madc_deliberate
Specialist AI agents vote to resolve contradictory lessons
How to use it
Project documentation lists madc_deliberate for the Cachly MCP MCP server. Add the server to your MCP client (Claude Desktop, Cursor, Windsurf and others), then check which tools your installed version makes available. Tool availability can depend on configuration and credentials. A server handshake does not verify this tool’s behavior. See the full listing for setup details.
Install Cachly MCP
npx @cachly-dev/mcp-server@latest demoOther tools in Cachly MCP (6)
Inspect the causal graph around any concept
Detect contradictions, merge duplicates, expire stale lessons
Distill all lessons into a Crystal for instant team context
Immutable, admin-only governance trail: every role change & lesson confirmation
A reviewer confirms a lesson (🛡️ senior / ✔️ peer) → ranks higher in recall · reviewer-gated
Team Crystal — fixes that 2+ teammates independently converged on (the cross-person, causal layer)