SKILL.md
Wiki Status — Audit & Delta
You are computing the current state of the wiki: what's been ingested, what's new since last ingest, and what the delta looks like. This helps the user decide whether to append (ingest the delta) or rebuild (archive and reprocess everything).
Before You Start
- Resolve config — follow the Config Resolution Protocol in
llm-wiki/SKILL.md(walk up CWD for.env→~/.obsidian-wiki/config→ prompt setup). This givesOBSIDIAN_VAULT_PATH,OBSIDIAN_SOURCES_DIR,CLAUDE_HISTORY_PATH, andCODEX_HISTORY_PATH.
- Read
.manifest.jsonat the vault root — this is the ingest tracking ledger
The Manifest
The manifest lives at $OBSIDIAN_VAULT_PATH/.manifest.json. It tracks every source file that has been ingested. If it doesn't exist, this is a fresh vault with nothing ingested.
{
"version": 1,
"last_updated": "2026-04-06T10:30:00Z",
"sources": {
"/absolute/path/to/file.md": {
"ingested_at": "2026-04-06T10:30:00Z",
"size_bytes": 4523,
"modified_at": "2026-04-05T08:00:00Z",
"source_type": "document",
"project": null,
"pages_created": ["concepts/transformers.md"],
"pages_updated": ["entities/vaswani.md"]
},
"~/.claude/projects/-Users-name-my-app/abc123.jsonl": {
"ingested_at": "2026-04-06T11:00:00Z",
"size_bytes": 128000,
"modified_at": "2026-04-06T09:00:00Z",
"source_type": "claude_conversation",
"project": "my-app",
"pages_created": ["entities/my-app.md"],
"pages_updated": ["skills/react-debugging.md"]
}
},
"projects": {
"my-app": {
"source_path": "~/.claude/projects/-Users-name-my-app",
"vault_path": "projects/my-app",
"last_ingested": "2026-04-06T11:00:00Z",
"conversations_ingested": 5,
"conversations_total": 8,
"memory_files_ingested": 3
}
},
"stats": {
"total_sources_ingested": 42,
"total_pages": 87,
"total_projects": 6,
"last_full_rebuild": null
}
}
Step 1: Scan Current Sources
Build an inventory of everything available to ingest right now:
Documents (from OBSIDIAN_SOURCES_DIR )
Glob each directory in OBSIDIAN_SOURCES_DIR for all text files
Record: path, size, modification time
Claude History (from CLAUDE_HISTORY_PATH )
Glob: ~/.claude/projects/*/ → project directories
Glob: ~/.claude/projects/*/*.jsonl → conversation files
Glob: ~/.claude/projects/*/memory/*.md → memory files
Record: path, size, modification time, parent project
Codex History (from CODEX_HISTORY_PATH )
Glob: ~/.codex/session_index.jsonl → session inventory index
Glob: ~/.codex/sessions/**/rollout-*.jsonl → session rollout transcripts
Glob: ~/.codex/history.jsonl → optional local history log
Glob: ~/.codex/archived_sessions/**/rollout-*.jsonl → archived rollouts (if user wants archive coverage)
Record: path, size, modification time, inferred project from cwd when available
Any other sources the user has pointed at previously
Check the manifest for source paths outside the standard directories.
Step 2: Compute the Delta
Compare current sources against the manifest. Classify each source file:
Status
Meaning
Action needed
New
File exists on disk, not in manifest
Needs ingesting
Modified
File in manifest, hash differs from content_hash
Needs re-ingesting
Touched
File in manifest, mtime newer but hash unchanged
Skip — content identical, no re-ingest needed
Unchanged
File in manifest, mtime and hash both match
Nothing to do
Deleted
In manifest, but file no longer exists on disk
Note it — wiki pages may be stale
When a manifest entry has no content_hash (older entry), fall back to mtime comparison only.
For Claude history specifically, also compute:
- New projects (directories in
~/.claude/projects/not in manifest)
- New conversations within existing projects
- Updated memory files
For Codex history specifically, also compute:
- New rollout files under
sessions/**
- Updated
session_index.jsonlentries (session title/freshness changes)
- Archived rollout delta only when archive coverage is requested
Step 3: Report the Status
Visibility tally (before rendering the report): Grep frontmatter across all vault .md pages for visibility/internal and visibility/pii tag values. Count:
public= pages withvisibility/publictag or novisibility/tag at all
internal= pages withvisibility/internaltag
pii= pages withvisibility/piitag
Include this in the Overview section as Page visibility: N public · M internal · K pii. Skip the line if all pages are untagged (fully public vault).
Present a clear summary:
# Wiki Status
## Overview
- **Total wiki pages:** 87 across 6 categories
- **Page visibility:** 72 public · 11 internal · 4 pii
- **Total sources ingested:** 42
- **Projects tracked:** 6
- **Last ingest:** 2026-04-06T11:00:00Z
- **Staged writes pending:** 4 pages · 2 patches (oldest: 3 days ago) ← only when WIKI_STAGED_WRITES=true
## Delta (what's changed since last ingest)
### New sources (never ingested): 12
| Source | Type | Size |
|---|---|---|
| ~/Documents/research/new-paper.pdf | document | 2.1 MB |
| ~/.claude/projects/-Users-.../session-xyz.jsonl | claude_conversation | 340 KB |
| ~/.codex/sessions/2026/04/12/rollout-...jsonl | codex_rollout | 220 KB |
| ... | | |
### Modified sources (need re-ingesting): 3
| Source | Last ingested | Last modified | Delta |
|---|---|---|---|
| ~/notes/architecture.md | 2026-04-01 | 2026-04-05 | 4 days newer |
| ... | | | |
### New projects (not yet in wiki): 2
- **tractorex** (3 conversations, 2 memory files)
- **papertech** (1 conversation, 0 memory files)
### Deleted sources (ingested but gone): 0
## Summary
- **Ready to ingest:** 12 new + 3 modified = 15 sources
- **Up to date:** 27 sources unchanged
- **Recommendation:** Append (delta is small relative to total)
## Token Footprint (estimated)
| Scope | Pages | ~Tokens |
|---|---|---|
| core tier | 12 | 18,400 |
| supporting tier | 87 | 94,200 |
| peripheral tier | 43 | 31,600 |
| **Full wiki (all)** | **142** | **144,200** |
Index-only pass (frontmatter + summaries): ~8,900 tokens
Typical query (index + 5 full pages): ~14,200 tokens
⚠️ Full wiki exceeds 100K tokens. Consider:
- Demoting peripheral pages (promote tier suggestions from wiki-status insights mode)
- Running /wiki-lint --consolidate to merge near-duplicates
- Using wiki-query fast mode for most queries
Step 3b: Compute Token Footprint
After building the status summary, compute the token footprint estimate:
-
Per-tier page sizes — Glob all .md pages. Read the tier: frontmatter field of each (cheap grep). Group pages by tier value (core, supporting, peripheral; unset → supporting).
-
Estimate tokens — For each page, estimate token count as file_size_bytes / 4 (4 chars/token heuristic — no actual tokenizer needed). Sum per tier and total.
-
Index-only estimate — Estimate the cost of an index-only pass: sum len(title) + len(summary) + len(tags) for each page frontmatter (~100 chars each on average), divided by 4.
-
Typical query estimate — Index-only estimate + average full-read cost of 5 pages (total_chars / total_pages * 5 / 4).
-
Threshold check — Read WIKI_TOKEN_WARN_THRESHOLD from config (default: 100000). If 0, skip the warning. If full-wiki token estimate exceeds the threshold, emit a ⚠️ warning with the three remediation suggestions shown in the template above.
-
Include in every standard status run — both normal and insights mode. The methodology note (4 chars/token heuristic) appears as a footnote below the table.
Step 4: What to Do Next
Replace the old single-line Recommendation with a ranked What to Do Next section. Gather these signals before rendering:
4a: Gather signals
-
Staged writes pending (only when WIKI_STAGED_WRITES=true) — Glob $OBSIDIAN_VAULT_PATH/_staging/**/*.md and **/*.patch.md. Count new pages and patches separately. Report the oldest file's age (mtime). This is always listed first if any staged files exist — it has the highest intent signal (the LLM already did the work; the human just needs to review).
-
**_raw/ files** — list every file in $OBSIDIAN_VAULT_PATH/_raw/ that isn't a .gitkeep. Count and name them.
-
Stale core pages — scan all vault .md files. A page is "stale" when its updated frontmatter field is ≥90 days before today's date AND it has ≥5 incoming wikilinks (i.e., it's "core" — other pages depend on it). List them by name + last-updated date.
-
Orphan pages — pages with zero incoming wikilinks. To compute: glob all .md pages, extract every [[wikilink]], count references to each page, collect pages with incoming == 0. Show up to 5 names; report total count.
-
Synthesis opportunities — check hot.md for any recent /wiki-synthesize run summary. If the last synthesis run reported N opportunities, surface that count. If no synthesis has been run recently (not in hot.md or log.md within last 14 days), flag it as "synthesis scan overdue".
-
Source delta — from Step 2: count of new + modified sources ready to ingest.
-
Lint issues — check log.md for a recent /wiki-lint run (within last 30 days). If a recent run recorded broken links or missing frontmatter, surface the count. If no lint run appears in the log, flag "lint not run recently".
4b: Rank and render
Score each category and emit a ranked list, capped at 6 items. Always rank in this priority order (skip a category if its count is 0 or it has nothing to report):
Priority
Category
Trigger
0
Staged writes pending
Any .md/.patch.md in _staging/ (only when WIKI_STAGED_WRITES=true)
1
_raw/ files waiting
Any files present in _raw/
2
Stale core pages
Any page: updated ≥90 days ago AND ≥5 incoming links
3
Orphan pages
Any pages with zero incoming wikilinks
4
Synthesis opportunities
N opportunities from last synthesize run, OR scan overdue
5
New/modified sources
Count from delta in Step 2
6
Lint issues
Known issues from last lint run, OR lint overdue
Render as:
## What to Do Next
0. 📋 6 staged pages waiting for review (oldest: 3 days ago)
→ 4 new pages + 2 patches in _staging/
run: /wiki-stage-commit
1. 📥 Ingest 3 files waiting in _raw/
→ architecture-notes.md, meeting-2026-05-10.md, paper-draft.pdf
run: /wiki-ingest
2. 🔄 Refresh 2 stale core pages (not updated in 90+ days)
→ [[System Architecture]] (last updated 2026-02-10), [[API Design]] (2026-01-15)
run: open these pages and re-run /wiki-update
3. 🔗 Link 7 orphan pages → run: /cross-linker
Disconnected: [[Redis Caching]], [[JWT Tokens]], +5 more
4. 🧩 2 synthesis opportunities identified → run: /wiki-synthesize
[[Redis Caching]] × [[Session Management]] (co-occur in 8 pages)
5. ✅ 4 sources modified since last ingest → run: /wiki-ingest (append mode)
6. 🩺 Lint not run in 30+ days — run: /wiki-lint
Empty state: If all categories have nothing to report (no staged files, no _raw/ files, no orphans, no stale pages, no synthesis opportunities, no new sources, no lint issues), output instead:
## What to Do Next
✅ Wiki is healthy — nothing urgent.
All sources up to date · no orphans · no stale core pages · no _raw/ files pending · no staged writes
Overflow: If more than 6 items would be shown, add a footer line: _(N more items available — run /wiki-status --full to see all)_. The --full flag is not yet implemented; this is forward-looking copy that sets expectations.
Insights Mode
Triggered when the user asks something like "wiki insights", "what's central in my wiki", "show me the hubs", "cross-domain bridges", "what pages are most important", or "wiki structure". This mode is additive — it doesn't replace the delta report, it analyzes the shape of the wiki itself.
Where the delta report tells the user what's pending, insights mode tells them what they've already built and where the interesting structure lives. Complements wiki-lint (which finds problems) by surfacing interesting structure.
What to compute
First, build the wikilink graph. Glob all .md pages, extract every [[wikilink]], and build:
incoming[page]= count of other pages that link to this page
outgoing[page]= count of pages this page links out to
tags[page]= set of tags from frontmatter
category[page]= directory prefix (concepts/, entities/, skills/, etc.)
You'll reuse this graph across all sections below.
-
Anchor pages (top hubs). Pages with the most incoming links — the load-bearing concepts.
- Rank all pages by
incomingcount, take top 10
- For each, note both incoming and outgoing counts: pages with high incoming and high outgoing are connector hubs (most valuable)
- Pages with high incoming but zero outgoing are sink hubs — flag as cross-linker candidates
-
Bridge pages. Pages that connect otherwise-disconnected tag clusters — removing them would partition the graph. These are often more structurally important than raw hub count suggests.
- For each page P, find pairs of pages (A, B) where:
- A links to P, B is linked from P (or vice versa)
- A and B share no tags with each other
- P is the only path between A's tag cluster and B's tag cluster within 2 hops
- Rank by how many cross-cluster pairs P bridges; show top 5
- Label each: "
Pbridges[tag-cluster-A]↔[tag-cluster-B]"
-
Tag cluster cohesion. For each tag with ≥ 5 pages, score how tightly the pages within it are interconnected:
n= number of pages sharing this tag
actual_links= number of wikilinks between any two pages in this tag group
cohesion = actual_links / (n × (n−1) / 2)— ratio of actual links to maximum possible
- Fragmented clusters (cohesion < 0.15, n ≥ 5): these pages share a topic but aren't woven together. Surface them as cross-linker targets.
- Show top 5 tags by cohesion (strongest clusters) and bottom 5 (most fragmented)
-
Surprising connections. Cross-category wikilinks that are non-obvious — scored by how unexpected they are:
- Score each wikilink that crosses category boundaries (e.g.,
concepts/→entities/,skills/→synthesis/):
- +3 if the linking page or claim is marked
^[ambiguous](uncertain connection, worth reviewing)
- +2 if the linking page is marked
^[inferred](synthesized, not directly stated)
- +2 if the categories are in different knowledge layers (e.g.,
concepts↔entitiesmore surprising thanconcepts↔concepts)
- +2 if source page has ≤ 2 total links (peripheral) but target has ≥ 8 (hub) — unexpected reach from edge to center
- Show top 5 scored connections with a plain-language reason for each
-
Orphan-adjacent suggestions. Pages linked from a top-10 hub but with zero outgoing links of their own. Dead-ends in high-traffic areas — prime cross-linker candidates.
-
Rough clusters. Group anchor pages by dominant tag. (Simple tag intersection — just for orientation.)
-
Graph delta since last run. Compare the current link graph to the snapshot stored in the previous _insights.md:
- Read the
<!-- GRAPH_SNAPSHOT: ... -->line at the bottom of the previous_insights.md(if it exists) — it contains a compact JSON edge list
- Compute: new pages added, pages removed, new wikilinks created, wikilinks removed
- Flag: pages that were isolated last run but now have incoming links ("newly connected: X, Y")
- Flag: pages that lost incoming links since last run ("link target may have been renamed: A, B")
- If no previous snapshot exists, skip this section
-
Tier assignment suggestions. After computing hubs and bridges, recommend tier: changes. Never write tier: to pages — only surface suggestions so the human can decide.
- **Promote to
core:** pages with ≥5 incoming links OR top-5 bridge position that currently havetier: supportingor notier:field
- **Demote to
peripheral:** pages with ≤1 incoming link AND not updated in 90+ days that currently havetier: supportingortier: core
- Show up to 10 suggestions (promotions first, then demotions), formatted as:
Tier Suggestions:
↑ core [[concepts/attention-mechanism]] — 14 incoming links, currently tier=supporting
↑ core [[entities/andrej-karpathy]] — bridge (3 cluster pairs), currently unset
↓ peripheral [[concepts/old-concept]] — 0 incoming, 120 days stale
- If all high-link pages already have
tier: coreand all low-link pages havetier: peripheral, emit: "Tier assignments look healthy — no changes suggested."
-
Suggested questions. Questions this wiki structure is uniquely positioned to answer — or that reveal gaps:
- From
^[ambiguous]claims: "Resolve: What is the exact relationship betweenXandY?"
- From bridge pages: "Explore: Why does
Pconnect[cluster-A]to[cluster-B]?"
- From pages with zero incoming links: "Link:
Xhas no incoming links — what should reference it?"
- From fragmented clusters (cohesion < 0.15): "Audit: Should tag
[T]be split into more focused sub-tags?"
- Show up to 7, prioritizing AMBIGUOUS first, then bridge nodes, then isolates
Output
Write the result to _insights.md at the vault root. Overwrite freely — it's regenerable. At the very end, embed a compact graph snapshot as an HTML comment so the next run can diff against it.
# Wiki Insights — <TIMESTAMP>
## Anchor Pages (top 10 hubs)
| Page | Incoming | Outgoing | Note |
|---|---|---|---|
| [[concepts/transformer-architecture]] | 23 | 8 | connector hub |
| [[entities/andrej-karpathy]] | 17 | 0 | sink hub — cross-linker candidate |
## Bridge Pages (top 5)
| Page | Bridges | Cross-cluster pairs |
|---|---|---|
| [[concepts/exponential-growth]] | #ml ↔ #economics | 4 pairs |
## Tag Cluster Cohesion
### Most cohesive (well-linked)
- **#ml** — 12 pages, cohesion 0.41
### Most fragmented (cross-linker targets)
- **#systems** — 7 pages, cohesion 0.06 ⚠️ run cross-linker on this tag
## Surprising Connections (top 5)
- [[concepts/scaling-laws]] → [[entities/gordon-moore]] — score 5
- Reason: cross-layer (concepts ↔ entities), marked ^[inferred]
- ...
## Orphan-Adjacent (dead-ends near hubs)
- [[concepts/foo]] — linked from 3 hubs, 0 outbound links
## Rough Clusters
- **#ml** — transformer-architecture, attention-mechanism, scaling-laws
- **#systems** — distributed-consensus, raft, paxos
## Graph Delta Since Last Run
- +3 new pages, +11 new wikilinks
- Newly connected: [[concepts/bar]], [[entities/baz]]
- Lost incoming links: [[references/old-paper]] (target may have been renamed)
## Tier Suggestions
↑ core [[concepts/attention-mechanism]] — 14 incoming links, currently tier=supporting
↑ core [[entities/andrej-karpathy]] — top bridge (4 cluster pairs), currently unset
↓ peripheral [[concepts/old-concept]] — 0 incoming, 132 days stale
## Questions Worth Asking
1. Resolve: What is the exact relationship between `scaling-laws` and `moore's-law`? (^[ambiguous] claim)
2. Explore: Why does `exponential-growth` bridge #ml and #economics?
3. Link: `references/foo.md` has no incoming links — what should reference it?
4. Audit: Should tag `#systems` be split? (cohesion 0.06, 7 pages)
<!-- GRAPH_SNAPSHOT: {"nodes":["concepts/foo","entities/bar"],"edges":[["concepts/foo","entities/bar"]]} -->
After writing the file, append to log.md:
- [TIMESTAMP] STATUS_INSIGHTS anchors=10 bridges=N cohesion_checked=T surprising=5 questions=7 delta="+N pages +M links" tier_suggestions=N
When to skip
- Vaults with fewer than 20 pages — not enough graph structure. Tell the user and skip.
- After a fresh
wiki-rebuild— wait until at least one ingest has happened.
Notes
- If the manifest doesn't exist, report everything as "new" and recommend a full ingest
- This skill only reads and reports — it doesn't modify anything (except writing
_insights.mdin insights mode, which is regenerable)
- The actual ingest work is done by the ingest skills (
wiki-ingest,claude-history-ingest,codex-history-ingest,data-ingest)
- Those skills are responsible for updating the manifest after they finish
QMD Refresh After Vault Writes
QMD is a search index, not the source of truth. If $QMD_WIKI_COLLECTION is empty or unset, skip this step. Run it only after this skill has written or rewritten vault markdown. If QMD refresh fails, do not roll back the vault changes; report the QMD status separately.
Use $QMD_CLI if set; otherwise use qmd.
${QMD_CLI:-qmd} update
If the output says vectors are needed or embeddings may be stale, run:
${QMD_CLI:-qmd} embed
Verify the collection with either:
${QMD_CLI:-qmd} ls "$QMD_WIKI_COLLECTION"
or, when a specific page path is known:
${QMD_CLI:-qmd} get "qmd://$QMD_WIKI_COLLECTION/<page>.md" -l 5
Record one of:
QMD refreshed: update + embed + verified
QMD refreshed: update only + verified
QMD skipped: QMD_WIKI_COLLECTION unset
QMD skipped: qmd CLI unavailable
QMD failed: <short error summary>