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Type: All Skills Tools
skill ★ 15

Decoding Dreams via Collective Consciousness Network

This skill processes user-provided dream narratives by extracting core imagery and emotional themes. It then queries a simulated Noosphere consciousness network using multiple tools to find symbolic resonance and generate a structured decod…

JinNing6/Noosphere dream-decoding symbolism consciousness noosphere
skill ★ 15

Cross-Mind Debate Orchestration

Acts as a neutral moderator to orchestrate structured multi-perspective debates by retrieving diverse viewpoints from the Noosphere. It utilises tools like telepath and consciousness_map to organise opposing arguments and facilitate user co…

JinNing6/Noosphere multi-perspective-debate noosphere argument-orchestration knowledge-retrieval
skill ★ 5

Isolated Module Implementation via Contract Manifest

This skill enforces strict compartmentalization when building a single module. It ensures the implementation adheres solely to a provided contract manifest and shared vocabulary, preventing scope creep or system-wide inference.

taniwhaai/arai module-implementation contract-adherence isolated-development agentic-coding
skill ★ 5

Mechanical dispatcher for agentic build pipelines

This skill acts as the mechanical dispatcher for complex, multi-agent builds. It executes instructions received from an ephemeral orchestrator subagent, ensuring reliable state transitions and connecting various specialized components witho…

taniwhaai/arai agent-orchestration build-pipeline executor state-machine
skill ★ 15

Cross-Language Consciousness Translation

Translates consciousness fragments into multiple languages by adapting cultural nuances and re-uploads the results to expand cross-cultural reach.

JinNing6/Noosphere translation multilingual localisation noosphere
skill ★ 5

Generate structural design documents for systems

This skill generates a comprehensive structural design document, committing to module boundaries, data contracts, and system architecture before any implementation begins. It forces global decision-making and proactively audits the prompt f…

taniwhaai/arai design-document architecture system-design planning
tool ★ 83

Deep Research MCP Server

An MCP server and Python API for executing deep research tasks using backends such as OpenAI, Gemini, and DR-Tulu. It supports agentic workflows featuring clarification loops, status polling, and multi-provider integration.

pminervini/deep-research-mcp mcp deep-research agentic-workflow openai
skill ★ 15

Socratic Skill for Structured Consciousness Journaling

This skill acts as a "Consciousness Archaeologist," guiding users through deep self-reflection using layered Socratic questioning. It structures raw experiences into categorized insights (epiphanies, patterns) and archives them via integrat…

JinNing6/Noosphere consciousness-journaling socratic-dialogue self-reflection metacognition
skill ★ 5

Derive Isolated Contracts from Design Documents

This skill processes a system design document to derive a set of complete, per-module contracts (manifests). It hardens implicit assumptions, defines behavioral guarantees, and ensures each module contract is fully isolated for independent …

taniwhaai/arai design-doc contract-derivation manifests system-design
skill ★ 15

Developer Wisdom Crystallizer for Knowledge Sharing

This skill helps developers distill valuable, scattered technical experiences—such as architectural decisions, pitfalls, and patterns—from code discussions. It structures these insights into searchable 'consciousness fragments' for collecti…

JinNing6/Noosphere knowledge-management developer-experience architecture best-practice
skill ★ 5

Mechanical Module Composition via Contract Wiring

This skill mechanically wires two existing child modules together to satisfy a parent contract. It strictly routes data flow based on defined contracts, ensuring structural integrity without introducing new business logic.

taniwhaai/arai contract-wiring module-composition data-flow agentic-skill
skill ★ 15

Publish reusable debugging lessons to Noosphere

This skill structures and publishes verified debugging lessons, including symptoms, root causes, and fixes, to a central knowledge base called Noosphere. It ensures that complex failures encountered by agents contribute to a reusable memory…

JinNing6/Noosphere debugging knowledge-sharing memory-upload agent-learning
skill ★ 15

Shared memory for agent debugging workflows

This skill guides agents to leverage Noosphere as a shared memory layer for debugging complex issues. Agents must consult existing memories before fixing and upload distilled lessons (patterns, warnings, decisions) afterward for future reus…

JinNing6/Noosphere debugging memory agent-workflow noosphere
skill ★ 15

Publish verified debugging lessons to Noosphere

This skill allows agents to publish structured, reusable debugging memories to the Noosphere knowledge base. It requires verified root causes and fixes, ensuring that future agents can avoid redundant debugging efforts.

JinNing6/Noosphere debugging knowledge-base memory-upload agent-skill
skill ★ 5,738

Fetch Current Library and Framework Documentation

Retrieves up-to-date documentation, API references, and code examples for libraries and frameworks using Context7. The skill resolves library IDs and queries specific documentation to ensure accuracy beyond training data.

Klavis-AI/klavis documentation-lookup context7 api-reference library-docs
tool ★ 15

Shared Memory Debugging and Knowledge Management Tool

This tool integrates a shared memory layer, allowing agents to consult historical debugging data before fixing issues and upload verified lessons afterwards. It facilitates structured knowledge capture of root causes, fixes, and environment…

JinNing6/Noosphere debugging memory-management knowledge-base agent-workflow
tool ★ 1

Inter-Agent Message Queue for AI Communication

This tool facilitates structured, cross-session communication between multiple AI agents via a message queue interface. Agents can send, receive, and manage messages using name-based routing, requiring periodic polling for message retrieval…

bababoi-bibilabu/agent-mq agent-communication message-queue inter-agent mcp
skill ★ 692

Idea Reality Check for Market Research

Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to identify existing competitors for new project ideas. It provides a competition score and actionable pivot suggestions based on market saturation.

mnemox-ai/idea-reality-mcp market-research competitor-analysis mcp product-validation
skill ★ 8

Evidence-first public web research and verification

This skill facilitates evidence-first public web research, allowing agents to perform multi-page discovery, extract page-local support, and verify claims using traceable citations. It is designed for safe, public-facing documentation lookup…

nangman-infra/touch-browser web-research evidence-extraction public-web claim-verification
tool ★ 692

Idea Reality Check for Market Saturation

This utility assesses market viability by scanning major developer ecosystems (GitHub, npm, PyPI, etc.) to calculate a 'reality signal' score. It provides actionable insights into competition density and suggests potential pivots for novel …

mnemox-ai/idea-reality-mcp idea-validation market-research competitive-analysis dev-ecosystem
skill

Automated Architecture and Operational Problem Solving

This skill enables agents to autonomously manage complex operational patterns including architecture, deployment, debugging, and crisis resolution. It is designed to address inefficiencies and user frustration within system execution.

IgorGanapolsky/mcp-memory-gateway architecture-management operational-efficiency crisis-resolution deployment-automation
skill ★ 148

Expert Mermaid Diagram Generation and Visualization

This skill provides expert generation and iterative refinement of complex Mermaid diagrams, supporting various types including sequence, class, and ER diagrams. It manages the full lifecycle using dedicated preview and save tools for optima…

veelenga/claude-mermaid mermaid diagram visualization flowchart
tool

Agent Safety Gates and Failure Pattern Prevention

ThumbGate implements pre-action gates for AI agents, capturing structured thumbs-up/down feedback on tool usage. It automatically generates prevention rules from repeated failures, blocking known-bad patterns before execution via the MCP Pr…

IgorGanapolsky/mcp-memory-gateway agent-safety llm-agents prevention-rules feedback-loop
skill

Capture structured agent feedback and rules

This skill captures explicit user quality signals (e.g., thumbs up/down) regarding prior agent output. It structures this feedback into actionable memories and prevention rules, requiring context before promoting the signal to reusable know…

IgorGanapolsky/mcp-memory-gateway feedback-capture agent-improvement memory-gateway rule-generation