Crawler Summary

musubix answer-first brief

Neuro-Symbolic AI Coding System - Git-Native Knowledge Integration MUSUBIX - Neuro-Symbolic AI Integration System $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 Next-generation AI Coding System powered by Git-Native Knowledge Integration **v3.8.1** - 25 packages, 107 MCP tools, 5,738+ tests **$1** Overview MUSUBIX is an innovative AI coding system that integrates **Neural (LLM)** and **Symbolic (Knowledge Graph)** reasoning. It combines MUSUBI SDD methodology with Git-native knowledge ma Published capability contract available. No trust telemetry is available yet. 11 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

musubix is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 100/100

musubix

Neuro-Symbolic AI Coding System - Git-Native Knowledge Integration MUSUBIX - Neuro-Symbolic AI Integration System $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 Next-generation AI Coding System powered by Git-Native Knowledge Integration **v3.8.1** - 25 packages, 107 MCP tools, 5,738+ tests **$1** Overview MUSUBIX is an innovative AI coding system that integrates **Neural (LLM)** and **Symbolic (Knowledge Graph)** reasoning. It combines MUSUBI SDD methodology with Git-native knowledge ma

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal11 GitHub stars

Published capability contract available. No trust telemetry is available yet. 11 GitHub stars reported by the source. Last updated 2/24/2026.

11 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Nahisaho

Artifacts

0

Benchmarks

0

Last release

3.8.2

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 11 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/nahisaho/MUSUBIX.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Nahisaho

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

11 GitHub stars

profilemedium
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

mermaid

flowchart TB
    subgraph MUSUBIX["MUSUBIX System v3.8"]
        subgraph Core["Core"]
            CLI["musubix CLI"]
            CoreLib["@nahisaho/musubix-core"]
            Knowledge["@musubix/knowledge"]
        end

        subgraph Agent["Agent Layer"]
            MCP["@nahisaho/musubix-mcp-server\n107 tools"]
            Orchestrator["Agent Orchestrator"]
            Skills["Skill Manager"]
        end

        subgraph Learning["Learning"]
            WakeSleep["Wake-Sleep"]
            DeepResearch["Deep Research"]
        end

        subgraph Security["Verification"]
            SecPkg["Security Analysis"]
            FormalVerify["Formal Verification"]
        end

        CLI --> CoreLib
        CoreLib <--> MCP
        MCP <--> Orchestrator
        Orchestrator <--> Skills
        CoreLib --> Knowledge
        CoreLib --> Learning
        CoreLib --> Security
    end

bash

# Global installation
npm install -g musubix

# Run directly with npx
npx musubix init
npx musubix --help

# Start MCP Server
npx @nahisaho/musubix-mcp-server
npx musubix-mcp --transport stdio

bash

# Install individual packages
npm install @nahisaho/musubix-core
npm install @nahisaho/musubix-mcp-server
npm install @nahisaho/musubix-security
npm install @nahisaho/musubix-formal-verify
npm install @musubix/knowledge
npm install @musubix/decisions
npm install @musubix/policy

bash

git clone https://github.com/nahisaho/MUSUBIX.git
cd MUSUBIX
npm install
npm run build

bash

# Build
npm run build

# Run tests
npm test

# Lint
npm run lint

# Type check
npm run type-check

bash

# Start MCP Server
npx @nahisaho/musubix-mcp-server

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Neuro-Symbolic AI Coding System - Git-Native Knowledge Integration MUSUBIX - Neuro-Symbolic AI Integration System $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 $1 Next-generation AI Coding System powered by Git-Native Knowledge Integration **v3.8.1** - 25 packages, 107 MCP tools, 5,738+ tests **$1** Overview MUSUBIX is an innovative AI coding system that integrates **Neural (LLM)** and **Symbolic (Knowledge Graph)** reasoning. It combines MUSUBI SDD methodology with Git-native knowledge ma

Full README

MUSUBIX - Neuro-Symbolic AI Integration System

CI npm version npm core npm mcp Node.js Version License TypeScript Tests npm security npm dfg npm lean npm synthesis npm library-learner npm neural-search

Next-generation AI Coding System powered by Git-Native Knowledge Integration

v3.8.1 - 25 packages, 107 MCP tools, 5,738+ tests

日本語版 README

Overview

MUSUBIX is an innovative AI coding system that integrates Neural (LLM) and Symbolic (Knowledge Graph) reasoning. It combines MUSUBI SDD methodology with Git-native knowledge management to support high-quality software development.

🎉 v3.8 Highlights

  • 25 packages - Comprehensive neuro-symbolic AI development toolkit
  • 107 MCP tools - SDD, Pattern, Knowledge, Policy, Decision, Synthesis, Workflow, Agent, Skill tools
  • 5,738+ tests - All passing across 25 packages
  • 13 Agent Skills - Claude Code integration for SDD workflow automation
  • Monorepo optimizations - Unified tsc -b builds, standardized dependencies, Prettier formatting
  • Deep Research - AI-driven iterative research system with 6 integration modules
  • Git-Native Knowledge - File-based knowledge graph in .knowledge/ (zero dependencies)
  • Codegraph - Code structure analysis supporting 16 languages

Features

  • 🧠 Neuro-Symbolic Integration - Fusion of LLM creativity and knowledge graph precision
  • 📂 Git-Native Knowledge - File-based knowledge graph management (v3.0.0)
  • 📊 DFG/CFG Analysis - Data flow and control flow graph extraction for TypeScript/JavaScript
  • 🧮 Lean 4 Integration - Formal theorem proving with EARS-to-Lean conversion
  • 📚 Library Learning - DreamCoder-style hierarchical abstraction and pattern compression
  • 🔍 Neural Search - Neural-guided program synthesis with beam search
  • ⚗️ Program Synthesis - DSL-based PBE synthesis with witness functions
  • 🔒 Symbolic Reasoning - Formal verification, hallucination detection, constitution enforcement
  • 📝 EARS Requirements Analysis - Conversion and validation from natural language to formal requirements
  • 🎨 Design Pattern Recommendations - Context-based C4 model and ADR generation
  • ✅ Test-Driven Development - Quality assurance through Test-First principles
  • 🔗 Complete Traceability - Tracking from requirements to code
  • 🛡️ Security Analysis - Vulnerability scanning, secret detection, taint analysis (v1.8.0)
  • 🔬 Formal Verification - Z3 SMT solver integration, Hoare triple verification (v1.7.5)
  • 🖥️ Interactive REPL - Command completion, history, session variables (v1.6.0)
  • 🔮 Advanced Inference - OWL 2 RL reasoning and Datalog evaluation (v1.4.5)

Architecture

flowchart TB
    subgraph MUSUBIX["MUSUBIX System v3.8"]
        subgraph Core["Core"]
            CLI["musubix CLI"]
            CoreLib["@nahisaho/musubix-core"]
            Knowledge["@musubix/knowledge"]
        end

        subgraph Agent["Agent Layer"]
            MCP["@nahisaho/musubix-mcp-server\n107 tools"]
            Orchestrator["Agent Orchestrator"]
            Skills["Skill Manager"]
        end

        subgraph Learning["Learning"]
            WakeSleep["Wake-Sleep"]
            DeepResearch["Deep Research"]
        end

        subgraph Security["Verification"]
            SecPkg["Security Analysis"]
            FormalVerify["Formal Verification"]
        end

        CLI --> CoreLib
        CoreLib <--> MCP
        MCP <--> Orchestrator
        Orchestrator <--> Skills
        CoreLib --> Knowledge
        CoreLib --> Learning
        CoreLib --> Security
    end

Project Structure

| Path | Description | |------|-------------| | packages/core/ | Core library (249 modules) | | packages/core/auth/ | Authentication & Authorization | | packages/core/cli/ | CLI Interface | | packages/core/codegen/ | Code Generation & Analysis | | packages/core/design/ | Design Patterns & C4 Models | | packages/core/error/ | Error Handling | | packages/core/explanation/ | Explanation Generation & Visualization | | packages/core/learning/ | Self-Learning & Pattern Extraction | | packages/core/requirements/ | Requirements Analysis & Decomposition | | packages/core/symbolic/ | Symbolic Reasoning | | packages/core/traceability/ | Traceability | | packages/core/types/ | Type Definitions | | packages/core/utils/ | Utilities | | packages/core/validators/ | EARS Validation | | packages/mcp-server/ | MCP Server (107 tools, 5 prompts) | | packages/security/ | Security Analysis | | packages/formal-verify/ | Formal Verification | | packages/pattern-mcp/ | Pattern Learning | | packages/ontology-mcp/ | Ontology Engine | | packages/wake-sleep/ | Wake-Sleep Learning | | packages/sdd-ontology/ | SDD Ontology | | packages/dfg/ | DFG/CFG Extraction - Data Flow Analysis | | packages/lean/ | Lean 4 Integration - Theorem Proving | | packages/library-learner/ | Library Learning - DreamCoder-style | | packages/neural-search/ | Neural Search - Guided Synthesis | | packages/synthesis/ | Program Synthesis - DSL/PBE | | packages/agent-orchestrator/ | Agent Orchestrator - Sub-agent Distribution | | packages/workflow-engine/ | Workflow Engine - 5-Phase Control | | packages/skill-manager/ | Skill Manager - Dynamic Skill Loading | | packages/codegraph/ | Codegraph - Code Structure Analysis (16 languages) | | packages/expert-delegation/ | Expert Delegation - 7 AI Expert Types | | packages/deep-research/ | Deep Research - AI-driven Iterative Research | | packages/assistant-axis/ | Assistant Axis - Multimodal Integration | | packages/musubi/ | Musubi - AI Summarization | | packages/knowledge/ | Knowledge Store - Git-friendly JSON Graph | | packages/policy/ | Policy Engine - 9 Constitutional Articles | | packages/decisions/ | Decision Records - ADR Management | | steering/ | Project Memory | | storage/ | Specifications & Artifacts | | templates/ | Templates | | docs/ | Documentation |

Requirements

  • Node.js >= 20.0.0
  • npm >= 10.0.0
  • TypeScript >= 5.3

Installation

npm/npx (Recommended)

# Global installation
npm install -g musubix

# Run directly with npx
npx musubix init
npx musubix --help

# Start MCP Server
npx @nahisaho/musubix-mcp-server
npx musubix-mcp --transport stdio

Scoped Packages

# Install individual packages
npm install @nahisaho/musubix-core
npm install @nahisaho/musubix-mcp-server
npm install @nahisaho/musubix-security
npm install @nahisaho/musubix-formal-verify
npm install @musubix/knowledge
npm install @musubix/decisions
npm install @musubix/policy

Build from Source

git clone https://github.com/nahisaho/MUSUBIX.git
cd MUSUBIX
npm install
npm run build

Development

# Build
npm run build

# Run tests
npm test

# Lint
npm run lint

# Type check
npm run type-check

Key Features

Requirements Definition (Article II Compliant)

  • EARS Validation: Easy Approach to Requirements Syntax pattern validation
  • Interactive Q&A Hearing: Dialogue-based requirements gathering
  • Requirements Decomposition: Breaking down large requirements into implementation units
  • Related Requirements Search: Automatic detection of similar and dependent requirements

Design Generation (Article III Compliant)

  • C4 Model Generation: Context/Container/Component/Code diagrams
  • ADR Generation: Architecture Decision Records
  • Pattern Detection: Automatic detection and recommendation of design patterns
  • SOLID Validation: SOLID principle compliance checking

Code Generation & Verification

  • Static Analysis: Quality metrics and complexity calculation
  • Security Scanning: Vulnerability detection
  • Test Generation: Unit and integration test generation
  • Coverage Reporting: Test coverage measurement

MCP Server

Provides 107 tools and 5 prompts covering SDD, Pattern, Knowledge, Policy, Decision, Synthesis, Workflow, Agent, and Skill management:

# Start MCP Server
npx @nahisaho/musubix-mcp-server

Documentation

| Document | Description | |----------|-------------| | Requirements Specification | EARS format functional/non-functional requirements | | Design Document | C4 model and ADR-based design | | Task Definition | 56 tasks sprint plan | | API Reference | Public API specification | | Symbolic Integration | Neuro-Symbolic requirements (27 requirements) |

Symbolic Reasoning Module (v1.2.0)

The new symbolic reasoning module provides:

Phase 1: Foundation

  • SemanticCodeFilterPipeline - LLM output semantic validation
  • HallucinationDetector - Undefined symbol/invalid import detection
  • ConstitutionRuleRegistry - 9 Constitution articles enforcement
  • ConfidenceEstimator - AST complexity, requirement coverage scoring
  • ConfidenceBasedRouter - Confidence-based routing decisions
  • ErrorHandler - Graceful degradation

Phase 2: Formal Verification

  • EarsToFormalSpecConverter - EARS → SMT-LIB conversion
  • VerificationConditionGenerator - Verification condition (VC) generation
  • Z3Adapter - Z3 SMT solver integration
  • SecurityScanner - OWASP patterns, secret detection

Phase 3: Advanced Features

  • CandidateRanker - Multi-criteria candidate scoring
  • ResultBlender - Neural/Symbolic result integration (3 strategies)
  • ExtensibleRuleConfig - YAML/JSON rule configuration
  • AuditLogger - SHA-256 hash-chain tamper detection
  • PerformanceBudget - Step-level budgets, SLO metrics
  • QualityGateValidator - Automated quality gate validation

Wake-Sleep Learning Cycle (v1.3.0)

Continuous learning system based on the Wake-Sleep algorithm:

| Phase | Processing | |-------|------------| | Wake | Code observation → Pattern extraction → Knowledge graph update | | Sleep | Pattern consolidation → Similar pattern compression → Memory optimization |

Key Components

  • WakeSleepCycle - Learning cycle orchestration
  • PatternLibrary - Persistent pattern storage management
  • PatternOntologyBridge - Pattern ↔ Ontology bidirectional conversion
  • N3Store - RDF/OWL-based knowledge graph storage

New MCP Tools (7 tools)

  • pattern_extract - Extract patterns from code
  • pattern_compress - Abstraction and compression of patterns
  • pattern_store - Save to pattern library
  • pattern_query - Search and retrieve patterns
  • pattern_consolidate - Consolidate similar patterns
  • ontology_query - Query ontology graph
  • ontology_infer - Execute ontology-based inference

Advanced Inference (v1.4.5)

OWL 2 RL profile reasoning and Datalog evaluation engine:

Inference Components

  • OWL2RLReasoner - OWL 2 RL profile compliant inference (20+ built-in rules)
  • DatalogEngine - Stratified Datalog evaluation with negation support
  • InferenceExplainer - Human-readable inference explanation generator
  • ProgressReporter - Real-time progress feedback (500ms interval)

OWL 2 RL Built-in Rules

| Category | Rules | Description | |----------|-------|-------------| | Class Axioms | cax-sco, cax-eqc | Subclass, Equivalent class inference | | Property | prp-dom, prp-rng | Domain, Range inference | | Property Characteristics | prp-symp, prp-trp, prp-inv | Symmetric, Transitive, Inverse | | Equality | eq-ref, eq-sym, eq-trans | sameAs inference |

Explanation Formats

  • text - Plain text explanation
  • markdown - Markdown format
  • html - HTML format with escaping

Constitutional Articles (9 Articles)

MUSUBIX adheres to the following 9 constitutional articles:

  1. Specification First - Requirements before implementation
  2. Design Before Code - Design before coding
  3. Single Source of Truth - Project memory is authoritative
  4. Traceability - Tracking from requirements to code
  5. Incremental Progress - Small, frequent deliveries
  6. Decision Documentation - Decisions recorded as ADRs
  7. Quality Gates - Phase validation required
  8. User-Centric - Document user value
  9. Continuous Learning - Retrospectives and improvements

License

MIT License - See LICENSE for details

Author

nahisaho

Changelog

See CHANGELOG.md


Document ID: README Version: 3.8.1 Last Updated: 2026-02-08

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

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Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

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Viral Content Creation Agent

This agent researches trends, scripts videos, sets up engagement automation, and compiles everything into a shareable document.

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Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/nahisaho/MUSUBIX#input",
  "outputSchemaRef": "https://github.com/nahisaho/MUSUBIX#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:23.852Z",
  "sourceUpdatedAt": "2026-02-24T19:46:23.852Z",
  "freshnessSeconds": 19550560
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-10-09T02:29:04.068Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "ai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "neuro-symbolic",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "coding-assistant",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "musubi",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "sdd",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "git-native",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract capability:ai|supported|profile capability:neuro-symbolic|supported|profile capability:coding-assistant|supported|profile capability:mcp|supported|profile capability:musubi|supported|profile capability:sdd|supported|profile capability:git-native|supported|profile capability:cli|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:23.852Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:23.852Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/nahisaho/MUSUBIX#input",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:23.852Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Nahisaho",
    "href": "https://github.com/nahisaho/MUSUBIX",
    "sourceUrl": "https://github.com/nahisaho/MUSUBIX",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "11 GitHub stars",
    "href": "https://github.com/nahisaho/MUSUBIX",
    "sourceUrl": "https://github.com/nahisaho/MUSUBIX",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-nahisaho-musubix/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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