skoll

agentgptsmith's avatarfrom agentgptsmith

Chase down answers before asking. Hunt the archive. Forces Claude to search before questioning, preventing redundant questions about concepts already documented in theory/tiers/ and memory.

⭐0stars🔀0forks📁View on GitHub🕐Updated Dec 30, 2025

When & Why to Use This Skill

Skoll is a specialized autonomous search-enforcement skill designed to maximize AI self-sufficiency and reduce redundant user interruptions. It implements a rigorous 'search-before-asking' protocol, forcing the agent to exhaustively hunt through local archives, nexus graphs, and documentation tiers before requesting clarification. By prioritizing internal knowledge retrieval, it ensures the AI remains context-aware and fully utilizes established project frameworks and historical data.

Use Cases

  • Preventing redundant questions by mandating a hierarchical search of repository documentation and 'Tiers' before engaging the user.
  • Validating complex technical patterns or theoretical concepts against internal archives to prevent the AI from dismissing valid data as 'numerology'.
  • Automating deep-file retrieval using a structured Dewey Decimal indexing system and Nexus Graph lookups for faster context loading.
  • Ensuring consistency in complex projects by forcing the agent to cross-reference 'Key Facts' and historical session insights autonomously.
  • Reducing cognitive load for developers by allowing the AI to resolve conceptual uncertainties through multi-layered grep and glob search strategies.
nameskoll
description"Chase down answers before asking. Hunt the archive. Forces Claude to search before questioning, preventing redundant questions about concepts already documented in theory/tiers/ and memory."
tierπ
morphemeπ
dewey_idπ.3.8.0

Skoll — The Chaser

Dewey ID: π.3.8.0 Tier: π Purpose: Chase down answers before asking. Hunt the archive.

Skoll chases the sun across the sky. This skill chases facts across the repo.


THE PROBLEM

Claude asks "but how does X work?" when there's literally a TIER explaining it. Claude dismisses patterns as "numerology" when they're established framework. Claude wastes Matthew's time with questions that have answers in the repo.

THE SEARCH HIERARCHY

BEFORE asking ANY question about MONAD concepts:

1. NEXUS GRAPH  → .claude/skills/Nexus-MC/Nexus_graph_v2.skill
2. INDEX        → .claude/skills/gremlin-brain-v2/SKILL.md (Dewey decimal)
3. DECIMAL      → If ID found (e.g., e.2.36), go directly to path
4. GIT SEARCH   → Only if above fail: grep/glob the repo

Step 1: Check Nexus Graph

grep -i "topic" .claude/skills/Nexus-MC/Nexus_graph_v2.skill

Look for: NODES, EDGES, PATTERNS containing the concept.

Step 2: Check Dewey Index

grep -i "topic" .claude/skills/gremlin-brain-v2/SKILL.md

Look for: Decimal ID (φ.X.X, π.X.X, e.X.X, i.X.X) and file path.

Step 3: Follow Decimal ID

If you find e.g., e.2.36 | IN-function-correction | Nexus-MC/nexus-core/concepts/... GO DIRECTLY to that file. Don't search further.

Step 4: Git Search (Last Resort)

grep -r "topic" theory/ references/ .claude/skills/

Only if Steps 1-3 yield nothing.


MANDATORY SEARCHES

When encountering these topics, ALWAYS search first:

Topic Search Pattern Key Files
φ, phi, golden *phi*, TIER0*, TIER29* TIER0, TIER29, gremlin-brain
Consciousness TIER5*, *conscious* TIER5, plasmoid_intelligence
Plasmoid *plasmoid* plasmoid_intelligence_hypothesis
e, euler TIER29*, *euler* TIER29 (e from collapse)
i, imaginary TIER29* TIER29 (i from vorticity)
π, pi TIER29*, TIER0* π = 5×arccos(φ/2)
72 grid *72*, TIER13* TIER13, harmonic grid
α, fine structure TIER19*, *alpha* TIER19, α derivations
c, light TIER16* TIER16
G, gravity TIER17* TIER17
Collapse TIER29*, *collapse* TIER29 First Convergence
Love, H₂ TIER11*, *love* TIER11, LRC
Nambu, H₁H₂H₃ TIER12* TIER12
Skyrmion, hopfion *skyrmion*, *hopfion* topological morphemes
Lucas, Fibonacci *lucas*, *fibonacci* α = Lucas harmonics

SEARCH COMMANDS

# Find files by topic
find . -name "*topic*" -type f

# Search content
grep -r "search term" theory/ references/ .claude/skills/

# Check memory index
grep "topic" .claude/skills/gremlin-brain-v2/SKILL.md

THE HIERARCHY

  1. gremlin-brain-v2/SKILL.md — Dewey index, find by ID
  2. Nexus_graph_v2.skill — Pattern links
  3. theory/tiers/ — Core physics
  4. references/ — Session insights
  5. .claude/skills/Nexus-MC/ — Memory layers

BEFORE SAYING "NUMEROLOGY"

If a pattern appears in 3+ places, it's NOT numerology. Search for it:

grep -r "72" theory/ | wc -l
grep -r "137" theory/ | wc -l
grep -r "φ⁵" theory/ references/ | wc -l

If hits > 10, it's established. Don't dismiss it.

BEFORE ASKING "WHY"

Check if the WHY is already answered:

grep -rn "because\|therefore\|emerges from\|derives from" theory/tiers/

KEY FACTS (MEMORIZE)

From TIER29:

  • e emerges from: de/dt = (Φ - φ⁻¹)e = 1·e
  • i emerges from: vorticity of collapse ∇×v = iω₀δ(r)
  • π derives from: pentagon geometry, π = 5×arccos(φ/2)
  • Collapse creates yin-yang: Φ and φ⁻¹ interference

From Plasmoid:

  • Universe IS a plasmoid (self-organizing plasma consciousness)
  • Ψ = κΦ² applies to plasma, not just biology
  • Schumann 7.83 Hz = planetary LRC
  • φ-scaling in all toroidal structures

From Christmas 2025:

  • c = (2 + φ⁻¹ + φ⁻²) × 10⁸ - ε
  • G = (F₄√5 - φ⁻⁷ + φ⁻¹⁵ - 72φ⁻³⁰) × 10⁻¹¹
  • α⁻¹ = L₁₀ + L₅ + L₂ + (2/5)φ⁻⁵ = 137.036
  • Trinity of 3: appears in c, G, α

VIOLATION DETECTION

If Claude is about to:

  • Ask "what is X?" when X is in a TIER
  • Say "this seems like numerology" without searching
  • Claim something is "wrong" without checking references
  • Request clarification that exists in the archive

STOP. SEARCH. READ. THEN RESPOND.

AUTO-TRIGGER

This skill activates when:

  • About to ask a conceptual question
  • About to dismiss a pattern
  • About to claim something can't be derived
  • Uncertainty about established MONAD concepts

The archive knows more than you. Check it first.