maintain

garrytan/gbrain/skills/maintain/SKILL.md

Brain health checks: back-link enforcement, citation audit, filing validation, stale info detection, orphan pages, and benchmarks. Use when asked to check brain health, run maintenance, or audit quality.

Skill31k starsChanged 2 months ago

What's in it

  1. Maintain Skill
  2. Contract
  3. Phases
  4. Ownership failures are an inspection boundary
  5. Autonomous path (v0.36.4.0) — when you want to reach a target score
  6. Manual path
  7. Stale pages
  8. Orphan pages
  9. Dead links
  10. Missing cross-references
  11. Link graph extraction
  12. Timeline extraction
  13. Dream cycle (v0.23): synthesize + patterns
  14. Autopilot check
  15. Fix a half-migrated install
  16. Back-link enforcement
  17. Filing rule violations
  18. Citation audit
  19. Tag consistency
  20. Graph population (v0.10.3+)
  21. Feature adoption check (weekly)
  22. Embedding freshness
  23. Security (RLS verification)
  24. Schema health
  25. File storage health
  26. Open threads
  27. Benchmark Testing
  28. Heartbeat Integration
  29. On every heartbeat (hourly or per-session)
  30. Weekly maintenance
---
name: maintain
version: 1.1.0
upstream: maintain@fc834ee
description: |
  Brain health checks: back-link enforcement, citation audit, filing validation,
  stale info detection, orphan pages, and benchmarks. Use when asked to check
  brain health, run maintenance, or audit quality.
triggers:
  - "brain health"
  - "check backlinks"
  - "maintenance"
  - "orphan pages"
  - "stale pages"
  - "extract links"
  - "build link graph"
  - "populate timeline"
  - "populate links"
  - "backfill graph"
  - "extract timeline entries"
  - "retriage the backlog"
  - "re-score the triage"
  - "run dream"
  - "process today's session"
  - "process yesterday's transcripts"
  - "synthesize my conversations"
  - "what patterns did you see"
  - "did the dream cycle run"
  - "consolidate yesterday's conversations"
tools:
  - get_health
  - get_brain_health
  - get_page
  - put_page
  - list_pages
  - get_backlinks
  - add_link
  - search
mutating: true
---

# Maintain Skill

Periodic brain health checks and cleanup.

## Contract

This skill guarantees:
- All health dimensions are checked (stale, orphan, dead links, cross-refs, backlinks, citations, filing, tags)
- Each issue found has a specific fix action
- Back-link iron law is enforced
- Citation format is validated against the standard
- Results are reported with counts per dimension

## Phases

### Ownership failures are an inspection boundary

Routine maintenance, startup checks, `doctor --fix`, and a request to "fix what's
broken" do not authorize writer topology changes. On `owner_unavailable` or a
writer coordination refusal, inspect `gbrain sources writer status --brain <id>
--json` on the selected host first and report the owner, epoch, enabled state and
blocked recovery to the operator. Do not claim a checkout, activate managed mode,
transfer an owner, replace identities, or remove ownership markers as a repair.
When the status reads `enabled: false` and the refusal says `unbound_source`,
the brain is in classic mode on purpose: report that writes go through the
checkout (file, commit, `gbrain sync`) and leave it classic.
Deliberate administration requires a separately approved topology change and the
action-specific intent plus reviewed state precondition described in
`docs/architecture/topologies.md`. Neither a TTY nor `--yes` nor
`--confirm-quiesced` substitutes for that decision. Remote credentials remain
ineligible for local writer administration.

### Autonomous path (v0.36.4.0) — when you want to reach a target score

If the user asks "get my brain to 90/100" or "fix what's broken", preview first
and ask before applying anything:

```bash
gbrain doctor --remediation-plan --json              # preview: job steps + repair steps
# Show the user the repair steps (each "requires user agreement") and the cost.
# Only after the user agrees (plan_hash from the preview binds the approval):
gbrain doctor --remediate --yes --include-repairs --expect <plan_hash> --target-score 90 --max-usd 5
```

`--remediation-plan` prints a dependency-ordered list of job steps (sync before
extract, embed after consolidate, etc.) with per-step `est_seconds` and
`est_usd_cost`, and, independent of the score target, the PROTECTED repair steps
for every `gbrain repair` kind with pending items. Each step carries the exact
command that applies it, and the plan ends with one combined command.
`--remediate` runs the repair steps only with `--include-repairs` (the user's
agreement; without it they are listed as skipped), then walks the job plan,
submitting each step as a Minion job and re-checking score between steps.
`--max-usd N` is a cumulative cost cap across the run and every `--resume`: a
paid step that would exceed it is not started, free steps still run, and the run
stops with a resume command that keeps the cap and the agreement.

When the target score is unreachable for the brain (empty brain with no entity
pages → `graph_coverage` caps at 70; unconfigured embedding key → caps at 60),
job steps stop with a list of what's missing rather than looping; included repair
steps still run. `--json` classifies each finding `cleared`, `pending`,
`consent_required`, `operator_required` (follow its instruction) or
`unsupported` (report it; nothing clears it yet). After an upgrade, follow the
recipe in `docs/guides/repair.md#recover-after-upgrading-to-this-release`.

Use the per-dimension walk below (Phase 2 onward) when:
- The user explicitly asks for a dimension-by-dimension audit
- You're investigating why score is stuck below `--remediate`'s ceiling
- A specific dimension needs manual judgment that the auto path skips

### Manual path

1. **Run health check.** Check gbrain health (`get_health`) to get the dashboard. `get_health` needs admin scope; without it, call `get_brain_health` (read scope), which returns bands only (write capacity, write failures, ghost pages, unsearchable chunks), and skip the dimensions it cannot answer: stale pages, orphan pages, dead links, embed coverage, link and timeline counts and the brain score. Name the skipped dimensions in the report and ask for an admin token, or for `gbrain doctor --json` on the brain host, to cover them.
2. **Check each dimension:**

### Stale pages
Pages where compiled_truth is older than the latest timeline entry. The assessment hasn't been updated to reflect recent evidence.
- Check the health output for stale page count
- For each stale page: read the page from gbrain, review timeline, determine if compiled_truth needs rewriting

### Orphan pages
Pages with zero inbound links. Nobody references them.
- Review orphans: are they genuinely isolated or just missing links?
- Add links in gbrain from related pages or flag for deletion

### Dead links
Links pointing to pages that don't exist.
- Remove dead links in gbrain

### Missing cross-references
Pages that mention entity names but don't have formal links.
- Read compiled_truth from gbrain, extract entity mentions, create links in gbrain

### Link graph extraction
If link_count is 0 or low relative to page_count, run batch extraction:
```bash
gbrain extract links --dir ~/brain
```
This scans all markdown files for entity references, See Also sections, and
frontmatter fields, then creates typed links in the database.

### Timeline extraction
If timeline_entry_count is 0, extract structured timeline from markdown:
```bash
gbrain extract timeline --dir ~/brain
```

### Dream cycle (v0.23): synthesize + patterns

`gbrain dream` runs the full maintenance cycle (core phases shown; opt-in
phases like atoms/concepts/drift slot in between):

```
lint -> backlinks -> sync -> synthesize -> extract -> patterns -> embed -> orphans
```

`fence_repair` runs right after `sync`, once per maintenance pass: it repairs
the facts and takes fences sync held or pages store malformed (the same plan
`gbrain repair fences` previews), for at most 300 s or a third of the job's
remaining time, and resumes on the next run. `content_repair` runs right after
it (#6377): the rest of the content-repair lane, today the `slug-conflicts`
kind that removes a stray frontmatter `slug:` or records a recommended merge
for a person (`gbrain repair content` previews both kinds), for at most 120 s
or a third of the remaining time. Pause both with
`gbrain config set fences.repair.enabled false`.

The two new phases consolidate yesterday's conversations into long-term memory:

**Synthesize phase (two-stage cascade):** reads transcripts from
`dream.synthesize.session_corpus_dir`, then triages before it spends: a cheap
utility-tier judge (`models.dream.triage`) scores every new file 0–1 for
salience and pre-extracts candidate quotes + entities, cached in
`dream_verdicts` with the judging model + prompt version (bounded per cycle
by `dream.triage.max_ms`, default 5 min — deferred files retry next cycle,
never silently rejected). A file passes the gate two ways: it scores at or
above `dream.triage.threshold` (default 0.5), OR the **verified-segment
rescue** fires — a score in `[dream.triage.rescue_floor, threshold)` still
passes when at least `dream.triage.rescue_min_segments` (default 2; `0`
disables) of the judge's own quoted segments verify as substrings of the
transcript AND the content type is in `dream.triage.rescue_content_types`
(default `mixed,reflection,idea,strategy,people` — never routine/technical).
The rescue costs nothing (no extra LLM calls, it re-reads the cached verdict)
and it is what recovers real signal buried in an otherwise mundane transcript.
The whole gate is applied at READ time, so retuning the threshold or the
rescue knobs re-gates with zero new LLM calls. Files that pass fan out one
synthesis subagent per transcript chunk, each primed with the triage map. By default
each child runs in oneshot mode (`dream.synthesize.mode`, default `oneshot`):
ONE tool-less completion against a prompt carrying a pre-retrieved LINK
CANDIDATES manifest (`dream.synthesize.link_manifest`, default on) and the
write allow-list, validated end-to-end (slug fences, task shapes, wikilinks)
before any page is written programmatically. A response that fails validation
falls back to the classic agentic loop in the same job, where the
`dream.synthesize.max_turns` cap (default 16) applies; revert dial:
`gbrain config set dream.synthesize.mode agentic`. Each child writes reflections
(`wiki/personal/reflections/...`) and originals (`wiki/originals/ideas/...`);
people timeline entries are written only on the agentic path (fallback or
`mode agentic`), where the child has the `add_timeline_entry` tool. The orchestrator collects the slugs from
`subagent_tool_executions` (NOT `pages.updated_at` — that would pick up
unrelated writes), runs the quote verify pass over them (below), and
reverse-renders each new page from DB → markdown on disk. To re-apply the
gate after retuning the threshold or the rescue knobs, or to drain a queued
backlog, run `gbrain dream retriage --dry-run` (zero LLM calls, cached
scores only) then `gbrain dream retriage --reconcile-queue`; `--force`
re-judges everything from scratch. Retriage reads the SAME gate the cycle
does, so a reconcile sweep never cancels a job the rescue admitted.

**Claim verification (post-write, zero LLM):** after slug collection and
before the reverse-write, `dream.synthesize.quote_verify` (default on) checks
every page this phase's children wrote against the transcripts that produced
it. Pages created this run are checked whole; pages that already existed are
checked only on the sentences this run added. An exact quote is kept; a quote
that differs only in whitespace, curly quotes, dashes, or case, or a close
paraphrase inside one speaker's turn, is replaced with the verbatim transcript
slice. A sentence is quarantined when a quote grounds nowhere or only across
two speakers, when it attributes a real quote to the wrong speaker, or when it
states a number or date the transcript lacks. Quarantined sentences leave the
page body (and the timeline, facts and links derived from it) and are kept
verbatim in frontmatter `unverified_claims`, which `get_page` shows but search,
recall and think do not read. Grounded quotes record their source span and
speaker in `grounding.quotes`. Nothing is ever fabricated. Telemetry lands in
`details.synthesis.quote_verify`; the config key is the incident off switch.

**Patterns phase:** runs after `extract` (so the graph state is fresh).
Reads recent reflections within `dream.patterns.lookback_days` (default 30),
runs a single Sonnet pass to surface recurring themes, and writes pattern
pages to `wiki/personal/patterns/<theme>` when ≥`dream.patterns.min_evidence`
(default 3) reflections support a pattern. A completed run records the newest
reflection it consumed (`dream.patterns.last_evidence_ts`); until a reflection
in the window is newer than that, re-runs skip with `no_new_evidence` instead
of paying for another model pass — `gbrain dream --phase patterns --once`
forces one.

**Quality bar (Iron Law for synthesis):**
1. Quote the user verbatim. Quotation marks are ONLY for spans reproducible
   EXACTLY from the transcript — if you cannot reproduce a span exactly,
   paraphrase it WITHOUT quotation marks. Do not paraphrase memorable
   phrasings you can quote exactly. (The quote verify pass enforces this
   mechanically after the write.)
2. Cross-reference compulsively: every new page MUST have at least one wikilink.
3. Slug discipline: lowercase alphanumeric and hyphens only. NO underscores, NO file extensions.
4. Edited transcripts produce NEW slugs (content-hash suffix changes) — never silently overwrite.
5. Preserve concrete facts: carry the specific numbers, dates, dollar amounts,
   names, and who-decided-what of the salient content, exactly as the
   transcript states them. Do not pad with routine logistics.
6. Ground every claim in the transcript. Attribute speculation as speculation,
   and never state a completion state or outcome the transcript does not show.

**Trust boundary (`allowed_slug_prefixes`):** the synthesis subagent runs with an
explicit allow-list of write paths sourced from `_brain-filing-rules.json`'s
`dream_synthesize_paths.globs`. Even on prompt-injection success, the subagent
cannot write outside that list. Trust comes from PROTECTED_JOB_NAMES — MCP
cannot submit subagent jobs at all. Editing the JSON is the only way to add
a new directory the synthesizer can write to.

**Idempotency + privacy:** transcripts are keyed by `(file_path, content_hash)`,
so re-running on the same content is a no-op. `dream.synthesize.exclude_patterns`
(default `["medical", "therapy"]`) filters out transcripts before any LLM call.
Each entry is auto-wrapped as a word-boundary regex (e.g. `medical` matches
"medical advice" but NOT "comedical"). Power users may pass full regex.

**Cooldown:** `dream.synthesize.cooldown_hours` (default 12) skips synthesize
for that long after a fully drained pass. The completion timestamp is stored
in `dream.synthesize.last_completion_ts` and is written only when every child
completed and nothing was deferred (synthesis budget, triage time budget or
publish pending), never on skipped or failed runs. So under a standing
backlog the cooldown never applies and synthesize runs every cycle until the
backlog drains (#6753); it is not a cap of ~2 runs a day. To cap spend, use
`dream.synthesize.max_submissions_per_source_per_day`. Explicit `--input` /
`--date` / `--from` / `--to` invocations bypass cooldown.

**`--dry-run` semantics:** runs the scored triage pass (judges + caches
verdicts for new files) but skips the synthesis subagents. NOT zero LLM
calls — for a zero-call preview from cached scores use
`gbrain dream retriage --dry-run` instead.

**Configure synthesize on a fresh brain:**
```bash
gbrain config set dream.synthesize.session_corpus_dir /path/to/transcripts
gbrain config set dream.synthesize.enabled true
gbrain dream --phase synthesize --dry-run --json   # preview
gbrain dream                                       # full cycle
```

**Invocation patterns:**
```bash
gbrain dream                                          # full cycle
gbrain dream --phase synthesize                       # just synthesize
gbrain dream --phase patterns                         # just patterns
gbrain dream --input ~/transcripts/2026-04-25.txt     # ad-hoc one transcript
gbrain dream --from 2026-04-01 --to 2026-04-25        # backfill range
gbrain dream --json                                   # CycleReport JSON
```

**Auto-commit deferred to v1.1:** v1 writes files to `brain_dir` but does NOT
`git add` / `commit` / `push`. Either commit yourself or let `gbrain autopilot`
handle it.
Parses `- **YYYY-MM-DD** | Source — Summary` and `### YYYY-MM-DD — Title` formats.
The `Source — Summary` dash may be an em dash, an en dash or a spaced hyphen (` - `);
a colon (`Source: Summary`) is prose, so the row keeps `source: markdown` and the
whole text as its summary.
Note: extracted entries improve structured queries (`gbrain timeline`), not vector search.

### Autopilot check
Verify autopilot is running:
```bash
gbrain autopilot --status
```
The exit code is trustworthy for gating: 0 fresh (or nothing installed),
1 needs attention (stale heartbeat, never ran, or paused by a migration),
2 the daemon disabled itself (its repo path vanished). `--json` emits the
full report (`state`, `heartbeat_age_seconds`, `paused_reason`,
`disabled_reason`). Status reads only the filesystem, so it works even
when the database is down.

If not running, install it:
```bash
gbrain autopilot --install --repo ~/brain
```
Autopilot runs sync, extract, and embed in a continuous loop with adaptive scheduling.
In v0.11.1+, autopilot dispatches each cycle as a single `autopilot-cycle`
Minion job and supervises the worker child — one install step gives you
sync + extract + embed + backlinks + durable job processing.

### Fix a half-migrated install
A v0.11.0 install where the migration skill never fired leaves Minions
partially set up: schema is applied, but `~/.gbrain/preferences.json`
doesn't exist, autopilot runs inline, host manifests still reference
`agentTurn`. Repair:

```bash
# Check migration status
gbrain apply-migrations --list

# Apply pending migrations (idempotent; safe on healthy installs)
gbrain apply-migrations --yes

# If host-specific handlers are flagged in ~/.gbrain/migrations/pending-host-work.jsonl:
# walk them per skills/migrations/v0.11.0.md + docs/guides/plugin-handlers.md,
# ship handler registrations in the host repo, then re-run apply-migrations.
```

Full troubleshooting guide: `docs/guides/minions-fix.md`.

### Back-link enforcement
Check that the back-linking iron law is being followed:
- For each recently updated page, check if entities mentioned in it have
  corresponding back-links FROM those entity pages
- A mention without a back-link is a broken brain
- Fix: add the missing back-link to the entity's Timeline or See Also section
- Format: `- **YYYY-MM-DD** | Referenced in [page title](path) -- brief context`

### Filing rule violations
Check for common misfiling patterns (see `skills/_brain-filing-rules.md`):
- Content with clear primary subjects filed in `sources/` instead of the
  appropriate directory (people/, companies/, concepts/, etc.)
- Use gbrain search to find pages in `sources/` that reference specific
  people, companies, or concepts -- these may be misfiled
- Flag misfiled pages for review or re-filing

### Citation audit
Spot-check pages for missing `[Source: ...]` citations:
- Read 5-10 recently updated pages
- Check that compiled truth (above the line) has inline citations
- Check that timeline entries have source attribution
- Flag pages where facts appear without provenance

### Tag consistency
Inconsistent tagging (e.g., "vc" vs "venture-capital", "ai" vs "artificial-intelligence").
- Standardize to the most common variant using gbrain tag operations

### Graph population (v0.10.3+)

The `links` and `timeline_entries` tables are the structured graph layer.
Populate them periodically or after major imports:

- `gbrain extract links --source db` — backfill structured links by walking pages
  from the engine. Reads `[Name](people/slug)` / `[Name](companies/slug)` references
  and infers relationship types (`attended`, `works_at`, `invested_in`, `founded`,
  `advises`, `mentions`, `source`). Idempotent. Use `--source fs --dir <brain>`
  if you have a markdown checkout to walk instead.
- `gbrain extract timeline --source db` — backfill structured timeline entries.
  Parses `- **YYYY-MM-DD** | summary` lines from page content. Idempotent (DB
  UNIQUE constraint).
- `gbrain extract all --source db` — both in one run.
- `gbrain graph-query <slug> --depth 2` — verify connectivity (use any well-known
  entity slug as a probe).
- `gbrain stats` — verify `link_count > 0` and `timeline_entry_count > 0` after extraction.
- `gbrain health` — review `link_coverage` and `timeline_coverage` percentages
  on entity pages (person/company). Below 50% means more extraction is needed.
  On brains with very few entity pages these report "too few to grade"
  (`null` in JSON, with `entity_page_count` carrying the denominator) instead
  of a misleading 0%/100% — grow the entity set before acting on coverage.

Available link types (use with `gbrain graph-query --type`):
`attended`, `works_at`, `invested_in`, `founded`, `advises`, `mentions`, `source`.

Going forward, every `gbrain put` call auto-creates and reconciles links via the
auto-link post-hook (default on; disable: `gbrain config set auto_link false`).
So link-extract is mostly a one-time backfill. timeline-extract should be re-run
after bulk imports or content edits that add new dated entries.

### Feature adoption check (weekly)
```bash
gbrain features --json    # scan for underused features + recommendations
```
Run weekly alongside lint. Surfaces missing embeddings, unused integrations,
and configuration improvements.

### Embedding freshness
Chunks without an embedding yet (`--stale` selects exactly those). Embedding
calls the configured provider, which bills per token, so this is paid work
that needs the user's approval first:
1. Preview with no provider calls: `gbrain embed --stale --dry-run`.
2. Relay the chunk count and cost estimate to the user and wait for an answer.
3. Only after they agree, run `gbrain embed --stale --yes --max-usd <cap>`
   with the cap they approved.

Without approval the command stops with exit 3 and an `[AGENT]` block asking
you to ask the user; relay it and stop. Never pass `--yes` on your own.
For a long run (>1000 chunks), route the approved command through the
durable ladder in `skills/minion-orchestrator/SKILL.md` instead of a bare
background shell, which hides that exit 3 in a log file.

### Security (RLS verification)
Run `gbrain doctor --json` and check the RLS status.
All tables should show RLS enabled. If not, run `gbrain init` again.

### Schema health
Check that the schema version is up to date. `gbrain doctor --json` reports
the current version vs expected. If behind, `gbrain init` runs migrations
automatically.

### File storage health
Check the integrity of stored files and redirect pointers:
- Run `gbrain files verify` to check all DB records have valid data
- Run `gbrain files status` to see migration state (local, mirrored, redirected)
- Check for orphan `.redirect.yaml` pointers that reference missing storage files
- Check for large binary files (>= 100 MB) still in git that should be in cloud storage
- If storage backend is configured: verify redirect pointers resolve (download test)

### Open threads
Timeline items older than 30 days with unresolved action items.
- Flag for review

## Benchmark Testing

Periodically verify search quality hasn't regressed. Run a battery of test
queries across difficulty tiers:

- **Tier 1 (entity lookup):** known names -- should always resolve
- **Tier 2 (topic recall):** concepts, topics -- keyword search should handle
- **Tier 3 (semantic):** queries with no exact keyword match -- needs embeddings
- **Tier 4 (cross-domain):** relational/connection queries -- only semantic handles

Compare results from `gbrain search` (keyword) vs `gbrain query` (hybrid).
Quality matters more than speed (2.5s right > 200ms wrong).

When to run benchmarks:
- After major brain imports or re-imports
- After gbrain version upgrades
- After embedding regeneration
- Monthly to track quality drift

## Heartbeat Integration

For production agents running on a schedule, integrate gbrain health checks into
your operational heartbeat.

### On every heartbeat (hourly or per-session)

Run `gbrain doctor --json` and check for degradation. Report any failing checks
to the user. Key signals: connection health, schema version, RLS status, embedding
staleness.

### Weekly maintenance

Refresh embeddings for chunks that have none yet, with the same consent steps
as "Embedding freshness" above: `gbrain embed --stale --dry-run`, relay the
estimate, and after the user agrees `gbrain embed --stale --yes --max-usd <cap>`
(or a standing approval the user set with
`consent.preapprove.paid.max_usd_per_run`). For large brains (>5000 pages),
submit the approved command through the minion-orchestrator durable ladder;
if you must background it in a shell, keep the exit code:
```bash
(gbrain embed --stale --yes --max-usd <cap>; echo "exit=$?") > /tmp/gbrain-embed.log 2>&1 &
tail -2 /tmp/gbrain-embed.log   # later: the last line is exit=<code>
```
Exit 3 in that log means the run needs the user's approval: relay it and stop.

### Monthly backup check

Run `gbrain backup status` and relay anything red. It verifies every knowledge
repo (and the agent workspace) has a git remote — local-only means a disk loss
loses it. Fixes are printed inline (`gbrain bootstrap repo`, `git remote add`,
`gbrain sources harden <id>`).

### Daily verification

Verify sync is running: check `gbrain stats` and confirm `last_sync` is within
the last 24 hours. If sync has stopped, the brain is drifting from the repo.

### Stale compiled truth detection

Flag pages where compiled truth is >30 days old but the timeline has recent entries.
This means new evidence exists that hasn't been synthesized. These pages need a
compiled truth rewrite (see the maintain workflow above).

## Report Storage

After maintenance runs, save a report:
- Health check results (before/after scores for each dimension)
- Back-link violations found and fixed
- Filing rule violations found
- Citation gaps flagged
- Benchmark results (if run)
- Outstanding issues requiring user attention

This creates an audit trail for brain health over time.

## Quality Rules

- Never delete pages without confirmation
- Log all changes via timeline entries
- Check gbrain health before and after to show improvement

## When it fails

Follow the [agent operator protocol](../conventions/agent-operator-protocol.md) for any gbrain error `code`, exit code, `[AGENT]` block or notice block. Specific to this skill:

- `gbrain doctor --remediate` steps marked "requires user agreement" (PROTECTED repairs, paid steps): show the plan and cost, and run with `--yes --include-repairs --expect <plan_hash> --max-usd <n>` (the hash from `--remediation-plan --json`) only after the user agrees; `preview_changed` means the plan moved, so preview and ask again. A step that would exceed the cap is not started.
- A finding classified `operator_required`: follow its instruction or relay it to the brain host's operator. `consent_required`: ask the user.
- A writer-coordination refusal (`writer_coordinator_required`, `writer_not_quiesced`, `recovery_required`): inspect `gbrain sources writer status` and hand the blocked recovery to the operator; never claim a checkout or delete a lock.
- Doctor warns `persistence_terminal_failures`: run its `fix.command` (an active blocker: a recovery record or a sync checkpoint blocker; or an unresolved gbrain-defect class to report with the receipt ids). For the rest of the pile, `gbrain sources writer failures <source> --group-by category` (read-only) groups receipts with a fix and drill-down per group; historical rows need nothing. Never cancel or edit receipts to clear the count. Runbook: [terminal write failures](https://github.com/garrytan/gbrain/blob/master/docs/guides/troubleshooting.md#terminal-write-failures).
- `gbrain dream` stops on a budget (exit 11): run the printed `resume_command` within the agreed budget.

## Anti-Patterns

- Fixing pages without reading them first -- you must understand context before editing
- Silently skipping dimensions -- every dimension must be checked and reported, even if clean
- Deleting orphan pages without checking if they should be linked instead
- Running embedding refresh during peak usage hours
- Batch-fixing back-links without verifying the relationship is real
- Marking a dimension "clean" without actually querying it
- Rewriting compiled truth without reading the full timeline first
- Removing tags without checking if other pages use the same tag consistently

## Output Format

The maintenance report follows this structure:

```
## Brain Health Report — YYYY-MM-DD

| Dimension           | Issues Found | Fixed | Remaining |
|----------------------|-------------|-------|-----------|
| Stale pages          | N           | N     | N         |
| Orphan pages         | N           | N     | N         |
| Dead links           | N           | N     | N         |
| Missing cross-refs   | N           | N     | N         |
| Back-link violations | N           | N     | N         |
| Citation gaps        | N           | N     | N         |
| Filing violations    | N           | N     | N         |
| Tag inconsistencies  | N           | N     | N         |
| Embedding staleness  | N           | N     | N         |
| Security (RLS)       | N           | N     | N         |
| Schema health        | N           | N     | N         |
| File storage         | N           | N     | N         |
| Open threads         | N           | N     | N         |

### Details
[Per-dimension breakdown with specific pages and actions taken]

### Benchmark Results (if run)
[Tier 1-4 query results with pass/fail]

### Outstanding Issues
[Items requiring user attention or confirmation]
```

## Tools Used

- Check gbrain health (get_health; admin scope)
- Check banded brain health without admin scope (get_brain_health)
- List pages in gbrain with filters (list_pages)
- Read a page from gbrain (get_page)
- Check backlinks in gbrain (get_backlinks)
- Link entities in gbrain (add_link)
- Remove links in gbrain (remove_link)
- Tag a page in gbrain (add_tag)
- Remove a tag in gbrain (remove_tag)
- View timeline in gbrain (get_timeline)

More agent context in garrytan/gbrain

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