Vault recall
Agent memory over an Obsidian vault — bash + ripgrep, no database. A restricted-TOML vault registry, a curated Agent Index, a wikilink graph, and a Projects→Sessions lifecycle. Ships the vaultmem CLI + memory skills as a Claude Code plugin.
npx -y skills add jayantak/vaultmem --skill vault-recallAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
2 things to look at
- 27 days oldThe repository was created 27 days ago. New is not bad, but a brand new repository carrying a familiar-sounding name is the shape a typosquat arrives in, and there has been no time for anyone else to find a problem with it.
- 3 stars3 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Check the vault before you re-derive. Trigger FIRST — before the investigation, not after — whenever you are about to reconstruct a past decision, a root cause, an incident, an architecture rationale, "why is it built this way," or more than a couple of tool calls' worth of project/people/system context. That is the primary trigger and it fires with no memory question asked: a `vaultmem <query>` costs ~60ms and ~700 tokens (cheaper than reading two files), so a miss is nearly free and checking is the default, not the exception. Also triggers on explicit lookups — "what do I know about X", "have I noted Y", "check my notes", a person/project/system/debug-pattern name that may be documented. Covers search, the Agent Index, graph traversal (links/backlinks/neighbors/resolve), and frugal note reads. Negative trigger: for what the code does *right now*, read the repo — the vault holds the why, not the current source.
SKILL.md
11.4 KB, as published. Nobody here has run it
vault-recall — check before you re-derive
Your Obsidian vaults are your agent-memory layer. This skill is the read
side: find what is already written down before spending tool calls
reconstructing it. Writing new knowledge back is vault-capture; keeping the
vault healthy is vault-curate; per-thread working state is session.
The reflex
Before you investigate a past decision, root cause, or incident, explain "why is it built this way," or spend more than a couple of tool calls reconstructing project or people context — search the vault first.
- It is ~60ms and ~700 tokens. That is cheaper than reading two files, so a miss costs nearly nothing and the default is to check, not to skip.
- Grepping the repo tells you what the code does. The vault tells you why, and the history the code cannot show.
- Do not trust "I already sort of know this" for a past decision. That is how a stale or invented answer ships.
Negative trigger — current code or behavior is the repo, never the vault.
Memory goes stale the moment the code changes; rg and direct file reads are
the source of truth for what the code does right now. Use the vault for the
why/decisions/gotchas/people the code can't tell you.
If the user is asking about something with no plausible note (a pure code question, a fresh algorithm), proceed without the vault. This skill being loaded does not mean every response goes through Obsidian.
Your vaults
Never hardcode a vault path or id. Resolve them at runtime: vaultmem vaults
prints the registry (id, root path, sessions root, MOC, roles, routing rules),
and vaultmem path <vault> prints one root for use in scripts
(V="$(vaultmem path <vault>)"). vaultmem which guesses the vault that
routes for the current repo/cwd. A typical setup has a work vault
(debugging, incidents, meetings, projects, architecture, people) and a
personal vault (learnings, side projects, ideas, non-work notes).
Default to the work vault unless content is clearly personal. If a topic could plausibly be in either, check both — they're small.
Fast search: the vaultmem CLI
A ripgrep-backed helper on PATH is the quickest way in — no need to read whole
notes to find the right one. vaultmem <query> searches all vaults, curated
Agent-Index/MOC hits first, then note-content matches; vaultmem mocs lists the
domain hubs. Locate candidates first, then read only those. Two rules make it
reliable:
- You are the query expander. One hopeful query is not a search. Run 2–3
deliberate variants — the exact term, a synonym, an adjacent concept
(
drainer/OOM/memory limit). Each call is ~60ms; a missed note because you stopped at one phrasing is the expensive outcome. - Snippets are only leads. Match lines locate the note; they are not the answer. Read the note — or the relevant section, below — before answering. Never answer from search output alone.
Agent Index (the entry point)
Each vault's Home.md contains an ## Agent Index section between
<!-- AGENT-INDEX:START --> and <!-- AGENT-INDEX:END --> markers: one row per
note (| [[Folder/Note]] | one-line summary |), grouped under ### <Section>
headings.
Start with vaultmem index, not by reading Home.md. It prints the shape
— section names with counts, plus the MOC list — and expands on demand. Reading
Home.md whole was cheap at 20 notes and stops being cheap fast: on a real
75-note vault Home.md is 19,275 bytes while vaultmem index gives the same
orientation in 403 — 48× cheaper, and the gap widens with every note.
vaultmem index— section counts + MOCs. The default first move.vaultmem index <section>— expand one section's rows (e.g.index architecture).vaultmem index all— full flat dump. An escape hatch, not a default.
Only open Home.md directly when you need to edit it (adding an index row —
that is vault-capture's job).
Reading a note frugally
Once you have a candidate, don't slurp the file — vaultmem cat reads it the way
the graph commands resolve it (basename, Folder/Name, or alias, so you needn't
know the path):
vaultmem cat <note>— line-numbered read of the whole note.vaultmem cat <note> --section '## Decisions'— just that heading block (through the next heading of same-or-higher level). Usually all you want.vaultmem cat <note> --from 40 --lines 30— window the result.
A miss prints up to 3 Did you mean: near-matches, so a wrong guess costs one
call instead of a path hunt. For a session's resumable state, vaultmem bookmark <thread> prints only its ## Bookmark + ## Pinned (measured on a real vault:
2568 bytes vs 11950 for the whole _index.md, 4.7× cheaper).
vaultmem cat/bookmark are inspection only — they do NOT satisfy the Edit
tool's read-before-write precondition. They are separate processes; the Edit
tool only counts a file as read when you read it with the Read tool. Use them
freely for cheap inspection, and Read the file itself before your first edit to
it.
Researching by following wikilinks (graph traversal)
These vaults are a linked graph, not a flat pile — the highest-signal way to
research a topic is to start at a hub and follow the [[wikilinks]] outward,
the same way you'd read the code by following imports. Keyword search finds a
note; link-following finds the note's neighbourhood (the decisions, gotchas,
and people around it). Use both: search to find the entry note, then traverse.
The vaultmem link subcommands do this over ripgrep (no Obsidian app, no
graph DB). All accept a wikilink target — a basename (Mikey), a Folder/Name
path, or an alias (Payments) — or a file path:
vaultmem links <note>— the note's outbound[[links]], each resolved to its file (or flaggedDANGLING).vaultmem backlinks <note>— notes that link to this one (reverse edges; alias-aware). This is how you find "what else touches this".vaultmem neighbors <note>— outbound + backlinks together (the one-hop view).vaultmem resolve <name>— resolve a single[[link]]to its path; non-zero exit +DANGLINGif it points nowhere.
Traversal protocol (keep it cheap — depth, not breadth):
- Pick the entry hub.
vaultmem mocsfor the domain MOC, orvaultmem indexfor the Agent Index, or a search hit. MOCs are built to be entry points — start there. - Fan out one hop.
vaultmem links <hub>(orneighbors). Read the one-line orientation each MOC gives its links; pick the 1–3 that match the question. Don't open everything. - Read those, then traverse again only if needed. Follow a second hop from a note you actually read. Stop at ~2 hops — relevance decays fast and the vault is small.
- Use
backlinksto widen or climb back. To answer "what depends on / discusses X",backlinks Xsurfaces notes that don't mention X by keyword but point at it. - A
DANGLINGtarget is a dead end — don't invent its content; note it (it may be a capture gap worth fixing — seevault-curate) and move on.
Prefer this over reading whole folders. For a 3+ note synthesis, hand the resolved paths to an Explore subagent (see below).
Maps of Content (the nested layer)
As a vault grows, the flat Agent Index doesn't scale, so domains get a MOC —
a hub note in MOCs/ (MOC - <Topic>.md, frontmatter type: moc, tag moc)
linked from the ## Maps of Content section of Home.md. A MOC is a map, not
a duplicate: it links its domain's notes with a line of orientation each, plus a
"where the truth lives" section pointing to the repo and external systems.
Reading order: vaultmem mocs → the relevant MOC → the specific note or the
repo. Promote a domain to a MOC once it passes ~8 related notes, and add it
to Home.md (that write is vault-capture). Building a repository's MOC +
signpost notes is the repo-onboarding workflow in vault-capture.
Workflow A: Reference
Triggered by the reflex above, or by user questions that might be answered better with prior notes — a person's name, project name, system name, debug pattern, "what do I know about X", "have I noted Y".
- Pick the vault. Work topics → the work vault. Personal → the personal vault. Ambiguous → both. Unsure which routes here →
vaultmem which. - Search, then orient.
vaultmem <query>first — it is the fastest path to a candidate. If the query is vague ("what do I know about X"),vaultmem indexfor the shape, thenvaultmem index <section>for the one section that matches. - Pick candidates. Match the topic against title and summary. Note 0-N candidate paths.
- Route by candidate count and depth:
- 0 candidates → tell the user nothing relevant is in the vault, proceed without it. (If the topic clearly should have been written down, that is a capture gap — see
vault-capture.) - 1-2 candidates with focused content → read inline (
vaultmem cat, section-scoped where possible) and synthesize directly. - 3+ candidates OR cross-cutting synthesis → use a delegated explorer when available, with the candidate paths and a focused question. Otherwise, inspect only the most relevant notes directly.
- 0 candidates → tell the user nothing relevant is in the vault, proceed without it. (If the topic clearly should have been written down, that is a capture gap — see
- Cite the notes used so the user can open them in Obsidian.
When to dispatch the Explore subagent
Use it any time you'd otherwise be reading 3+ notes, or any task that requires
synthesizing across notes (e.g. "summarize what I know about distributed
systems"). For one long note, prefer vaultmem cat --section over a subagent.
Pattern:
Ask an explorer to read these vault notes:
- <path1>
- <path2>
- <path3>
Answer: <focused question>. Quote the notes you used.
Frugality rules
- Never read a full file when a section will do (
vaultmem cat <note> --section '## <Heading>'). - Never read a whole folder when the graph will route you (
links/backlinks/neighbors). - Never read
Home.mdwhole whenvaultmem indexgives the same orientation 48× cheaper. - Never answer from search output alone — snippets are leads, notes are answers.
Handing off
- Something worth writing down came out of this? →
vault-capture. - Search kept missing, or you hit
DANGLINGtargets and thin spots? →vault-curate. - This is ongoing multi-turn work that should survive
/clear? →session.