免費 / 開源Runs parallel CLI coding agents in isolated worktrees, lacking dedicated context compression and cost routing tools.
| 面向/指標 | ![]() | |
|---|---|---|
| 官方網域 | caveman.so | n71.ai |
| 定價模式 | 免費增值、需聯絡報價 | 付費、需聯絡報價 |
| 每月造訪次數 | 17.18萬 (171,826) | 0 (0) |
| 月流量變化量 | -3.16萬 (-15.5%) | 0 (0%) |
| 主要市場與市佔 | 🇺🇸 美國 (30%) | 🌐 全球 (—) |
| 每月直接造訪 | 6.42萬 | 0 |
| 使用者評分 | 4.7 | 4.1 |
| 支援平台 | 網站 | 網站 |

用可還原的上下文壓縮與智慧模型路由,降低 AI Agent 權杖成本
讓每個模型 token 產出更多——LLM 成本最多降低 30%+
置於應用原本呼叫的模型 API 之後,保留現有模型客戶端、提示詞與對話流程,無需重寫。
可搭配你已在使用的多家 LLM 供應商,而不把你綁死在單一廠商或模型家族上。
公司稱可實現 30%+ 的模型成本降幅,並提供文件與基準方法,方便用自有請求驗證。
公開的基準說明了節省如何計算,包括比較雙方的模型呼叫、處理、校驗與重試。
免費 / 開源Runs parallel CLI coding agents in isolated worktrees, lacking dedicated context compression and cost routing tools.
免費 / 開源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
免費 / 開源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.

專項更強為程式碼編寫代理提供企業級上下文引擎,但缺乏開源 Token 壓縮與自訂模型路由功能。
專項更強為程式碼編寫代理提供企業級上下文引擎,但缺乏開源 Token 壓縮與自訂模型路由功能。

免費 / 開源Provides an open-source Python framework for building model-agnostic agents without built-in context compression.
免費 / 開源Honcho is an open-source memory layer for AI agents. It ingests messages, indexes them, and runs background reasoning so agents can recall who a user is, what happened before, and what to do next — across sessions, tools, and machines.
建立具備權限意識的上下文圖譜並將任務路由至模型,不過主要針對企業級代理工作流程。