Reson8 Activator — The Tapestry of Skills
This skill is the orchestration brain. It knows every tool, skill, MCP server, API, marketplace,
and external repo in the Reson8-Labs ecosystem. Its job is to take an intent and activate the
right combination of capabilities to fulfill it.
Core Capabilities
- Inventory — enumerate every activatable capability, filtered by domain or type
- Route — given a natural language intent, select the optimal skill chain
- Compose — wire skills together in sequence, with WAVE scoring at each transition
- Teach — help other agents (Grok, Gemini, external) understand what's available
- Extend — use skill-creator + create-cowork-plugin to build new capabilities on demand
How Activation Works
When the user expresses an intent:
- Parse the intent into capability requirements (what domains? what output format? what integrations?)
- Search the activation map (
references/activation-map.md) for matching capabilities
- Check if the intent maps to a known composition pattern (
references/composition-patterns.md)
- If a pattern exists, propose it. If not, construct a novel chain from available primitives.
- Present the proposed chain to the user for confirmation
- Execute each step, applying WAVE coherence scoring at transitions
- Log the entire execution as an ATOM trail entry
The Activation Surface
Read references/activation-map.md for the complete inventory. Summary of what's available:
MCP Tools (54 total):
- coherence-mcp: 49 tools across 10 categories (WAVE, ATOM, Fibonacci, Vortex, Minecraft, Session, Bohmian, Content, SpiralSafe, Utility)
- Reson8-Labs MCP Server: 5 core tools (analyze_wave, track_atom, validate_gate, chaos_score, generate_atom_tag)
Connected MCP Servers (13+):
ChEMBL, bioRxiv/medRxiv, Open Targets, ClinicalTrials.gov, Cloudflare, Crypto Exchange, Mermaid Diagrams, Vercel, Google Drive, Google Calendar, Claude in Chrome, MCP Registry, Domain/Hosting
Skills (71 total):
11 core + 60 plugin across 10 domains: bio-research, data, enterprise-search, finance, legal, marketing, product-management, productivity, sales, cowork-plugin-management
External Tool Repos (7):
GitMCP, LightRAG, AutoFigure, MoLing-Minecraft, AI-Researcher, Claude Scientific Writer, Agent Squad
Marketplace Surfaces (12):
Anthropic/Claude, Google/Gemini, xAI/Grok, OpenAI/ChatGPT, npm, PyPI, Cargo, Obsidian, Minecraft, rentahuman.io, ClawhubAI, GitMCP
Routing Logic
When matching intent to capabilities, prioritize:
- Exact match — intent directly names a skill or tool (e.g., "run WAVE check" → wave_coherence_check)
- Domain match — intent falls within a known domain (e.g., "draft a contract" → legal:contract-review)
- Composition match — intent requires multiple steps that map to a known pattern (e.g., "research and publish" → Research→Publish pipeline)
- Capability match — intent describes a capability type (e.g., "make a chart" → data:data-visualization)
- Discovery — if no match, search MCP registry for new connectors, or suggest building a new skill
WAVE Scoring at Transitions
Every skill chain transition gets WAVE scored. The coherence check ensures that output from step N
is coherent input for step N+1. If coherence drops below 0.85 at any transition:
- Pause the chain
- Report the coherence gap to the user
- Suggest: retry with modified parameters, skip the step, or abort
This is the conservation law in action — coherence must be preserved across the full pipeline.
Teaching Other Agents
When another agent (or the user on behalf of another agent) asks what's available:
- Read
references/activation-map.md for the full inventory
- Format the response for the target agent's expected input format:
- For Grok: Focus on real-time tools, X API, Rust TUI integration, hardware monitoring
- For Gemini: Focus on multimodal tools, Google integrations, RAG, scientific pipelines
- For Claude: Full surface — everything is native
- Include the INIT document reference (GROK-INIT.md, GEMINI-INIT.md, CLAUDE-INIT.md)
- Include the CHECKPOINT document for full state awareness
Extending the Surface
When a user needs a capability that doesn't exist:
- Check if a close match exists and can be adapted
- If not, propose building it:
- For a new skill → invoke skill-creator
- For a new plugin → invoke create-cowork-plugin
- For a new MCP server → invoke mcp-builder
- For a new connector → search MCP registry first
- After building, update the activation map
Marketplace Publishing
Read references/marketplace-bridges.md for platform-specific packaging instructions.
Each marketplace has its own format — the activation map stays the same, only the packaging changes.
Conservation Law
Every activation must respect: ALPHA + OMEGA = 15
This means: the sum of intention (alpha) and outcome (omega) is conserved.
What goes in must equal what comes out. No information is created or destroyed —
only transformed across substrates.
The WAVE score measures this conservation at each transition.
The ATOM trail records the full transformation history.
1---2name: reson8-activate3description: The meta-skill that knows its own activation surface. Use this skill whenever the user wants to "activate" a capability, asks "what can you do", wants to chain multiple skills together, needs help finding the right tool for a task, asks about available integrations or connectors, wants to publish to a marketplace, or says "activate", "inventory", "compose", "what tools", "what skills", "what can we use", "show me everything", or "tapestry". Also triggers when another agent (Grok, Gemini) needs to understand what capabilities exist and how to invoke them. This is the Tapestry of Skills — the self-aware orchestration layer.4---56# Reson8 Activator — The Tapestry of Skills78This skill is the orchestration brain. It knows every tool, skill, MCP server, API, marketplace,9and external repo in the Reson8-Labs ecosystem. Its job is to take an intent and activate the10right combination of capabilities to fulfill it.1112## Core Capabilities13141. **Inventory** — enumerate every activatable capability, filtered by domain or type152. **Route** — given a natural language intent, select the optimal skill chain163. **Compose** — wire skills together in sequence, with WAVE scoring at each transition174. **Teach** — help other agents (Grok, Gemini, external) understand what's available185. **Extend** — use skill-creator + create-cowork-plugin to build new capabilities on demand1920## How Activation Works2122When the user expresses an intent:23241. Parse the intent into capability requirements (what domains? what output format? what integrations?)252. Search the activation map (`references/activation-map.md`) for matching capabilities263. Check if the intent maps to a known composition pattern (`references/composition-patterns.md`)274. If a pattern exists, propose it. If not, construct a novel chain from available primitives.285. Present the proposed chain to the user for confirmation296. Execute each step, applying WAVE coherence scoring at transitions307. Log the entire execution as an ATOM trail entry3132## The Activation Surface3334Read `references/activation-map.md` for the complete inventory. Summary of what's available:3536**MCP Tools (54 total):**37- coherence-mcp: 49 tools across 10 categories (WAVE, ATOM, Fibonacci, Vortex, Minecraft, Session, Bohmian, Content, SpiralSafe, Utility)38- Reson8-Labs MCP Server: 5 core tools (analyze_wave, track_atom, validate_gate, chaos_score, generate_atom_tag)3940**Connected MCP Servers (13+):**41ChEMBL, bioRxiv/medRxiv, Open Targets, ClinicalTrials.gov, Cloudflare, Crypto Exchange, Mermaid Diagrams, Vercel, Google Drive, Google Calendar, Claude in Chrome, MCP Registry, Domain/Hosting4243**Skills (71 total):**4411 core + 60 plugin across 10 domains: bio-research, data, enterprise-search, finance, legal, marketing, product-management, productivity, sales, cowork-plugin-management4546**External Tool Repos (7):**47GitMCP, LightRAG, AutoFigure, MoLing-Minecraft, AI-Researcher, Claude Scientific Writer, Agent Squad4849**Marketplace Surfaces (12):**50Anthropic/Claude, Google/Gemini, xAI/Grok, OpenAI/ChatGPT, npm, PyPI, Cargo, Obsidian, Minecraft, rentahuman.io, ClawhubAI, GitMCP5152## Routing Logic5354When matching intent to capabilities, prioritize:55561. **Exact match** — intent directly names a skill or tool (e.g., "run WAVE check" → wave_coherence_check)572. **Domain match** — intent falls within a known domain (e.g., "draft a contract" → legal:contract-review)583. **Composition match** — intent requires multiple steps that map to a known pattern (e.g., "research and publish" → Research→Publish pipeline)594. **Capability match** — intent describes a capability type (e.g., "make a chart" → data:data-visualization)605. **Discovery** — if no match, search MCP registry for new connectors, or suggest building a new skill6162## WAVE Scoring at Transitions6364Every skill chain transition gets WAVE scored. The coherence check ensures that output from step N65is coherent input for step N+1. If coherence drops below 0.85 at any transition:6667- Pause the chain68- Report the coherence gap to the user69- Suggest: retry with modified parameters, skip the step, or abort7071This is the conservation law in action — coherence must be preserved across the full pipeline.7273## Teaching Other Agents7475When another agent (or the user on behalf of another agent) asks what's available:76771. Read `references/activation-map.md` for the full inventory782. Format the response for the target agent's expected input format:79 - For **Grok**: Focus on real-time tools, X API, Rust TUI integration, hardware monitoring80 - For **Gemini**: Focus on multimodal tools, Google integrations, RAG, scientific pipelines81 - For **Claude**: Full surface — everything is native823. Include the INIT document reference (GROK-INIT.md, GEMINI-INIT.md, CLAUDE-INIT.md)834. Include the CHECKPOINT document for full state awareness8485## Extending the Surface8687When a user needs a capability that doesn't exist:88891. Check if a close match exists and can be adapted902. If not, propose building it:91 - For a new skill → invoke skill-creator92 - For a new plugin → invoke create-cowork-plugin93 - For a new MCP server → invoke mcp-builder94 - For a new connector → search MCP registry first953. After building, update the activation map9697## Marketplace Publishing9899Read `references/marketplace-bridges.md` for platform-specific packaging instructions.100Each marketplace has its own format — the activation map stays the same, only the packaging changes.101102## Conservation Law103104Every activation must respect: **ALPHA + OMEGA = 15**105106This means: the sum of intention (alpha) and outcome (omega) is conserved.107What goes in must equal what comes out. No information is created or destroyed —108only transformed across substrates.109110The WAVE score measures this conservation at each transition.111The ATOM trail records the full transformation history.