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memoryoracle

by Tooloracle.io

io.tooloracle/memoryoracle

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

memoryoracle · v1.0.0

by Tooloracle.io

38

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