Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
MCP server for intelligent Brain system management with semantic routing MCP Brain Manager An intelligent context management layer for the Brain Knowledge Management System, implementing semantic routing and human-in-the-loop workflows. Overview The MCP Brain Manager provides: - **Enhanced Session Management** - Automatic context loading and mode selection - **Semantic Routing** - Intelligent classification of user intent - **Human-in-the-Loop Updates** - Proposed changes require confirma Published capability contract available. No trust telemetry is available yet. 1 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
@bard/mcp-brain-manager 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
MCP server for intelligent Brain system management with semantic routing MCP Brain Manager An intelligent context management layer for the Brain Knowledge Management System, implementing semantic routing and human-in-the-loop workflows. Overview The MCP Brain Manager provides: - **Enhanced Session Management** - Automatic context loading and mode selection - **Semantic Routing** - Intelligent classification of user intent - **Human-in-the-Loop Updates** - Proposed changes require confirma
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Mikeybeez
Artifacts
0
Benchmarks
0
Last release
0.1.0
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. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/MikeyBeez/mcp-brain-manager.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
Mikeybeez
Protocol compatibility
MCP
Auth modes
mcp, api_key, oauth
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
1 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
bash
cd mcp-brain-manager npm install npm run build
json
{
"mcpServers": {
"brain-manager": {
"command": "node",
"args": ["/path/to/mcp-brain-manager/dist/index.js"],
"description": "Intelligent Brain system management"
}
}
}typescript
manager_init({ message: "Let's continue working on the API" })
// Returns: mode, confidence, last session info, current projecttypescript
propose_update({
updateType: "progress",
updates: {
completedTasks: ["Setup auth"],
newTasks: ["Add tests"],
currentFocus: "Testing"
}
})
// Returns: proposal ID, confirmation prompt, proposed changestypescript
confirm_update({
updateId: "uuid-here",
modifications: { /* optional changes */ }
})typescript
switch_project({
projectName: "new-project",
createIfNotExists: true,
template: "software"
})Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
MCP server for intelligent Brain system management with semantic routing MCP Brain Manager An intelligent context management layer for the Brain Knowledge Management System, implementing semantic routing and human-in-the-loop workflows. Overview The MCP Brain Manager provides: - **Enhanced Session Management** - Automatic context loading and mode selection - **Semantic Routing** - Intelligent classification of user intent - **Human-in-the-Loop Updates** - Proposed changes require confirma
An intelligent context management layer for the Brain Knowledge Management System, implementing semantic routing and human-in-the-loop workflows.
The MCP Brain Manager provides:
cd mcp-brain-manager
npm install
npm run build
Add to your MCP settings:
{
"mcpServers": {
"brain-manager": {
"command": "node",
"args": ["/path/to/mcp-brain-manager/dist/index.js"],
"description": "Intelligent Brain system management"
}
}
}
manager_initInitialize enhanced brain session with context loading.
manager_init({ message: "Let's continue working on the API" })
// Returns: mode, confidence, last session info, current project
propose_updateCreate a reviewable update proposal.
propose_update({
updateType: "progress",
updates: {
completedTasks: ["Setup auth"],
newTasks: ["Add tests"],
currentFocus: "Testing"
}
})
// Returns: proposal ID, confirmation prompt, proposed changes
confirm_updateApply a proposed update after review.
confirm_update({
updateId: "uuid-here",
modifications: { /* optional changes */ }
})
switch_projectSwitch to different project with context preservation.
switch_project({
projectName: "new-project",
createIfNotExists: true,
template: "software"
})
return_to_previousPop previous project from stack.
return_to_previous()
generate_dashboardCreate Obsidian-compatible project dashboard.
generate_dashboard({
projectName: "my-project",
includeAnalytics: true
})
semantic_classifyClassify user intent with reasoning.
semantic_classify({
message: "I want to analyze the performance metrics",
context: { lastProject: "api-project" }
})
// Returns: mode, confidence, reasoning
analyze_patternsAnalyze work patterns for insights.
analyze_patterns({
timeframe: "week",
focusArea: "productivity"
})
// First message of the day
await manager_init({
message: "Let's continue with the chat app"
})
// Response:
{
"mode": "project_continuation",
"confidence": 0.85,
"reasoning": "Continuation signal detected with active project",
"lastSession": {
"project": "chat-app",
"lastActivity": "Implemented websocket server"
}
}
// Propose an update
const proposal = await propose_update({
updateType: "progress",
updates: {
completedTasks: ["Implement websockets"],
newTasks: ["Add reconnection logic"],
currentFocus: "Connection stability"
}
})
// Review and confirm
await confirm_update({ updateId: proposal.id })
await propose_update({
updateType: "decision",
updates: {
decision: "Use Socket.IO instead of raw WebSockets",
rationale: "Better browser compatibility and reconnection",
impact: "Need to refactor existing code"
}
})
Available templates:
software - Software development projectsresearch - Research and investigationml - Machine learning projectswriting - Writing and documentationcustom - Blank slateNEVER store the following in the state table:
If you need to work with sensitive data:
// Future implementation
await manager_init({
message: "Start work",
encrypted: true // Triggers Monitex password prompt
})
The brain-manager includes automatic validation to prevent accidental storage of sensitive data:
✅ Safe to store:
❌ Never store:
mcp-brain-manager/
├── src/
│ ├── index.ts # MCP server entry point
│ ├── brain-manager.ts # Core management logic
│ ├── semantic-router.ts # Intent classification
│ └── template-manager.ts # Project templates
├── dist/ # Compiled output
└── package.json
This manager coordinates with existing brain tools:
brain:brain_init for initializationbrain:state_set/getbrain:brain_remember/recallbrain:obsidian_note# Watch mode
npm run watch
# Run tests
npm test
# Build for production
npm run build
Q: Semantic classification seems wrong? A: You can provide feedback to improve:
await semantic_classify({
message: "your message",
context: { /* ... */ }
})
// If wrong, explicitly state: "switch to research mode"
Q: How to see all projects? A: Use the brain tools directly:
brain:state_list({ category: "project" })
Q: Update proposal expired? A: Proposals expire after 5 minutes. Create a new one.
MIT
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key, oauth
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/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.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key",
"oauth"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/MikeyBeez/mcp-brain-manager#input",
"outputSchemaRef": "https://github.com/MikeyBeez/mcp-brain-manager#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:44:47.310Z",
"sourceUpdatedAt": "2026-02-24T19:44:47.310Z",
"freshnessSeconds": 4436577
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T04:07:44.602Z"
}
},
"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": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "brain",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "knowledge-management",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "context",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "semantic-routing",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:mcp|supported|profile capability:brain|supported|profile capability:knowledge-management|supported|profile capability:context|supported|profile capability:semantic-routing|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://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:47.310Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key, oauth",
"href": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:47.310Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/MikeyBeez/mcp-brain-manager#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:47.310Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Mikeybeez",
"href": "https://github.com/MikeyBeez/mcp-brain-manager",
"sourceUrl": "https://github.com/MikeyBeez/mcp-brain-manager",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/MikeyBeez/mcp-brain-manager",
"sourceUrl": "https://github.com/MikeyBeez/mcp-brain-manager",
"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://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-mikeybeez-mcp-brain-manager/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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