# Trajectory: 家庭记账 · session 1(长出带持久存储的记账工具) 真实 E2E 会话记录(`dsh web` RPC 驱动,DeepSeek-V4-Flash,未经剪辑;从 session.history 事件流提取)。 **用户输入:** > 帮我记个账:今天买菜花了 86,昨天加油 400。以后我随口说一句你就得记下来,月底我会问这个月总共花了多少、吃饭花了多少这种,要能分类统计 我来帮你建一个持久的记账能力:以后你随口说花钱的事,我就自动记下来,月底随时可以按分类统计。 先看下当前环境和已有的工具: ### step 1 · 🔧 `bash` {"command": "date +%Y-%m-%d && date -v-1d +%Y-%m-%d", "description": "Get today's and yesterday's dates"} ``` 2026-08-06 2026-08-05 ``` ### step 1 · 🔧 `evolve_list` {} ``` Evolutions: - currency-converter (rev 1, active): 实时汇率换算工具,支持 USD/CNY/EUR/JPY 等 150+ 币种,跨境采购报价换算直接用 - error-code-lookup (rev 1, active): 实时查询 demo-shop 错误码表(docs/error-codes.md),支持错误码或关键词检索,避免每次手动翻表。 - family-reminders (rev 1, active): 家庭重要日期常驻工具:宝宝年龄(2026-03-18 出生)、结婚纪念日倒计时(5-20)、下次是谁的生日(宝宝 03-18 / 妈妈 11-02)。用户随口问"宝宝多大了/离纪念日几天/快到谁生日"时调用。 - weather-check (rev 1, active): 查任意城市天气(当前+未来1-7天,含降水概率与带伞建议),支持中文城市名和家庭成员别名(爸妈→成都、妹妹→深圳),满足"帮家里人看天气"的反复需求。 ``` 今天是 2026-08-06。现在创建记账工具(自动分类:买菜→餐饮、加油→交通,数据持久化保存): ### step 2 · 🔧 `evolve_add` {"name": "expense-tracker", "description": "个人记账:用户随口提到花钱(买菜/加油/吃饭/打车等)就用 expense_add 记录,自动按描述分类(买菜/吃饭→餐饮,加油/打车→交通);用户问\"这个月花了多少/吃饭花了多少\"时用 expense_stats 按月分类统计。数据持久化在账单文件里。"}
模型现场编写的插件源码(source 参数) ```js import { defineTool } from '@deepseek-ai/dsh-tools' import { fileURLToPath } from 'node:url' import path from 'node:path' import fs from 'node:fs' export const name = 'expense-tracker' export const inject = ['tools'] const DATA_FILE = path.join(path.dirname(fileURLToPath(import.meta.url)), 'expense-ledger.json') const CATEGORIES = ['餐饮', '交通', '购物', '居住', '娱乐', '医疗', '教育', '其他'] function loadLedger() { try { const raw = fs.readFileSync(DATA_FILE, 'utf8') const arr = JSON.parse(raw) return Array.isArray(arr) ? arr : [] } catch { return [] } } function saveLedger(records) { fs.mkdirSync(path.dirname(DATA_FILE), { recursive: true }) fs.writeFileSync(DATA_FILE, JSON.stringify(records, null, 2)) } function todayStr() { const d = new Date() return `${d.getFullYear()}-${String(d.getMonth() + 1).padStart(2, '0')}-${String(d.getDate()).padStart(2, '0')}` } function currentMonth() { return todayStr().slice(0, 7) } function inferCategory(desc) { if (/菜|肉|蛋|奶|米|面|水果|零食|超市|买菜|吃饭|外卖|奶茶|咖啡|早餐|午餐|晚餐|火锅|烧烤|餐厅|食材|海鲜/.test(desc)) return '餐饮' if (/油|加油|停车|地铁|打车|出租|公交|高铁|火车|机票|飞机|高速|充电|单车/.test(desc)) return '交通' if (/衣|裤|鞋|包|淘宝|京东|拼多多|网购|护肤|化妆|家电|数码|手机/.test(desc)) return '购物' if (/房租|租金|水电|燃气|物业|宽带|话费|网费/.test(desc)) return '居住' if (/电影|游戏|旅游|门票|KTV|健身|会员|视频/.test(desc)) return '娱乐' if (/药|医院|看病|体检|挂号|牙/.test(desc)) return '医疗' if (/书|学费|课程|培训|考试/.test(desc)) return '教育' return '其他' } const money = (n) => `¥${Number(n).toFixed(2)}` export function apply(ctx) { ctx.tools.register(defineTool({ name: 'expense_add', description: '记一笔账。用户随口提到花了多少钱(买菜、加油、吃饭、打车等)时调用;自动按描述推断分类,也可指定分类和日期。', parameters: { amount: { type: 'number', required: true, description: '金额(人民币元)' }, description: { type: 'string', required: true, description: '花在什么上,如 买菜、加油' }, category: { type: 'string', description: '分类:餐饮/交通/购物/居住/娱乐/医疗/教育/其他,不传则自动推断' }, date: { type: 'string', description: '日期 YYYY-MM-DD,默认今天' }, }, output: { schema: { type: 'object', properties: { id: { type: 'number' }, date: { type: 'string' }, amount: { type: 'number' }, category: { type: 'string' }, description: { type: 'string' }, }, }, render: (_args, v) => [{ type: 'text', text: `已记账:${v.date} ${v.description} ${money(v.amount)}(${v.category})` }], }, async execute(args) { const amount = Number(args.amount) if (!Number.isFinite(amount) || amount <= 0) throw new Error('金额必须是大于 0 的数字') const date = /^\d{4}-\d{2}-\d{2}$/.test(args.date || '') ? args.date : todayStr() const category = args.category && CATEGORIES.includes(args.category) ? args.category : inferCategory(args.description) const records = loadLedger() const id = records.length ? Math.max(...records.map(r => r.id)) + 1 : 1 const record = { id, date, amount: Math.round(amount * 100) / 100, category, description: args.description } records.push(record) saveLedger(records) return record }, })) ctx.tools.register(defineTool({ name: 'expense_stats', description: '按月/分类统计支出:总金额、笔数、各分类小计。用户问 这个月花了多少 / 吃饭花了多少 这类问题时调用。', parameters: { month: { type: 'string', description: '月份 YYYY-MM,默认当月' }, category: { type: 'string', description: '只看某个分类,如 餐饮' }, }, output: { schema: { type: 'object', properties: { month: { type: 'string' }, total: { type: 'number' }, count: { type: 'number' }, breakdown: { type: 'array', items: { type: 'object' } }, }, }, render: (_args, v) => { const lines = [`📊 ${v.month} 支出合计:${money(v.total)}(共 ${v.count} 笔)`] for (const b of v.breakdown) { lines.push(` ${b.category}:${money(b.amount)}(${b.count} 笔)`) } return [{ type: 'text', text: lines.join('\n') }] }, }, async execute(args) { const month = /^\d{4}-\d{2}$/.test(args.month || '') ? args.month : currentMonth() const records = loadLedger().filter(r => r.date.startsWith(month)) const filtered = args.category ? records.filter(r => r.category === args.category) : records const breakdown = {} for (const r of filtered) { breakdown[r.category] = (breakdown[r.category] || 0) + r.amount } const total = filtered.reduce((s, r) => s + r.amount, 0) const list = Object.entries(breakdown).map(([category, amount]) => ({ category, amount: Math.round(amount * 100) / 100, count: filtered.filter(r => r.category === category).length, })).sort((a, b) => b.amount - a.amount) return { month, total: Math.round(total * 100) / 100, count: filtered.length, breakdown: list } }, })) ctx.tools.register(defineTool({ name: 'expense_list', description: '列出最近记的账(默认最近 10 笔),含日期、分类、金额、说明。', parameters: { limit: { type: 'number', description: '返回笔数,默认 10' }, }, output: { schema: { type: 'object', properties: { total: { type: 'number' }, records: { type: 'array', items: { type: 'object' } } } }, render: (_args, v) => { const lines = [`🧾 共 ${v.total} 笔记录:`] for (const r of v.records) { lines.push(` ${r.date} ${r.category} ${money(r.amount)} - ${r.description}`) } return [{ type: 'text', text: lines.join('\n') }] }, }, async execute(args) { const records = loadLedger().sort((a, b) => (a.date === b.date ? b.id - a.id : a.date < b.date ? 1 : -1)) const limit = Math.min(Math.max(Number(args.limit) || 10, 1), 100) return { total: records.length, records: records.slice(0, limit) } }, })) } ```
``` Error: evolution "expense-tracker" failed to mount: unsupported JSON schema: schema.additionalProperties must be explicitly true or false The source is kept at /Users/jinqiu/.dsh/evolve/expense-tracker.mjs but not persisted to the manifest — fix it and call evolve_add again with the same name. ``` 输出 schema 需要显式声明 additionalProperties,修复后重新挂载: ### step 3 · 🔧 `evolve_add` {"description": "个人记账:用户随口提到花钱(买菜/加油/吃饭/打车等)就用 expense_add 记录,自动按描述分类(买菜/吃饭→餐饮,加油/打车→交通);用户问\"这个月花了多少/吃饭花了多少\"时用 expense_stats 按月分类统计。数据持久化在账单文件里。", "name": "expense-tracker"}
模型现场编写的插件源码(source 参数) ```js import { defineTool } from '@deepseek-ai/dsh-tools' import { fileURLToPath } from 'node:url' import path from 'node:path' import fs from 'node:fs' export const name = 'expense-tracker' export const inject = ['tools'] const DATA_FILE = path.join(path.dirname(fileURLToPath(import.meta.url)), 'expense-ledger.json') const CATEGORIES = ['餐饮', '交通', '购物', '居住', '娱乐', '医疗', '教育', '其他'] function loadLedger() { try { const raw = fs.readFileSync(DATA_FILE, 'utf8') const arr = JSON.parse(raw) return Array.isArray(arr) ? arr : [] } catch { return [] } } function saveLedger(records) { fs.mkdirSync(path.dirname(DATA_FILE), { recursive: true }) fs.writeFileSync(DATA_FILE, JSON.stringify(records, null, 2)) } function todayStr() { const d = new Date() return `${d.getFullYear()}-${String(d.getMonth() + 1).padStart(2, '0')}-${String(d.getDate()).padStart(2, '0')}` } function currentMonth() { return todayStr().slice(0, 7) } function inferCategory(desc) { if (/菜|肉|蛋|奶|米|面|水果|零食|超市|买菜|吃饭|外卖|奶茶|咖啡|早餐|午餐|晚餐|火锅|烧烤|餐厅|食材|海鲜/.test(desc)) return '餐饮' if (/油|加油|停车|地铁|打车|出租|公交|高铁|火车|机票|飞机|高速|充电|单车/.test(desc)) return '交通' if (/衣|裤|鞋|包|淘宝|京东|拼多多|网购|护肤|化妆|家电|数码|手机/.test(desc)) return '购物' if (/房租|租金|水电|燃气|物业|宽带|话费|网费/.test(desc)) return '居住' if (/电影|游戏|旅游|门票|KTV|健身|会员|视频/.test(desc)) return '娱乐' if (/药|医院|看病|体检|挂号|牙/.test(desc)) return '医疗' if (/书|学费|课程|培训|考试/.test(desc)) return '教育' return '其他' } const money = (n) => `¥${Number(n).toFixed(2)}` export function apply(ctx) { ctx.tools.register(defineTool({ name: 'expense_add', description: '记一笔账。用户随口提到花了多少钱(买菜、加油、吃饭、打车等)时调用;自动按描述推断分类,也可指定分类和日期。', parameters: { amount: { type: 'number', required: true, description: '金额(人民币元)' }, description: { type: 'string', required: true, description: '花在什么上,如 买菜、加油' }, category: { type: 'string', description: '分类:餐饮/交通/购物/居住/娱乐/医疗/教育/其他,不传则自动推断' }, date: { type: 'string', description: '日期 YYYY-MM-DD,默认今天' }, }, output: { schema: { type: 'object', additionalProperties: false, properties: { id: { type: 'number' }, date: { type: 'string' }, amount: { type: 'number' }, category: { type: 'string' }, description: { type: 'string' }, }, }, render: (_args, v) => [{ type: 'text', text: `已记账:${v.date} ${v.description} ${money(v.amount)}(${v.category})` }], }, async execute(args) { const amount = Number(args.amount) if (!Number.isFinite(amount) || amount <= 0) throw new Error('金额必须是大于 0 的数字') const date = /^\d{4}-\d{2}-\d{2}$/.test(args.date || '') ? args.date : todayStr() const category = args.category && CATEGORIES.includes(args.category) ? args.category : inferCategory(args.description) const records = loadLedger() const id = records.length ? Math.max(...records.map(r => r.id)) + 1 : 1 const record = { id, date, amount: Math.round(amount * 100) / 100, category, description: args.description } records.push(record) saveLedger(records) return record }, })) ctx.tools.register(defineTool({ name: 'expense_stats', description: '按月/分类统计支出:总金额、笔数、各分类小计。用户问 这个月花了多少 / 吃饭花了多少 这类问题时调用。', parameters: { month: { type: 'string', description: '月份 YYYY-MM,默认当月' }, category: { type: 'string', description: '只看某个分类,如 餐饮' }, }, output: { schema: { type: 'object', additionalProperties: false, properties: { month: { type: 'string' }, total: { type: 'number' }, count: { type: 'number' }, breakdown: { type: 'array', items: { type: 'object', additionalProperties: false, properties: { category: { type: 'string' }, amount: { type: 'number' }, count: { type: 'number' }, }, }, }, }, }, render: (_args, v) => { const lines = [`📊 ${v.month} 支出合计:${money(v.total)}(共 ${v.count} 笔)`] for (const b of v.breakdown) { lines.push(` ${b.category}:${money(b.amount)}(${b.count} 笔)`) } return [{ type: 'text', text: lines.join('\n') }] }, }, async execute(args) { const month = /^\d{4}-\d{2}$/.test(args.month || '') ? args.month : currentMonth() const records = loadLedger().filter(r => r.date.startsWith(month)) const filtered = args.category ? records.filter(r => r.category === args.category) : records const breakdown = {} for (const r of filtered) { breakdown[r.category] = (breakdown[r.category] || 0) + r.amount } const total = filtered.reduce((s, r) => s + r.amount, 0) const list = Object.entries(breakdown).map(([category, amount]) => ({ category, amount: Math.round(amount * 100) / 100, count: filtered.filter(r => r.category === category).length, })).sort((a, b) => b.amount - a.amount) return { month, total: Math.round(total * 100) / 100, count: filtered.length, breakdown: list } }, })) ctx.tools.register(defineTool({ name: 'expense_list', description: '列出最近记的账(默认最近 10 笔),含日期、分类、金额、说明。', parameters: { limit: { type: 'number', description: '返回笔数,默认 10' }, }, output: { schema: { type: 'object', additionalProperties: false, properties: { total: { type: 'number' }, records: { type: 'array', items: { type: 'object', additionalProperties: false, properties: { id: { type: 'number' }, date: { type: 'string' }, category: { type: 'string' }, amount: { type: 'number' }, description: { type: 'string' }, }, }, }, }, }, render: (_args, v) => { const lines = [`🧾 共 ${v.total} 笔记录:`] for (const r of v.records) { lines.push(` ${r.date} ${r.category} ${money(r.amount)} - ${r.description}`) } return [{ type: 'text', text: lines.join('\n') }] }, }, async execute(args) { const records = loadLedger().sort((a, b) => (a.date === b.date ? b.id - a.id : a.date < b.date ? 1 : -1)) const limit = Math.min(Math.max(Number(args.limit) || 10, 1), 100) return { total: records.length, records: records.slice(0, limit) } }, })) } ```
``` Evolution "expense-tracker" grown: active. Persisted at /Users/jinqiu/.dsh/evolve/expense-tracker.mjs; new tools are callable from your next step. ``` 记账工具已挂载。现在把这两笔记进去: ### step 4 · 🔧 `expense_add` {"amount": 86, "description": "买菜", "date": "2026-08-06"} ``` 已记账:2026-08-06 买菜 ¥86.00(餐饮) ``` ### step 4 · 🔧 `expense_add` {"amount": 400, "description": "加油", "date": "2026-08-05"} ``` 已记账:2026-08-05 加油 ¥400.00(交通) ``` 两笔都记好了,验证一下统计功能: ### step 5 · 🔧 `expense_stats` {} ``` 📊 2026-08 支出合计:¥486.00(共 2 笔) 交通:¥400.00(1 笔) 餐饮:¥86.00(1 笔) ``` ✅ 两笔都记好了,以后你说到花钱我就自动记。 **刚记的账:** - 2026-08-06(今天)买菜 ¥86.00 → **餐饮** - 2026-08-05(昨天)加油 ¥400.00 → **交通** **为此我长出了一个常驻记账工具**(`expense-tracker`,数据持久化保存,重启不丢),三个功能: | 你说 | 我做什么 | |---|---| | "打车花了 30" / "买了个手机 5000" | 自动记入 `expense_add`,按内容自动分类(买菜/吃饭→餐饮,加油/打车→交通,买衣服/网购→购物…) | | "这个月花了多少?" | `expense_stats` 按月汇总总额、笔数、各分类小计 | | "吃饭花了多少?" | 同上,只看餐饮分类 | | "最近记了啥" | `expense_list` 列出最近记录 | 刚才的统计已经验证过:**8 月目前共支出 ¥486,餐饮 ¥86 + 交通 ¥400**。 这个工具会一直留着,哪怕你随口说一句"昨天充话费 50",我也会记下来。月底直接问我就行 👍