gitlab-mcp
A Model Context Protocol (MCP) server for GitLab
Crawler Summary
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
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
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 11 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Nahisaho
Artifacts
0
Benchmarks
0
Last release
3.8.2
Key links, install path, and a quick operational read before the deeper crawl record.
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.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Nahisaho
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
11 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
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
endbash
# 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
Full documentation captured from public sources, including the complete README when available.
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
Next-generation AI Coding System powered by Git-Native Knowledge Integration
v3.8.1 - 25 packages, 107 MCP tools, 5,738+ tests
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.
tsc -b builds, standardized dependencies, Prettier formatting.knowledge/ (zero dependencies)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
| 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 |
# 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
# 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
git clone https://github.com/nahisaho/MUSUBIX.git
cd MUSUBIX
npm install
npm run build
# Build
npm run build
# Run tests
npm test
# Lint
npm run lint
# Type check
npm run type-check
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
| 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) |
The new symbolic reasoning module provides:
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 |
pattern_extract - Extract patterns from codepattern_compress - Abstraction and compression of patternspattern_store - Save to pattern librarypattern_query - Search and retrieve patternspattern_consolidate - Consolidate similar patternsontology_query - Query ontology graphontology_infer - Execute ontology-based inferenceOWL 2 RL profile reasoning and Datalog evaluation engine:
| 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 |
text - Plain text explanationmarkdown - Markdown formathtml - HTML format with escapingMUSUBIX adheres to the following 9 constitutional articles:
MIT License - See LICENSE for details
nahisaho
See CHANGELOG.md
Document ID: README Version: 3.8.1 Last Updated: 2026-02-08
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
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"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
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This agent analyzes Reddit data to generate trending content concepts tailored to your audience.
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
}
]Sponsored
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