see how much is already gone before you type a single word. Like/RT/Bookmark if this was helpful Follow me for more!
