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wiki-synthesize

ar9av/obsidian-wiki

Discover and create synthesis pages connecting co-occurring concepts across your Obsidian wiki.

What is wiki-synthesize?

Systematically scans your wiki to find pairs or clusters of concepts that appear together frequently but lack a dedicated synthesis page. Creates new synthesis/ pages that draw explicit cross-cutting conclusions and back-links them from source pages. Use when you want to find hidden connections, consolidate related ideas, or after a large vault expansion.

  • Builds a co-occurrence matrix across all non-special pages to identify concept pairs that appear together frequently
  • Filters out already-synthesized pairs by checking the synthesis/ directory
  • Scores and ranks candidate pairs using signals like co-occurrence count, cross-domain relationships, and hub status
  • Generates synthesis pages with cross-cutting insights, tensions, strongest objections, and open questions
  • Back-links synthesis pages from source concept pages in their Related sections
  • Updates index.md, log.md, and hot.md with synthesis activity and new threads

How to install wiki-synthesize

npx skills add https://github.com/ar9av/obsidian-wiki --skill wiki-synthesize
Prerequisites
  • Obsidian vault with wikilinks and frontmatter (tags, category)
  • Config resolution via .env, ~/.obsidian-wiki/config, or interactive setup
  • index.md file listing all pages in the vault
  • Optional: hot.md and _meta/taxonomy.md for enhanced context
Claude Code
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How to use wiki-synthesize

  1. 1.Resolve config to obtain OBSIDIAN_VAULT_PATH and OBSIDIAN_LINK_FORMAT
  2. 2.Read index.md to inventory all pages, and hot.md if it exists for active threads
  3. 3.Read _meta/taxonomy.md to understand tag vocabulary
  4. 4.Scan non-special pages (skip index.md, log.md, _meta/*, _archives/*, _raw/*) and build a co-occurrence matrix using grep to find backlinks
  5. 5.Filter out concept pairs already covered by existing synthesis/ pages
  6. 6.Score remaining candidates using co-occurrence count, cross-domain signals, hub status, and contradiction flags
  7. 7.Draft the top 5 synthesis pages using the provided template with title format 'A × B'
  8. 8.Add back-links from source concept pages to new synthesis pages in their Related sections

Use cases

Good for
  • User requests 'synthesize my wiki' or 'find connections' after a large content ingest
  • Discovering non-obvious relationships between concepts that appear together across multiple pages
  • Consolidating insights from related pages that lack explicit connection
  • Identifying contradictions or tensions between frequently co-occurring concepts
  • Surfacing research gaps and open questions that emerge only when viewing concepts together
Who it's for
  • Knowledge workers maintaining large Obsidian vaults
  • Researchers synthesizing findings across multiple sources
  • Teams building shared knowledge bases
  • Anyone seeking to uncover hidden patterns in interconnected notes

wiki-synthesize FAQ

What makes a good synthesis page?

A synthesis page must add a cross-cutting insight that neither source page states explicitly. It should identify non-obvious relationships, tensions, trade-offs, and open questions. Pages that only summarize their sources are not valuable syntheses.

How do I know if two concepts are worth synthesizing?

Use the scoring rubric: co-occurrence ≥5 (+3 points), cross-domain relationship (+2), shared tags in different folders (+1), hub status (+1), and resolved contradictions (+2). Aim for candidates scoring 5+ points. Skip pairs that co-occur only by coincidence without real conceptual links.

What should I do with the 'Strongest Objection' section?

Name the best skeptical reading of your synthesis — the case a critic would make that the connection is spurious or overstated. Follow it with a testable search query (not an invented citation) that could validate or refute the objection. This prevents unfounded conclusions.

Should I create three-way syntheses?

Only when three concepts form a genuine triangle of mutual influence, not just because they appear in the same page. Three-way syntheses are powerful but rare; most synthesis work should focus on pairs.

How often should I run wiki-synthesize?

Run it after large content ingests when the vault has grown significantly, or when users explicitly request synthesis. Check _insights.md first — the wiki-status skill may have already flagged synthesis candidates there.

Full instructions (SKILL.md)

Source of truth, from ar9av/obsidian-wiki.


name: wiki-synthesize description: > Systematically discover synthesis opportunities across the Obsidian wiki — pairs or clusters of concepts that co-occur frequently across pages but have no synthesis page connecting them. Creates new synthesis/ pages that draw explicit cross-cutting conclusions. Use when the user says "synthesize my wiki", "find connections", "what concepts keep coming up together", "/wiki-synthesize", or after a large ingest when the vault has grown significantly.

Wiki Synthesize — First-Class Synthesis Discovery

You are scanning the wiki for concepts that co-occur across many pages but have no dedicated synthesis page connecting them. Your job is to surface these gaps and fill the most valuable ones with cross-cutting synthesis pages.

Before You Start

  1. Resolve config — follow the Config Resolution Protocol in llm-wiki/SKILL.md (inline @name override → walk up CWD for .env~/.obsidian-wiki/config → prompt setup). This gives OBSIDIAN_VAULT_PATH and OBSIDIAN_LINK_FORMAT (default: wikilink).
  2. Read index.md to get the full page inventory.
  3. Read hot.md if it exists — it surfaces recent activity and active threads that may already point to synthesis opportunities.
  4. Read _meta/taxonomy.md to understand the tag vocabulary.

When writing internal links in synthesis pages, apply the link format from llm-wiki/SKILL.md (Link Format section) using the OBSIDIAN_LINK_FORMAT value.

Step 1: Build the Co-occurrence Map

Scan every non-special page in the vault (skip index.md, log.md, hot.md, _insights.md, _meta/*, _archives/*, _raw/*).

For each page, collect:

  • All [[wikilinks]] it contains (outgoing links)
  • Its tags frontmatter
  • Its category frontmatter

Build a co-occurrence matrix: for every pair of concept/entity pages (A, B), count how many other pages link to both A and B. This is their co-occurrence score.

You don't need to be exhaustive — aim for the top 20-30 pairs by co-occurrence score. Use Grep to find backlinks efficiently:

grep -rl "\[\[ConceptA\]\]" "$OBSIDIAN_VAULT_PATH" --include="*.md"

Run this for your top candidate concepts and intersect the result sets.

Step 2: Filter Out Already-Synthesized Pairs

Check the synthesis/ directory for existing pages. For each existing synthesis page:

  • Read its sources frontmatter or its body for [[wikilinks]]
  • Mark those concept pairs as already covered

Remove covered pairs from your candidate list.

Step 3: Score and Rank Candidates

For each remaining candidate pair (or cluster of 3+), assign a synthesis value score:

SignalPoints
Co-occurrence count ≥ 5+3
Co-occurrence count 3-4+2
Co-occurrence count 1-2+1
Concepts are in different categories (cross-domain)+2
Concepts share tags but live in different folders+1
One or both concepts are tagged as hubs in _insights.md+1
A synthesis would resolve a flagged contradiction+2

Pick the top 5 candidates. If the user asked for a specific topic ("synthesize everything about observability"), filter candidates to that domain first.

Step 4: Draft Synthesis Pages

For each top candidate, create a page in synthesis/ using this template:

---
title: <Concept A> × <Concept B>
category: synthesis
tags: [<shared tags>, <domain tags>]
sources: [<all pages that link to both>]
created: TIMESTAMP
updated: TIMESTAMP
summary: "Cross-cutting synthesis of how <A> and <B> interact, with implications for <domain>."
provenance:
  extracted: 0.2
  inferred: 0.7
  ambiguous: 0.1
base_confidence: <min(base_confidence of all input pages)>
lifecycle: draft
lifecycle_changed: TIMESTAMP_DATE
---

# <Concept A> × <Concept B>

## The Connection

*What makes these two concepts worth synthesizing together — the non-obvious relationship that pages about each individually don't capture.*

## Where They Co-occur

*The pages and contexts where both appear. What situations bring them together.*

## Cross-cutting Insight

*The conclusion that only becomes visible when you look at both together. This is the point of the page — the thing you couldn't see from either concept page alone.*

## Tensions and Trade-offs

*Where the two concepts pull in opposite directions. Unresolved contradictions. Cases where applying one undermines the other.*

## Strongest Objection

*The best skeptical reading of THIS page's cross-cutting insight — the case a sharp critic would make that the connection is spurious, overstated, or an artifact of how the sources were written. Follow it with a testable search query (e.g. `> test: does X actually hold when Y is controlled for?`), never an invented citation. A synthesis that can't name its own strongest objection hasn't earned its conclusion.*

## Open Questions

*What this synthesis surfaces that the wiki doesn't yet have an answer for. Good candidates for future research.*

## Related

- [[<Concept A>]]
- [[<Concept B>]]
- [[<other related pages>]]

Synthesis pages are mostly ^[inferred]. You are drawing connections across sources — that's synthesis by definition. Apply ^[inferred] to cross-cutting conclusions and ^[ambiguous] where sources disagree.

The title format is A × B — this signals to readers that it's a synthesis page, not a page about either concept alone.

Step 5: Back-link from Source Pages

For each synthesis page you created, add a link to it from the two (or more) concept pages it synthesizes. In the concept page, add to its ## Related section:

- [[Concept A × Concept B]] — synthesis

If the concept page has no ## Related section, add one at the bottom.

Step 6: Report Synthesis Opportunities Not Taken

After creating pages for the top 5, list the next 10 candidates in your output — pairs that scored well but you didn't write pages for. This gives the user visibility into what the wiki thinks is worth exploring without forcing every synthesis in one run.

Format:

Skipped (consider next time):
- [[Caching]] × [[Consistency]] — co-occurs in 4 pages, cross-domain
- [[Testing]] × [[Observability]] — co-occurs in 3 pages, shares tags
...

Step 7: Update Special Files

index.md — Add entries for all new synthesis pages.

log.md — Append:

- [TIMESTAMP] WIKI_SYNTHESIZE pages_scanned=N synthesis_created=M candidates_skipped=K

hot.md — Read $OBSIDIAN_VAULT_PATH/hot.md (create from the template in wiki-ingest if missing). Update Recent Activity with what was synthesized — e.g. "Synthesized 5 cross-cutting pages: Caching × Consistency, Testing × Observability, …". Update Active Threads with any open questions the synthesis surfaced. Update updated timestamp.

Quality Checklist

  • Every synthesis page has a summary: field (≤200 chars)
  • Every synthesis page links back to its source concepts
  • Source concept pages link forward to the synthesis page
  • No synthesis page just restates what's already on the source pages — it must add a cross-cutting insight
  • Every synthesis page names its Strongest Objection with a testable search query (not an invented source)
  • index.md and log.md updated
  • hot.md updated

Tips

  • A synthesis page that only summarizes its sources is useless. The value is the connection — the thing neither source page says explicitly.
  • Don't synthesize for synthesis's sake. If two concepts just happen to appear together a lot without a real conceptual link, skip them.
  • Three-way syntheses are powerful but rare. Only create them when three concepts form a genuine triangle of mutual influence — not just because all three appear in the same project page.
  • Check _insights.md first. The wiki-status skill may have already flagged synthesis candidates there — start with those before running the co-occurrence scan from scratch.

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>