wiki-dedup — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited wiki-dedup (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
You are finding and merging wiki pages that cover the same concept under different names. This is a write-heavy, potentially destructive skill — page merges cannot be automatically undone. Work carefully and confirm before acting in merge mode.
Follow the Retrieval Primitives table in `llm-wiki/SKILL.md`. The candidate-detection pass uses only frontmatter and titles (cheap). Only open full page bodies for confirmed candidate pairs.
llm-wiki/SKILL.md (walk up CWD for .env → ~/.obsidian-wiki/config → prompt setup). This gives OBSIDIAN_VAULT_PATH and OBSIDIAN_LINK_FORMAT.index.md to get the full page inventory with one-line descriptions and tags.log.md briefly — if a dedup run just happened, note what was already merged.| Mode | Flag | Behavior |
|---|---|---|
| Audit | (default) | Report candidates only — no writes |
| Merge | --merge | Show each confirmed pair, ask for confirmation before merging |
| Auto-merge | --auto | Merge all high-confidence pairs (score ≥ 0.90) non-interactively |
If the user doesn't specify, run in Audit mode and present findings before asking whether to proceed.
Glob all .md files in the vault (excluding _archives/, _raw/, .obsidian/, index.md, log.md, hot.md, _insights.md, and any file that contains redirects_to: in its frontmatter — those are already merged redirect stubs).
For each remaining page, extract from frontmatter:
node_id — relative path from vault root, without .mdtitle — frontmatter title fieldaliases — frontmatter aliases list (may be absent)tags — frontmatter tags listcategory — directory prefixBuild a lookup table: node_id → {title, aliases, tags, category, summary}.
For every pair of pages in the registry, compute a similarity score using these signals:
| Signal | How to assess | Max contribution |
|---|---|---|
| Token overlap | Jaccard similarity of lowercased title word-tokens (split on spaces, hyphens, underscores, punctuation) | 0.65 |
| Edit distance | Normalized edit distance on lowercased titles: 1 - (edits / max(len_a, len_b)) | 0.40 |
| Substring containment | One title is a substring of the other (e.g. "RSC" ⊂ "React Server Components") | 0.50 |
| Alias cross-match | Page A's title appears in page B's aliases, or vice versa | 0.65 |
Composite title score = min(max(token_overlap, edit_distance, substring), 0.65) + alias_cross_bonus.
You don't need exact arithmetic — make a confident judgement about degree of similarity.
Title extraction note: Some pages use YAML block scalars (title: >- or title: |). When the title: value is >-, >, |, or |-, the actual title is on the next indented line — read it from there. Never compare the literal string >- as a title.
| Signal | Points |
|---|---|
Same category directory | +0.10 |
| Tag overlap ≥ 3 shared tags | +0.15 |
| Tag overlap ≥ 2 shared tags | +0.05 |
| Same first tag (dominant tag) | +0.05 |
Flag pairs with composite score ≥ 0.75 as candidates. Pairs scoring 0.90+ are high-confidence.
Score ranges → confidence labels:
| Score | Label |
|---|---|
| ≥ 0.90 | HIGH — almost certainly the same concept |
| 0.75–0.89 | MEDIUM — likely the same, verify |
| 0.60–0.74 | LOW — possible abbreviation or specialisation; skip unless user asks |
Only carry HIGH and MEDIUM candidates into Step 3.
If the vault has fewer than 10 pages, skip the pair loop and report "vault too small to have meaningful duplicates". If the vault has more than 500 pages, process candidates in batches of 50 pairs — pause and report progress between batches.
For each candidate pair (sorted by score descending):
Assign one of three verdicts:
| Verdict | Meaning |
|---|---|
merge | Same concept — different name, abbreviation, alias, or accidental duplicate. Safe to merge. |
keep-separate | Related but distinct — e.g. "Server Actions" vs "Server Components" are related React features, not duplicates. |
needs-review | Ambiguous — substantial overlap but also meaningful differences. Flag for the user to decide. |
Attach a short reason to each verdict (one sentence). This appears in the report and the log.
Always produce this report, even in merge/auto-merge mode (so the user sees what will happen):
## Wiki Dedup Report
### High-Confidence Candidates (score ≥ 0.90): N pairs
| Score | Page A | Page B | Verdict | Reason |
|---|---|---|---|---|
| 0.95 | `concepts/rsc.md` | `concepts/react-server-components.md` | merge | "RSC" is the abbreviation; both pages cover identical material |
| 0.91 | `entities/vaswani-2017.md` | `references/attention-is-all-you-need.md` | keep-separate | One is a person stub, one is a paper reference |
### Medium-Confidence Candidates (score 0.75–0.89): N pairs
| Score | Page A | Page B | Verdict | Reason |
|---|---|---|---|---|
| 0.82 | `concepts/fine-tuning.md` | `concepts/finetuning.md` | merge | Same concept, hyphenation variant |
### Needs Human Review: N pairs
| Score | Page A | Page B | Reason |
|---|---|---|---|
| 0.78 | `concepts/agents.md` | `concepts/autonomous-agents.md` | Substantial overlap but "agents" may intentionally be broader |
### Summary
- Pages scanned: N
- Candidate pairs found: M
- Recommended merges: X
- Keep separate: Y
- Needs review: ZIn Audit mode, stop here and ask: "Run --merge to interactively merge the recommended pairs, or --auto to merge all high-confidence ones automatically?"
For each merge verdict pair (in merge or auto-merge mode):
In merge mode: show the pair and verdict, then ask: "Merge [Page A] into [Page B]? (yes/skip/review)". Skip on anything other than yes.
In auto-merge mode: only process HIGH-confidence (score ≥ 0.90) merges without prompting.
Apply these tiebreakers in order until one wins:
[[node_id]] references; higher count winssources: list winsThe canonical page is the survivor. The other page becomes the secondary (to be merged in, then replaced with a redirect stub).
Read both pages. Update the canonical page:
llm-wiki/SKILL.md^[inferred] markers where synthesis is needed.---
title: <secondary page title>
redirects_to: "[[<canonical node_id>]]"
aliases: [<secondary aliases>]
category: <secondary category>
tags: []
created: <secondary original created>
updated: <ISO timestamp now>
---
This page has been merged into [[<canonical page title>]].The redirects_to: field tells any skill reading this page to follow the redirect rather than treat it as content.
Grep the entire vault for any link pointing at the secondary slug:
[[secondary-slug]] → [[canonical-slug]][[secondary-slug|display text]] → [[canonical-slug|display text]]OBSIDIAN_LINK_FORMAT=markdown: [text](../path/to/secondary.md) → [text](../path/to/canonical.md)Safety rules:
fences or inline code`)rm or destructive shell ops — only Edit/Write tools`index.md` — Remove the secondary page's entry. Update the canonical page's entry with the merged summary.
`.manifest.json` — For the secondary page's source entries: add "merged_into": "<canonical node_id>" to each. For the canonical page: merge in the secondary's pages_created and pages_updated lists.
`hot.md` — Update Recent Activity: "Merged N duplicate pairs; canonical pages updated."
After all merges, grep the vault for any remaining [[secondary-slug]] references (in non-stub files). If any survive, report them — the rewrite step may have missed a non-standard link format.
Append to log.md:
- [TIMESTAMP] DEDUP mode=audit|merge|auto-merge pages_scanned=N pairs_found=M merged=X kept_separate=Y needs_review=Z wikilinks_rewritten=WOther skills should handle redirect stubs as follows:
redirects_to: in frontmatter; they are not content nodesredirects_to: and read the canonical page insteadredirects_to: wikilink resolves to an existing, non-stub page (a redirect chain — stub pointing to stub — is an error)[[wikilink]] pointing at a stub pageQMD 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} updateIf the output says vectors are needed or embeddings may be stale, run:
${QMD_CLI:-qmd} embedVerify 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 5Record one of:
QMD refreshed: update + embed + verifiedQMD refreshed: update only + verifiedQMD skipped: QMD_WIKI_COLLECTION unsetQMD skipped: qmd CLI unavailableQMD failed: <short error summary>~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.