Memoryoracle

io.tooloracle由 tooloracle.io 发布官方发布者v1.0.0更新于 Oct 27, 2026

MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.

发布方自己的服务:Accessoracle

已验证Streamable HTTP可网页运行数据库知识与记忆

概览

AI 生成的概览

MemoryOracle 是一个远程 MCP 服务器,为 AI 代理提供可持久保存、可搜索的长期记忆:跨会话存储、查询、更新、总结和删除事实与决策。

可以做什么
  • 按类别、重要度、时间或访问频率存储、更新和浏览记忆,自动去重并保留版本历史
  • 在命名空间隔离下对已存记忆做全文检索,并按时间新鲜度加权排序
  • 在会话结束时生成总结,自动提取事实、决策与待办事项
  • 按 ID、类别、时间或全部永久删除记忆,并将全部记忆导出为 JSON
  • 查看记忆统计与服务健康状态,并将某条记忆与外部信任层进行交叉核验
适用场景
适合需要助手在会话之间、跨客户端记住用户偏好、项目历史、已做决策或业务规则的场景,避免聊天或应用重启后丢失上下文。
运行要求
通过 streamable HTTP 访问的远程端点;README 示例使用 npx 运行 mcp-remote 桥接,因此该方式需要 Node.js。清单未声明任何认证、环境变量或请求头。
安装前请注意
记忆保存在第三方服务上,可能包含用户偏好、决策和投资组合数据,删除操作不可恢复。README 另列出一个按调用计费的端点并给出各工具价格,请确认连接的是哪个端点以及调用是否产生费用。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Memoryoracle,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/io.tooloracle%2Fmemoryoracle/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "memoryoracle": {
      "type": "http",
      "url": "https://tooloracle.io/memory/mcp/"
    }
  }
}

README

MemoryOracle

Persistent long-term memory for AI agents. Agents never forget.

10 tools. SQLite FTS5 full-text search. Per-namespace isolation. GDPR-compliant forget. Cross-references with FeedOracle Trust Layer.

npx -y mcp-remote https://mcp.feedoracle.io/memory/mcp/

The problem

Every MCP tool call is stateless. When Claude Desktop restarts, when Cursor closes, when the session ends — the agent forgets everything. No user preferences, no project history, no learned rules, no portfolio tracking.

MemoryOracle gives agents a persistent, searchable memory that survives restarts, works across clients, and gets more valuable over time.

Tools

ToolWhat it does
store_memoryStore a fact, preference, decision, or rule. Deduplicates automatically.
query_memoryFull-text search with BM25 ranking and recency boost
update_factUpdate a memory with new info. Preserves version history (last 10 changes)
forgetPermanently delete by ID, category, age, or everything. GDPR Art. 17
summarize_sessionEnd-of-session capture: summary + extracted facts, decisions, action items
list_memoriesBrowse with filters: category, importance, recency, access frequency
cross_referenceVerify a memory against FeedOracle Trust Layer evidence
memory_statsDashboard: count, storage, categories, most accessed, recent
export_memoriesExport all as JSON. GDPR Art. 20 data portability
health_checkService status

Memory categories

CategoryWhen to use
factVerified information: "USDC is MiCA authorized"
preferenceUser/agent preferences: "Conservative allocation, no USDT"
decisionDecisions made: "Blocked USDT for EU clients"
observationPatterns noticed: "RLUSD peg stable for 30 days"
ruleBusiness rules: "Never recommend assets with peg deviation > 2%"
sessionSession summaries with linked facts
portfolioPortfolio positions and allocations
action_itemOpen tasks: "Check RLUSD status in April"

Example: Compliance agent workflow

Session 1 — Agent does MiCA compliance checks:

json
{"name": "store_memory", "arguments": {  "content": "USDT blocked for EU — MiCA NOT AUTHORIZED. Preflight: STOP.",  "category": "decision", "importance": 10,  "tags": ["usdt", "mica", "blocked"],  "namespace": "compliance-bot"}}

Session 2 — Next day, agent remembers:

json
{"name": "query_memory", "arguments": {  "query": "USDT EU compliance status",  "namespace": "compliance-bot"}}

→ Instantly recalls the decision from yesterday. No re-checking needed.

End of session — Auto-capture:

json
{"name": "summarize_session", "arguments": {  "summary": "Reviewed stablecoin portfolio. USDT blocked. RLUSD pending.",  "key_facts": ["USDC authorized", "EURC authorized", "USDT blocked"],  "decisions": ["Block USDT for EU"],  "action_items": ["Check RLUSD in April 2026"],  "namespace": "compliance-bot"}}

Why this is different

FeatureMemoryOracleOthers
SearchFTS5 BM25 ranking + recency boostBasic keyword
Categories8 structured typesFlat key-value
Session captureAuto-extracts facts, decisions, actionsManual only
Trust LayerCross-reference with signed evidenceNone
GDPRArt. 17 forget + Art. 20 exportUsually missing
NamespacesPer-agent isolationShared global
HistoryVersion tracking (last 10 changes)Overwrite
TTLAuto-expiry with configurable hoursNone

x402 Pay-per-call

POST https://tooloracle.io/x402/memory/mcp/
ToolUnitsPrice
store_memory2$0.02
query_memory5$0.05
summarize_session8$0.08
cross_reference5$0.05
list_memories3$0.03
update_fact2$0.02
forget1$0.01

Connect

json
{  "mcpServers": {    "memory": {      "command": "npx",      "args": ["-y", "mcp-remote", "https://mcp.feedoracle.io/memory/mcp/"]    }  }}

Part of ToolOracle

MemoryOracle is part of ToolOracle — 50+ MCP servers, 530+ tools. Powered by FeedOracle compliance infrastructure.

The memory layer that makes Decision Preflight, Trust Layer, ISO 20022, and every other tool exponentially more valuable.

Read More

📝 We Built an AI Agent That Runs 24/7, Never Forgets, and Checks Its Own Work — How Memory + Scheduler + Decision Preflight work together as one integrated autonomous agent stack. Real tool outputs, no theory.

License

MIT

来源:README.md,提交 8e2873a

工具

0
SourceWeft 尚未读取此服务器的工具。

版本历史

1
  1. v1.0.0最新Sep 16, 2026

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