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mnemox-ai/tradememory-protocol
默认分支 master · commit bc9cb0b1 · 扫描时间 2026/5/29 04:07:07
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 mnemox-ai/tradememory-protocol 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition README opening to clearly state niche and differentiate from generic databases
原因:
当前The AI trading stack is missing a layer. Every MCP server handles execution — placing orders, fetching prices, reading charts. **None handle memory.** Your agent can buy 100 shares of AAPL but can't answer: "What happened last time I bought AAPL in this condition?"TradeMemory is the memory layer.** One `pip install`, and your AI agent remembers every trade, every outcome, every mistake — with SHA-256 tamper-proof audit trail.
复制粘贴的修复The AI trading stack is missing a layer. Every MCP server handles execution — placing orders, fetching prices, reading charts. **None handle memory.** Your agent can buy 100 shares of AAPL but can't answer: "What happened last time I bought AAPL in this condition?"TradeMemory is the memory layer.** Unlike generic databases or broad enterprise financial platforms, it's purpose-built as a tamper-proof audit trail and persistent memory protocol specifically for AI trading agents. One `pip install`, and your AI agent remembers every trade, every outcome, every mistake — with SHA-256 tamper-proof audit trail.
- mediumtopics#2Add compliance and audit-related topics
原因:
当前ai-agents, claude, crypto, evolution-engine, forex, mcp, mcp-server, memory, mt5, outcome-weighted-memory, trading
复制粘贴的修复ai-agents, claude, crypto, evolution-engine, forex, mcp, mcp-server, memory, mt5, outcome-weighted-memory, trading, audit-trail, regulatory-compliance, algorithmic-trading-compliance, ai-governance
- lowreadme#3Add a 'Comparison to Alternatives' section to the README
原因:
复制粘贴的修复Create a new section in the README, e.g., 'Comparison to Alternatives', that explicitly outlines how TradeMemory Protocol differs from: 1. Generic databases (e.g., PostgreSQL, MongoDB) by offering specialized, outcome-weighted recall and tamper-proof audit trails for AI trading. 2. Broad enterprise financial platforms (e.g., Symphony, Murex) by providing a focused, agent-centric memory and compliance layer rather than a full trading system.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- PostgreSQL · 被推荐 1 次
- SQLAlchemy · 被推荐 1 次
- MongoDB · 被推荐 1 次
- Couchbase · 被推荐 1 次
- InfluxDB · 被推荐 1 次
- 品类问题How to implement persistent memory and decision logging for my AI trading agent?你:未被推荐AI 推荐顺序:
- PostgreSQL
- SQLAlchemy
- MongoDB
- Couchbase
- InfluxDB
- TimescaleDB
- SQLite
- Redis
- RedisJSON
- RedisGraph
- Apache Kafka
- RabbitMQ
AI 推荐了 12 个替代方案,却始终没点名 mnemox-ai/tradememory-protocol。这就是要补上的差距。
查看 AI 完整回答
- 品类问题Tools for ensuring regulatory compliance and auditability in algorithmic trading systems?你:未被推荐AI 推荐顺序:
- Symphony
- OpenGamma Platform
- Adenza
- Murex MX.3
- Refinitiv
- Nice Actimize
- Elastic Stack
AI 推荐了 7 个替代方案,却始终没点名 mnemox-ai/tradememory-protocol。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesspass
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of mnemox-ai/tradememory-protocol?passAI 明确点名了 mnemox-ai/tradememory-protocol
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts mnemox-ai/tradememory-protocol in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 mnemox-ai/tradememory-protocol
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo mnemox-ai/tradememory-protocol solve, and who is the primary audience?passAI 明确点名了 mnemox-ai/tradememory-protocol
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 mnemox-ai/tradememory-protocol 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/mnemox-ai/tradememory-protocol)<a href="https://repogeo.com/zh/r/mnemox-ai/tradememory-protocol"><img src="https://repogeo.com/badge/mnemox-ai/tradememory-protocol.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
mnemox-ai/tradememory-protocol — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3