ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Crawler Summary
A TypeScript MCP server for data exploration with Claude Claude MCP Data Explorer for Windows A TypeScript implementation of a Model Context Protocol (MCP) server for data exploration with Claude. This server integrates with Claude Desktop and enables advanced data analysis by providing tools to load CSV files and execute JavaScript data analysis scripts. Prerequisites - Node.js v16+ - $1 - Claude Desktop - $1 Installation (Updated for Windows) 1. **Clone this repository** Published capability contract available. No trust telemetry is available yet. 8 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
claude-mcp-data-explorer 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
A TypeScript MCP server for data exploration with Claude Claude MCP Data Explorer for Windows A TypeScript implementation of a Model Context Protocol (MCP) server for data exploration with Claude. This server integrates with Claude Desktop and enables advanced data analysis by providing tools to load CSV files and execute JavaScript data analysis scripts. Prerequisites - Node.js v16+ - $1 - Claude Desktop - $1 Installation (Updated for Windows) 1. **Clone this repository**
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 8 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Tofunori
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. 8 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/tofunori/claude-mcp-data-explorer.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
Tofunori
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
8 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
4
Snippets
0
Languages
typescript
cmd
git clone https://github.com/tofunori/claude-mcp-data-explorer.git cd claude-mcp-data-explorer
cmd
npm install
cmd
npm run setup
cmd
npm run build npm run start
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
A TypeScript MCP server for data exploration with Claude Claude MCP Data Explorer for Windows A TypeScript implementation of a Model Context Protocol (MCP) server for data exploration with Claude. This server integrates with Claude Desktop and enables advanced data analysis by providing tools to load CSV files and execute JavaScript data analysis scripts. Prerequisites - Node.js v16+ - $1 - Claude Desktop - $1 Installation (Updated for Windows) 1. **Clone this repository**
A TypeScript implementation of a Model Context Protocol (MCP) server for data exploration with Claude. This server integrates with Claude Desktop and enables advanced data analysis by providing tools to load CSV files and execute JavaScript data analysis scripts.
Clone this repository
git clone https://github.com/tofunori/claude-mcp-data-explorer.git
cd claude-mcp-data-explorer
Install dependencies
npm install
Build and run setup script
npm run setup
This will:
Restart Claude Desktop and enable Developer Mode
You can test the server directly by running:
npm run build
npm run start
The server should start without errors. If you can run this successfully, Claude Desktop should be able to use the server as well.
This MCP server provides two main tools for Claude:
It also includes a prompt template that guides Claude through a structured data exploration process.
Start Claude Desktop
Select the "Explore Data" prompt template
Enter CSV file path and exploration topic
C:/Users/YourName/Documents/data.csvLet Claude analyze your data
Claude doesn't show the MCP server
%APPDATA%\Claude\claude_desktop_config.jsonnpm run buildPermission errors reading files
/) or escaped backslashes (\\)JavaScript errors in scripts
MIT License - see LICENSE file for details.
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-tofunori-claude-mcp-data-explorer/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/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.
Structured website and review evidence for AI-assisted local-business shortlisting.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Search ReliefWeb humanitarian reports, disasters, jobs, training, and country profiles via MCP.
63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/tofunori/claude-mcp-data-explorer#input",
"outputSchemaRef": "https://github.com/tofunori/claude-mcp-data-explorer#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:44.270Z",
"sourceUpdatedAt": "2026-02-24T19:46:44.270Z",
"freshnessSeconds": 19560192
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T05:09:56.502Z"
}
},
"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": "claude",
"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": "data",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "exploration",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:claude|supported|profile capability:mcp|supported|profile capability:data|supported|profile capability:exploration|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-tofunori-claude-mcp-data-explorer/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:44.270Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:44.270Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/tofunori/claude-mcp-data-explorer#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:44.270Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Tofunori",
"href": "https://github.com/tofunori/claude-mcp-data-explorer",
"sourceUrl": "https://github.com/tofunori/claude-mcp-data-explorer",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "8 GitHub stars",
"href": "https://github.com/tofunori/claude-mcp-data-explorer",
"sourceUrl": "https://github.com/tofunori/claude-mcp-data-explorer",
"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-tofunori-claude-mcp-data-explorer/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-tofunori-claude-mcp-data-explorer/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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