Memory Bridge — Cross-Tool Knowledge Browser

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.

Before You Start

1. Resolve config — follow the Config Resolution Protocol in llm-wiki/SKILL.md (inline @name override → walk up CWD for .env → ~/.llm-wiki/config → prompt setup). This gives OBSIDIAN_VAULT_PATH.
2. Read $OBSIDIAN_VAULT_PATH/.manifest.json — this is the source-of-truth for what tool produced what.
3. Read $OBSIDIAN_VAULT_PATH/index.md for page titles and one-line descriptions.

Commands

Parse the user's invocation to determine mode:

Recognized tool names: claude, codex, hermes, openclaw, copilot, pi, manual (hand-written), ingest (wiki-ingest documents).

Step 1: Build the Source Map

Read .manifest.json. For each source entry, extract:

• source_type — maps to tool name:
  • claude_conversation, claude_memory, claude_audit_log, claude_desktop_session → claude
  • codex_rollout, codex_index, codex_history → codex
  • hermes_memory, hermes_session → hermes
  • openclaw_memory, openclaw_daily_note, openclaw_session, openclaw_dreams → openclaw
  • copilot_session, copilot_checkpoint, copilot_transcript, copilot_memory_artifact → copilot
  • pi_session → pi
  • document → ingest
  • anything else → manual
• pages_created and pages_updated — the wiki pages that came out of this source

Build a map:

tool_pages = {
  "claude": set(pages created/updated by claude sources),
  "codex":  set(pages created/updated by codex sources),
  ...
}

A page can appear in multiple tools' sets if multiple tools contributed to it.

Step 2: Execute the Mode

Browse Mode

Filter tool_pages[<tool>] and present as a grouped list:

## Knowledge from <tool> (<N> pages)

### By category (one line per folder in the vault's CATEGORIES table)
- references/ — N pages
- entities/   — N pages
- concepts/   — N pages
...

### Pages
| Page | Category | Tags | Last updated |
|------|----------|------|--------------|
| [[page-name]] | concept | tag1, tag2 | 2026-04-10 |
...

Read frontmatter for the listed pages (grep for ^(title|category|tags|updated):) — do not read full page bodies unless the user asks.

Search Mode

Within the filtered page set, run:

grep -l "<topic>" <pages in tool set>

Then grep section headers (^##) around matches to give context without full reads. Present results as a ranked list with the matching excerpt.

Diff Mode

Compute:

• only_in_a = tool_pages[a] − tool_pages[b]
• only_in_b = tool_pages[b] − tool_pages[a]
• shared = tool_pages[a] ∩ tool_pages[b]

If no specific tools are given, compare all tools pairwise (limit to pairs with >0 overlap or unique pages to keep output concise).

Present:

## Memory Bridge Diff — <tool-a> vs <tool-b>

### Only in <tool-a> (<N> pages)
These concepts exist in your wiki from <tool-a> sessions but <tool-b> has never touched them.
<list with one-line descriptions from index.md>

### Only in <tool-b> (<N> pages)
<list>

### Shared (<N> pages)
Both tools have contributed to these pages.
<list — only show if ≤15; otherwise just the count>

### Notable gaps
<highlight the most interesting asymmetries — e.g. "codex has 12 pages on build tooling that claude has never seen">

Map Mode

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).

| Page | claude | codex | hermes | copilot | pi |
|------|--------|-------|--------|---------|----|
| [[react-patterns]] | ✓ | ✓ | — | ✓ | — |
| [[rust-ownership]] | — | ✓ | — | — | ✓ |

Step 3: Spawn impl-validator (if available)

After generating output, if the impl-validator skill is available in the current environment, spawn it as a subagent:

impl-validator check:
  goal: "Browse/diff wiki knowledge by source tool and surface cross-tool blind spots"
  artifacts: [the output you just generated]
  checks:
    - Did you correctly parse source_type from .manifest.json?
    - Are page counts plausible (not 0 unless vault is empty)?
    - Is the diff symmetric (a−b and b−a are disjoint)?
    - Did you avoid reading full page bodies when not needed?

Apply any issues it surfaces before presenting output to the user.

Step 4: Log

Append to $OBSIDIAN_VAULT_PATH/log.md:

- [TIMESTAMP] MEMORY-BRIDGE mode=<browse|search|diff|map> tool=<tool> pages_shown=N

Output Conventions

• Always show page counts so the user can calibrate how much knowledge is in each tool's silo.
• Use [[wikilinks]] for page references (or standard Markdown links if OBSIDIAN_LINK_FORMAT=markdown is set).
• In diff mode, call out the most surprising asymmetry explicitly — that's the insight the user came for.
• If .manifest.json is empty or missing, say so clearly and suggest running /wiki-history-ingest first.