DietrichGebert/ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
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把『懶惰開發思維+省 token 檢索+上下文壓縮』打包,讓 agentic 寫程式的 API 帳單立刻降一截,效果可量化。
①技能包/外掛買斷(Gumroad/Lemon Squeezy MoR:賣『省 token 工作流+規則包』)②團隊月費訂閱(含用量儀表板顯示省了多少)③對開發團隊的省成本顧問/導入。工具聯盟可帶 IDE/雲端額度(非 VPN)。落地頁 Adsterra/Monetag+Ko-fi。
把 ponytail 的『先想清楚再動手、能不寫就不寫』工作流規則化 → 檢索改用 semble(省 98% token)→ 用 lean-ctx 壓縮/快取上下文避免重貼 → Understand-Anything 先建一次知識圖譜,之後問答走圖譜不全庫掃。外掛內建用量儀表板,對比導入前後 token 花費,把『省了多少』變成可賣的數字。
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read
Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they touch, and proves what they save. 60–90% fewer tokens as the receipt. 76 MCP tools, 30+ agents, local-first.
Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.