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MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.
About
MemoryOracle - 10 agent memory tools: vector store, recall, summarization, redaction.
Remote endpoints: streamable-http: https://tooloracle.io/memory/mcp/
Security Report
9.8
Low Risk9.8Low RiskValid MCP server (1 strong, 1 medium validity signals). 1 known CVE in dependencies Imported from the Official MCP Registry. Trust signals: trusted author (25/25 approved). 1 finding(s) downgraded by scanner intelligence.
10 tools verified · Open access · 2 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
Permissions Required
This plugin requests these system permissions. Most are normal for its category.
How to Connect
Remote Plugin
No local installation needed. Your AI client connects to the remote endpoint directly.
Add this to your MCP configuration to connect:
{
"mcpServers": {
"io-tooloracle-memoryoracle": {
"url": "https://tooloracle.io/memory/mcp/"
}
}
}Documentation
View on GitHubFrom the project's GitHub 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
| Tool | What it does |
|---|---|
store_memory | Store a fact, preference, decision, or rule. Deduplicates automatically. |
query_memory | Full-text search with BM25 ranking and recency boost |
update_fact | Update a memory with new info. Preserves version history (last 10 changes) |
forget | Permanently delete by ID, category, age, or everything. GDPR Art. 17 |
summarize_session | End-of-session capture: summary + extracted facts, decisions, action items |
list_memories | Browse with filters: category, importance, recency, access frequency |
cross_reference | Verify a memory against FeedOracle Trust Layer evidence |
memory_stats | Dashboard: count, storage, categories, most accessed, recent |
export_memories | Export all as JSON. GDPR Art. 20 data portability |
health_check | Service status |
Memory categories
| Category | When to use |
|---|---|
fact | Verified information: "USDC is MiCA authorized" |
preference | User/agent preferences: "Conservative allocation, no USDT" |
decision | Decisions made: "Blocked USDT for EU clients" |
observation | Patterns noticed: "RLUSD peg stable for 30 days" |
rule | Business rules: "Never recommend assets with peg deviation > 2%" |
session | Session summaries with linked facts |
portfolio | Portfolio positions and allocations |
action_item | Open tasks: "Check RLUSD status in April" |
Example: Compliance agent workflow
Session 1 — Agent does MiCA compliance checks:
{"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:
{"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:
{"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
| Feature | MemoryOracle | Others |
|---|---|---|
| Search | FTS5 BM25 ranking + recency boost | Basic keyword |
| Categories | 8 structured types | Flat key-value |
| Session capture | Auto-extracts facts, decisions, actions | Manual only |
| Trust Layer | Cross-reference with signed evidence | None |
| GDPR | Art. 17 forget + Art. 20 export | Usually missing |
| Namespaces | Per-agent isolation | Shared global |
| History | Version tracking (last 10 changes) | Overwrite |
| TTL | Auto-expiry with configurable hours | None |
x402 Pay-per-call
POST https://tooloracle.io/x402/memory/mcp/
| Tool | Units | Price |
|---|---|---|
store_memory | 2 | $0.02 |
query_memory | 5 | $0.05 |
summarize_session | 8 | $0.08 |
cross_reference | 5 | $0.05 |
list_memories | 3 | $0.03 |
update_fact | 2 | $0.02 |
forget | 1 | $0.01 |
Connect
{
"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
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