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API 端点\n| 方法 | 路径 | 说明 |\n|------|------|------|\n| GET | `/` | Web 聊天界面 |\n| GET | `/health` | 健康检查 (model/db/kb) |\n| GET | `/metrics` | 指标监控 |\n| POST | `/chat` | 非流式聊天 |\n| POST | `/chat/stream` | SSE 流式聊天 |\n| POST | `/kb/add` | 添加文本到知识库 |\n| POST | `/kb/upload` | 上传文档 |\n| POST | `/kb/delete` | 删除文档 |\n| GET | `/kb/status` | 知识库状态 |\n| GET | `/db/stats` | 数据库统计 (需auth) |\n| GET | `/scheduler` | 任务调度器 |\n| GET | `/memory` | Agent 记忆存储 |\n| GET | `/prompts` | Prompt 模板管理（需鉴权） |\n\n### 5. API 鉴权（可选）\n```bash\nset API_KEY=my-secret-key\n# 请求时携带: Authorization: Bearer my-secret-key\n```\n\n## 功能模块\n\n### 本地推理服务 (Server)\n- Ollama 运行 gemma4-e4b 模型 (7.5B Q4_K_M)\n- 后端可选：ollama / deepseek / local (llama-cpp)\n- 流式输出 (SSE)、多轮对话、会话隔离\n- 限流保护 + API Key 鉴权 + LRU 会话管理\n\n### Telegram 机器人\n- 多后端支持：Ollama 本地 / DeepSeek API / llama-cpp，自动路由\n- 异步并发处理 (ThreadPoolExecutor)\n- 长文本自动分段 + typing indicator + 指数退避重试\n\n### 统一智能体 (Agent)\n- 单一全能 Agent: 融合分析/研究/写作/审查/记忆五种能力\n- 双模式: run() / run_with_review() 带自审\n- Tool-use: 文件读写/KB搜索/DB查询/网页抓取\n- 持久记忆: 重启不丢失\n- 自主任务: 每日摘要/KB巡检/记忆清理\n\n### 知识库 (RAG)\n- TF-IDF 向量检索 (纯 Python) + ChromaDB 语义搜索\n- 可配置 Embedding: all-MiniLM / bge-small-zh / 自定义\n- CJK 字符级分词 + 增量扫描\n\n### 自主任务引擎\n- 进程内调度器: interval / daily cron\n- 每日对话摘要 (08:00) + KB健康巡检 (每小时)\n\n## CLI 命令\n\n```bash\nriycol run [all|server|telegram|agent]\nriycol agent list|run|review\nriycol data stats|build|export\nriycol kb refresh|stats\nriycol validate|version|scheduler|memory\n```\n\n## 配置 (.env)\n\n| 变量 | 说明 | 默认值 |\n|------|------|--------|\n| `OLLAMA_MODEL` | 本地主力模型 | gemma4-e4b |\n| `DEEPSEEK_API_KEY` | DeepSeek API Key（兜底） | — |\n| `TELEGRAM_BOT_TOKEN` | Telegram Bot Token | — |\n| `TG_MODEL` | TG Bot 后端选择 | auto |\n| `API_KEY` | HTTP API 鉴权 | — |\n| `EMBEDDING_MODEL` | 向量模型 | all-MiniLM-L6-v2 |\n| `MAX_CHAT_SESSIONS` | 最大会话数 | 500 |\n\n---\n*v2.2.0 — 2026-05-16*","readmeExcerpt":"Riycol Agent — Multi-Agent AI Framework 多功能AI服务平台：本地 gemma4-e4b Ollama 推理 + Telegram 机器人 + 统一 Agent + 知识库 + 数据蒸馏 快速开始 1. 准备环境 2. 启动服务 3. 验证配置 4. 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