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Brain4Agent MCP
Stores conversation turns in SQLite and retrieves whole sessions with BM25 and CJK tokenization. Its stdio tools save memories, recall sessions and report missing query terms. Core retrieval makes no model calls; the ask tool and optional judge need a configured model. Requires Python 3.11 or later. Similar sessions can confuse retrieval, so review the returned evidence. Public source repository created November 8, 2026 (UTC).
MCP unverified
Integration
| Transport | stdio |
| Auth | none |
| Endpoint | python -m brain4agent.mcp_server |
| Install | Review the source, create a Python 3.11 or later virtual environment and install Brain4Agent, optionally with the precise extra for its dictionary; set BRAIN4AGENT_DB to an approved private SQLite path and register python -m brain4agent.mcp_server; approve imports and any model-backed ask or judge configuration separately |
Use Cases
| 01 | Recall a prior session in Chinese or English |
| 02 | Inspect which query terms are absent from stored sessions |
Tags
session-memory sqlite bm25 cjk
Machine-readable: /api/servers.json
· JSON-LD schema embedded in <head>