Ori Memory

Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/aayoawoyemi-ori-memory

About

Use cases: agent-memory, knowledge-base

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools

6 read · 5 write · 2 delete · 3 not yet classified

Secrets

None asked for

Install scripts

None found

Runs as

Node.js package

Tools (16)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

• memory_sql

  Read-only SQL over your memory index (SQLite). Use for questions the ranking tools cannot express. Views: v_note (slug, title, type, modified, access_count, inbound, outbound, pagerank, betweenness, q_value, exposure_count), v_link (src, dst edges), v_dangling (missing link targets and who cites them), v_retrieval (every note ever returned to you: session_id, timestamp, query_text, slug, rank, final_score), v_session, v_stage. Also note_project(note_id, project) and co_occurrence. Single SELECT/WITH/EXPLAIN/VALUES only, strings in single quotes, 200 rows and 2s max. Pass schema=true for full D…

• ori_add

  Create a note in inbox. Always pass description and project: you know them now, and a note without them fails the vault schema.

• ori_explore

  Deep memory exploration via PPR graph traversal. Propagates through wiki-links at exploration-tuned parameters (α=0.45), returns ranked notes with content snippets. Use for multi-hop questions, connection discovery, and deep recall. Heavier than ori_query_ranked but finds notes flat retrieval misses.

• ori_health

  Full diagnostic

• ori_index_build

  Build or update the embedding index. Only re-embeds changed notes unless force=true. Also bootstraps co-occurrence edges from wiki-link structure.

• ori_learning_reset

  Record the user's answer to Ori's learning-reset question (learning_reset_notice). Call ONLY after the user explicitly answers. decision=accepted clears learned ranking scores (notes are untouched; the database is backed up first). decision=declined keeps them and permanently stops the question. If the user says 'not now', do not call this; the question is raised at most 3 times in total.

• ori_promote

  Promote an inbox note to notes/ with classification, linking, and area assignment. YOU are the intelligence layer — read the note, decide its type, write a description, identify links to existing notes, and pass your decisions as overrides. Heuristics run as fallback for anything you don't specify.

• ori_prune

  Analyze activation topology and identify archive candidates. Dry-run by default. Set apply=true to archive.

• ori_query_ranked

  Full ranked retrieval with Q-value reranking, co-occurrence PPR, and stage meta-learning. 4 base signals (composite + keyword + graph + warmth) fused via RRF, then Phase B Q-value reranking. Excludes archived notes by default. Triggers spreading activation.

• ori_query_similar

  Composite vector search only (semantic + metadata, no keyword/graph). Faster but single-signal. Excludes archived notes by default.

• ori_update

  Update agent files: identity, goals, methodology (self/), or daily, reminders (ops/). Auto-backs up previous version before writing.

• ori_update_decision

  Record the user's answer to an Ori update notice. Call ONLY after the user explicitly answers. decision=accepted after a successful update; decision=declined if they want to stay. If the user defers, do not call this — the reminder resurfaces next session.

• ori_validate

  Validate a note against schema

• ori_wake

  Session boot: constant-size briefing, budget-capped. Call this first in a session. On a vault with no identity written yet it also returns an onboarding script.

• ori_warmth

  Associative warmth field for the current context. Returns low-token note titles, scores, and sources showing what memory is resonating before and alongside retrieval.

Signals

Stars

333

Forks

31

Open issues

1

Last commit

Oct 1, 2026 (1 month ago)

Last release

Oct 1, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

Registry name

io.github.aayoawoyemi/ori-memory

Version

0.3.0

Auth

No auth

Packages

npm ori-memory

License

Apache-2.0

Repository

github.com/aayoawoyemi/Ori-Mnemos

First seen

Oct 24, 2026

Last checked

Oct 25, 2026

Source

Official MCP Registrygithub-graphql