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data-cleanup: fix a messy CSV before you load it

R0· no sign-in

Fix messy CSVs in one call: trim, ISO dates, normalize emails/phones, flag dupes. x402 $0.005, Base

v1.0.1 · active · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality91strong
Trust82of 100
Uptime, 30 days94%
Latency p50399 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "data-cleanup": {
      "type": "http",
      "url": "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp"
    }
  }
}
claude mcp add --transport http data-cleanup https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp
[mcp_servers.data-cleanup]
url = "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "data-cleanup": {
      "type": "remote",
      "url": "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "data-cleanup": {
      "type": "http",
      "url": "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=data-cleanup&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vd2VsbC0wMTYtZGF0YWNsZWFudXAucmFpbm1ha2VyLXdlbGxzLndvcmtlcnMuZGV2L21jcCJ9"
}
{
  "servers": {
    "data-cleanup": {
      "type": "http",
      "url": "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp"
    }
  }
}
{
  "mcpServers": {
    "data-cleanup": {
      "httpUrl": "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp"
    }
  }
}
extensions:
  "data-cleanup":
    enabled: true
    name: "data-cleanup"
    type: streamable_http
    uri: "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene100 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations1 of 1 tools declare readOnlyHint or destructiveHint
  • pass
    tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
  • pass
    tools.token_costabout 701 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
  • pass
    tools.hidden_textno hidden text in tool names, descriptions, schemas or annotations
stability100 · weight 15
  • pass
    stability.changes1 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
  • pass
    stability.new_linksno tool change named a new site
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

1 tools, about 701 tokens to load them all · tool set 2f424ef1cace · tools last changed 2026-11-03 · checked 2026-11-14 07:03 UTC

Tool changes

  • data-cleanupchangeddescription
    before

    Clean a CSV ($0.005 USDC): give an https url or inline csv (max 1 MB / 20k rows). Trims whitespace, optional case rules, dates to ISO 8601, lowercases emails, normalizes phone digits, merges or flags exact + fuzzy duplicate rows on key_columns. Returns cleaned CSV text + JSON report (rows in/out, dupes, columns changed). Deterministic, no AI. As is, no warranty. Nothing stored. As is, no warranty. Nothing stored.

    after · 61% of words in common

    Clean a messy CSV before analysis or import ($0.005 USDC via x402). Give an https URL or inline CSV (max 1 MB / 20k rows). Trims whitespace, converts dates to ISO 8601, lowercases emails, normalizes phone digits, merges or flags exact + fuzzy duplicate rows on key_columns, and returns the cleaner CSV plus a JSON change report. Built for agents feeding spreadsheets into CRMs, databases, or charts. Deterministic, no AI. Nothing stored. As is, no warranty. As is, no warranty. Nothing stored.

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 82 / 100

no-repository
provenance55
liveness98
freshness100
hygiene80

+dns-namespace +website +reachable +uptime-94% +updated-10d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp streamable-httpnoneyes94%399 ms2025-11-252026-11-14

Tools (1)

data-cleanupread-onlyClean a messy CSV before analysis or import ($0.005 USDC via x402). Give an https URL or inline CSV (max 1 MB / 20k rows). Trims whitespace, converts dates to ISO 8601, lowercases emails, normalizes phone digits, merges or flags exact + fuzzy duplicate rows on key_columns, and returns the cleaner CSV plus a JSON change report. Built for agents feeding spreadsheets into CRMs, databases, or charts. Deterministic, no AI. Nothing stored. As is, no warranty. As is, no warranty. Nothing stored.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "dev.workers.rainmaker-wells.well-016-datacleanup/data-cleanup",
  "title": "data-cleanup: fix a messy CSV before you load it",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.1",
  "websiteUrl": "https://well-016-datacleanup.rainmaker-wells.workers.dev/openapi.json",
  "description": "Fix messy CSVs in one call: trim, ISO dates, normalize emails/phones, flag dupes. x402 $0.005, Base"
}