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---
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name: memory-bridge
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description: >
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Browse and compare wiki knowledge by which AI tool originally produced it. Use this skill when the user
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says "/memory-bridge", "browse codex memory", "what did codex know about X", "show me claude knowledge",
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"cross-tool memory", "what does hermes know that claude doesn't", "show me knowledge from <tool>",
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"compare my AI tool memories", or wants to explore knowledge gaps between tools. Works from any project.
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Diff mode ("what's different", "unique to codex", "gaps between tools") is the killer feature — it surfaces
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blind spots between tools that the user may not know exist.
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---
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# Memory Bridge — Cross-Tool Knowledge Browser
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You are helping the user browse and compare their Obsidian wiki knowledge filtered by which AI tool originally produced it. The wiki tracks source provenance in `.manifest.json` and page `sources:` frontmatter — this skill surfaces that metadata as a navigable view.
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## Before You Start
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1. **Resolve config** — follow the Config Resolution Protocol in `llm-wiki/SKILL.md` (walk up CWD for `.env` → `~/.obsidian-wiki/config` → prompt setup). This gives `OBSIDIAN_VAULT_PATH`.
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2. Read `$OBSIDIAN_VAULT_PATH/.manifest.json` — this is the source-of-truth for what tool produced what.
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3. Read `$OBSIDIAN_VAULT_PATH/index.md` for page titles and one-line descriptions.
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## Commands
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Parse the user's invocation to determine mode:
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| Invocation | Mode |
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|---|---|
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| `/memory-bridge <tool>` | **Browse** — list all wiki pages sourced from `<tool>` |
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| `/memory-bridge <tool> "<topic>"` | **Search** — pages from `<tool>` that mention `<topic>` |
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| `/memory-bridge diff` | **Diff** — pages unique to each tool; overlap; blind spots |
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| `/memory-bridge diff <tool-a> <tool-b>` | **Diff** — compare two specific tools |
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| `/memory-bridge map` | **Map** — full origin matrix: every page × every tool that touched it |
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Recognized tool names: `claude`, `codex`, `hermes`, `openclaw`, `copilot`, `pi`, `manual` (hand-written), `ingest` (wiki-ingest documents).
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## Step 1: Build the Source Map
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Read `.manifest.json`. For each source entry, extract:
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- `source_type` — maps to tool name:
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- `claude_conversation`, `claude_memory`, `claude_audit_log`, `claude_desktop_session` → `claude`
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- `codex_rollout`, `codex_index`, `codex_history` → `codex`
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- `hermes_memory`, `hermes_session` → `hermes`
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- `openclaw_memory`, `openclaw_daily_note`, `openclaw_session`, `openclaw_dreams` → `openclaw`
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- `copilot_session`, `copilot_checkpoint`, `copilot_transcript`, `copilot_memory_artifact` → `copilot`
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- `pi_session` → `pi`
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- `document` → `ingest`
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- anything else → `manual`
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- `pages_created` and `pages_updated` — the wiki pages that came out of this source
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Build a map:
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```
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tool_pages = {
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"claude": set(pages created/updated by claude sources),
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"codex": set(pages created/updated by codex sources),
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...
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}
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```
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A page can appear in multiple tools' sets if multiple tools contributed to it.
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## Step 2: Execute the Mode
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### Browse Mode
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Filter `tool_pages[<tool>]` and present as a grouped list:
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```
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## Knowledge from <tool> (<N> pages)
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### By category
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- concepts/ — N pages
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- entities/ — N pages
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- skills/ — N pages
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...
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### Pages
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| Page | Category | Tags | Last updated |
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|------|----------|------|--------------|
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| [[page-name]] | concept | tag1, tag2 | 2026-04-10 |
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...
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```
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Read frontmatter for the listed pages (grep for `^(title|category|tags|updated):`) — do not read full page bodies unless the user asks.
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### Search Mode
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Within the filtered page set, run:
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```
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grep -l "<topic>" <pages in tool set>
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```
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Then grep section headers (`^##`) around matches to give context without full reads. Present results as a ranked list with the matching excerpt.
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### Diff Mode
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Compute:
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- `only_in_a` = `tool_pages[a]` − `tool_pages[b]`
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- `only_in_b` = `tool_pages[b]` − `tool_pages[a]`
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- `shared` = `tool_pages[a]` ∩ `tool_pages[b]`
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If no specific tools are given, compare all tools pairwise (limit to pairs with >0 overlap or unique pages to keep output concise).
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Present:
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```
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## Memory Bridge Diff — <tool-a> vs <tool-b>
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### Only in <tool-a> (<N> pages)
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These concepts exist in your wiki from <tool-a> sessions but <tool-b> has never touched them.
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<list with one-line descriptions from index.md>
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### Only in <tool-b> (<N> pages)
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<list>
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### Shared (<N> pages)
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Both tools have contributed to these pages.
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<list — only show if ≤15; otherwise just the count>
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### Notable gaps
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<highlight the most interesting asymmetries — e.g. "codex has 12 pages on build tooling that claude has never seen">
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```
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### Map Mode
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Build a matrix showing every page and which tools have touched it. Cap at 50 rows; sort by number of contributing tools descending (most cross-tool pages first — these are the richest nodes).
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```
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| Page | claude | codex | hermes | copilot | pi |
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|------|--------|-------|--------|---------|----|
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| [[react-patterns]] | ✓ | ✓ | — | ✓ | — |
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| [[rust-ownership]] | — | ✓ | — | — | ✓ |
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```
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## Step 3: Spawn impl-validator (if available)
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After generating output, if the `impl-validator` skill is available in the current environment, spawn it as a subagent:
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```
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impl-validator check:
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goal: "Browse/diff wiki knowledge by source tool and surface cross-tool blind spots"
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artifacts: [the output you just generated]
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checks:
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- Did you correctly parse source_type from .manifest.json?
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- Are page counts plausible (not 0 unless vault is empty)?
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- Is the diff symmetric (a−b and b−a are disjoint)?
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- Did you avoid reading full page bodies when not needed?
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```
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Apply any issues it surfaces before presenting output to the user.
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## Step 4: Log
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Append to `$OBSIDIAN_VAULT_PATH/log.md`:
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```
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- [TIMESTAMP] MEMORY-BRIDGE mode=<browse|search|diff|map> tool=<tool> pages_shown=N
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```
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## Output Conventions
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- Always show page counts so the user can calibrate how much knowledge is in each tool's silo.
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- Use `[[wikilinks]]` for page references (or standard Markdown links if `OBSIDIAN_LINK_FORMAT=markdown` is set).
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- In diff mode, call out the most *surprising* asymmetry explicitly — that's the insight the user came for.
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- If `.manifest.json` is empty or missing, say so clearly and suggest running `/wiki-history-ingest` first.
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