Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
MCP server providing interactive visualizations: tables with TanStack Table, image previews, master-detail views, tree views for hierarchical data, and customizable lists MCP Visuals Server An MCP (Model Context Protocol) server that provides interactive visualizations for AI agents. Display data in rich, interactive formats including **tables** with TanStack Table, **image previews** with metadata, **master-detail views** for browsing collections, **tree views** for hierarchical data, and **customizable lists** with drag-and-drop reordering. Quick Install $1 °°° $1 Features Table Vis Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
visuals-mcp is best for mcp, mcp-server, mcp-apps workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
MCP server providing interactive visualizations: tables with TanStack Table, image previews, master-detail views, tree views for hierarchical data, and customizable lists MCP Visuals Server An MCP (Model Context Protocol) server that provides interactive visualizations for AI agents. Display data in rich, interactive formats including **tables** with TanStack Table, **image previews** with metadata, **master-detail views** for browsing collections, **tree views** for hierarchical data, and **customizable lists** with drag-and-drop reordering. Quick Install $1 °°° $1 Features Table Vis
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Harrybin
Artifacts
0
Benchmarks
0
Last release
1.5.7
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/harrybin/visuals-mcp.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
Harrybin
Protocol compatibility
MCP
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
5
Snippets
0
Languages
typescript
bash
npm install -g @harrybin/visuals-mcp visuals-mcp
bash
npm config set @harrybin:registry https://npm.pkg.github.com npm config set //npm.pkg.github.com/:_authToken=YOUR_GITHUB_TOKEN
bash
npm install -g @harrybin/visuals-mcp visuals-mcp
bash
# Install dependencies npm install # Build the UI npm run build # Run the server npm run serve
json
{
"github.copilot.chat.mcpServers": {
"visuals-mcp": {
"type": "stdio",
"command": "node",
"args": [
"dist/server.js"
]
}
}
}Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
MCP server providing interactive visualizations: tables with TanStack Table, image previews, master-detail views, tree views for hierarchical data, and customizable lists MCP Visuals Server An MCP (Model Context Protocol) server that provides interactive visualizations for AI agents. Display data in rich, interactive formats including **tables** with TanStack Table, **image previews** with metadata, **master-detail views** for browsing collections, **tree views** for hierarchical data, and **customizable lists** with drag-and-drop reordering. Quick Install $1 °°° $1 Features Table Vis
An MCP (Model Context Protocol) server that provides interactive visualizations for AI agents. Display data in rich, interactive formats including tables with TanStack Table, image previews with metadata, master-detail views for browsing collections, tree views for hierarchical data, and customizable lists with drag-and-drop reordering.
updateModelContext
Interactive table with sorting, filtering, pagination, and row selection

Master-detail view for browsing collections with tables, images, or custom content

Interactive list with drag-and-drop reordering, checkboxes, and image thumbnails

Interactive tree view with expand/collapse, node selection, and export options
Install directly from the VS Code Marketplace:
The extension will automatically register the MCP server with VS Code and GitHub Copilot Chat.
In VSCode github Copilot Chat
@harrybin/visuals-mcpUsing command line:
npm install -g @harrybin/visuals-mcp
visuals-mcp
npm config set @harrybin:registry https://npm.pkg.github.com
npm config set //npm.pkg.github.com/:_authToken=YOUR_GITHUB_TOKEN
npm install -g @harrybin/visuals-mcp
visuals-mcp
# Install dependencies
npm install
# Build the UI
npm run build
# Run the server
npm run serve
For VS Code: This workspace includes MCP configuration in .vscode/settings.json.
To add globally, update your VS Code settings:
{
"github.copilot.chat.mcpServers": {
"visuals-mcp": {
"type": "stdio",
"command": "node",
"args": [
"dist/server.js"
]
}
}
}
For Claude Desktop: See claude_desktop_config.json for example configuration.
MIT
Contributions welcome! Please open an issue or PR.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/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
Do not use if
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": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T04:19:08.550Z"
}
},
"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": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp-server",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp-apps",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "modelcontextprotocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "chat",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "table",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "tanstack-table",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "visualization",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "interactive-table",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "data-visualization",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "vscode",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "github-copilot",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai-tools",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "image-preview",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "tree-view",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "list-view",
"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|unknown|profile capability:mcp|supported|profile capability:mcp-server|supported|profile capability:mcp-apps|supported|profile capability:modelcontextprotocol|supported|profile capability:chat|supported|profile capability:table|supported|profile capability:tanstack-table|supported|profile capability:visualization|supported|profile capability:interactive-table|supported|profile capability:data-visualization|supported|profile capability:vscode|supported|profile capability:github-copilot|supported|profile capability:ai-tools|supported|profile capability:image-preview|supported|profile capability:tree-view|supported|profile capability:list-view|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": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Harrybin",
"href": "https://github.com/harrybin/visuals-mcp#readme",
"sourceUrl": "https://github.com/harrybin/visuals-mcp#readme",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:23:05.070Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:23:05.070Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/harrybin/visuals-mcp",
"sourceUrl": "https://github.com/harrybin/visuals-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:23:05.070Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-harrybin-visuals-mcp/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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