ori_query_ranked

MCP tool from Ori Mnemos by aayoawoyemi

Full retrieval with Q-value reranking, co-occurrence PPR, and stage meta-learning

How to use it

Project documentation lists ori_query_ranked for the Ori Mnemos 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 Ori Mnemos

$npm install -g ori-memory
FULL ORI MNEMOS LISTING

Other tools in Ori Mnemos (15)

ori_add

Capture to inbox

ori_explore

Recursive graph traversal — PPR, sub-question decomposition, convergence detection

ori_health

Full diagnostics

ori_index_build

Build/update embedding index and bootstrap co-occurrence edges

ori_orient

Session briefing: daily status, goals, reminders, vault health, index freshness

ori_promote

Promote with classification, linking, and area assignment

ori_prune

Activation topology analysis and archive candidates

ori_query

Graph queries: orphans, dangling, backlinks, cross-project

ori_query_fading

Vitality-based decay detection

ori_query_important

PageRank authority ranking

ori_query_similar

Semantic search (vector only, faster)

ori_status

Vault overview

ori_update

Write to identity, goals, methodology, daily, or reminders

ori_validate

Schema validation

ori_warmth

Inspect the associative warmth field