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AI/MLalivecontext

alive:search-world

The human needs something that exists somewhere in the world but they don't know where. A decision, a person, a file, a reference — it's been captured, they just can't find it. Searches decisions, people, files, references, insights, and log history across all walnuts in priority order.

Stars
101
Source
alivecontext/alive
Updated
2026-05-11
Slug
alivecontext--alive--search-world
View on GitHubRaw SKILL.md

// install — copy + paste into any project

mkdir -p .claude/skills && curl -fsSL https://raw.githubusercontent.com/alivecontext/alive/HEAD/plugins/alive/skills/search-world/SKILL.md -o .claude/skills/search-world.md

Drops the SKILL.md into .claude/skills/search-world.md. Works with Claude Code, Cursor, and any agent that loads SKILL.md files from .claude/skills/.

Find

Search across the world. One verb for all retrieval.

How It Searches

Priority order — fastest and highest signal first:

1. Frontmatter Scan (fast, structured)

Scan _kernel/key.md across all walnuts. Matches on: type, goal, people names, tags, links, reference descriptions.

2. Insights Search (standing knowledge)

Scan _kernel/insights.md across relevant walnuts. Domain knowledge that persists — "Nova Station test windows are Tue-Thu only."

3. Log Search (decisions, history)

Search _kernel/log.md entries. Signed decisions, session summaries, what happened when. Frontmatter first (last-entry, summary), then entry bodies.

4. Task Search (work queue)

Search tasks across all walnuts using tasks.py list with the --world and --search flags:

python3 "$ALIVE_PLUGIN_ROOT/scripts/tasks.py" list --world "$WORLD_ROOT" --search "{query}"

Returns JSON with tasks matching the query across all walnuts. Each result includes a walnut field for attribution. Combine with --status, --priority, --assignee, --tag for narrower results.

5. Working File Search (drafts)

Scan */ across walnuts (bundles are flat in walnut root). Find drafts by name, version, age, squirrel attribution.

6. Bundle Manifest Search (captured content metadata)

Search */context.manifest.yaml files across walnuts (bundles are flat in walnut root). Match on frontmatter: type, date, source, participants, subject.

7. Raw Reference Search (expensive)

Load actual raw files. Only on explicit request — "read me that email from Jax."

8. Context Source Cascade (if nothing found locally)

If steps 1-7 return nothing and the user believes it exists, automatically fan out to configured context sources before reporting "not found." Check .alive/preferences.yaml context_sources: for what's available — any configured MCP server, sync script, or API connection is a valid search target.

One-hop inference applies: if the user says "the setup guide I sent Sarah" and an email integration is configured, that's enough to trigger a search without being asked. The system should resolve across its full context surface — local files are not the only source of truth.

╭─ 🐿️ not found in local files
│  Checking configured context sources...
│  → Found in email: sent to Sarah, Mar 15, "Setup Guide v2"
│
│  ▸ What now?
│  1. Read it
│  2. Capture it to a walnut
│  3. Skip
╰─

Never say "not found" if context sources haven't been checked.

Cross-Walnut Search

Find searches across ALL walnuts by default. Results show which walnut each match came from.

╭─ 🐿️ found 3 matches for "radiation shielding"
│
│   1. nova-station / insights.md
│      "Ceramic composites outperform aluminum at 3x the cost"
│
│   2. nova-station / _kernel/log.md — 2026-02-23
│      Decision: go with hybrid shielding approach
│
│   3. nova-station / research/
│      2026-02-23-radiation-shielding-options.md
│
│  number to load, or refine search.
╰─

Connections

When a match is found, surface connected walnuts:

╭─ 🐿️ [[ryn-okata]] is mentioned in this entry.
│  She also appears in: nova-station, glass-cathedral
│  Load her context?
╰─

Temporal Queries

"What happened last week" → filter log entries by date range, show across all active walnuts.

"What changed since Tuesday" → scan _kernel/now.json updated timestamps + recent log entries.

"History of nova-station" → show _kernel/log.md frontmatter (entry count, summary) + offer to load recent entries.