data-cleanup: fix a messy CSV before you load it
REMOTE · WELL-016-DATACLEANUP.RAINMAKER-WELLS.WORKERS.DEV
Fix messy CSVs in one call: trim, ISO dates, normalize emails/phones, flag dupes. x402 $0.005, Base
Available components
Last scanned (7 hours ago)
Scores higher than 57% of remote servers
Reachable. Last reached 5 Nov 2026.
Category Data and Analytics
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security63
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one. See how to fix → View diagnostics → Partial
- HTTPS enforcement could not be verified: the plaintext port answered with HTTP 406, which proves neither a plaintext path nor enforcement. View diagnostics → Unverified
- HSTS check failed: the Strict-Transport-Security header is absent. See how to fix → View diagnostics → Fail
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability61
- AI-judged instruction clarity (good).Pass
- Context-footprint check failed: tool/resource definitions use about 436 tokens (~436/item across 1 items; 1 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management50
- Stability observed for 15 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- We read all 1 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
- An AI judge read all 1 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 4 Nov 26 +1
- Tool “data-cleanup” rewrote its description, which is the text the model reads security
- 2 Nov 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.
- 31 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.
- 29 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.
- 26 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.
- 24 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.
- 22 Oct 26 +1
- Stability: unverified → 0.03 ▲ functional
- 21 Oct 26 64
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Probed https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=rainmaker-wells.workers.dev | CN=YE2,O=Let's Encrypt,C=US | 21 Oct 2026 | 19 Jan 2027 | ECDSA 256 | ECDSA-SHA384 | 6cb2a7f8727626e5d6e7b9a63ee02f829b9 |
| SANs: *.rainmaker-wells.workers.dev, rainmaker-wells.workers.dev | ||||||
| CN=YE2,O=Let's Encrypt,C=US (CA) | CN=Root YE,O=ISRG,C=US | 3 Sept 2025 | 2 Sept 2028 | ECDSA 384 | ECDSA-SHA384 | 4df3b15dd6c0784c507cd37b58e6f115 |
| CN=Root YE,O=ISRG,C=US (CA) | CN=ISRG Root X2,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | ECDSA-SHA384 | 872165fc34b6e5fba8add5b3705fb53a |
| CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) | CN=ISRG Root X1,O=Internet Security Research Group,C=US | 13 May 2026 | 2 Sept 2032 | ECDSA 384 | SHA256-RSA | 6c8f1dc727c7117f7baf853ac980f9cd |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of well-016-datacleanup.rainmaker-wells.workers.dev. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| dev. | present | 60074 | 8 | Verified |
| workers.dev. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp | Verified | 200 | |
| http (plaintext) | http://well-016-datacleanup.rainmaker-wells.workers.dev/mcp | Inconclusive | 406 |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
data-cleanup ~436
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.
| Name | Type | Req | Description |
|---|---|---|---|
| case_rules | object | – | Map column -> lower | upper | title. |
| csv | string | – | Inline CSV text instead of url (max 1 MB). |
| date_columns | – | – | Columns to convert to ISO 8601 (default auto). |
| date_order | string | – | Order for ambiguous numeric dates (default mdy). |
| dedupe | string | – | merge (default) keeps first row and fills its blanks; flag adds _duplicate_of_row; none. |
| default_country_code | string | – | Country code for e164 when missing (default 1). |
| email_columns | – | – | Email columns to lowercase (default auto). |
| fuzzy | boolean | – | Also match near-duplicates (case/punctuation/accents, small typos). Default true. |
| fuzzy_threshold | number | – | Similarity 0.5-1 for typo matches (default 0.92; 1 = normalized-equal only). |
| has_header | boolean | – | First row is a header (default true). |
| key_columns | array | – | Columns used to detect duplicates (default all). |
| max_groups | number | – | Max duplicate groups listed in report (default 50, max 500). |
| phone_columns | – | – | Phone columns (default auto by header name). |
| phone_format | string | – | digits (default) or e164. |
| trim_whitespace | boolean | – | Trim and collapse whitespace in every cell (default true). |
| url | string | – | Public https URL of a CSV (max 1 MB). |
No output schema declared.
No examples provided.
How do I install the data-cleanup: fix a messy CSV before you load it MCP server?
data-cleanup: fix a messy CSV before you load it is a hosted endpoint at https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · well-016-datacleanup.rainmaker-wells.workers.dev
claude mcp add --transport http dev-workers-rainmaker-wells-well-016-datacleanup 'https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp'
What is the data-cleanup: fix a messy CSV before you load it MCP server?
data-cleanup: fix a messy CSV before you load it is an MCP server listed in the public MCP registry as dev.workers.rainmaker-wells.well-016-datacleanup/data-clean…. Fix messy CSVs in one call: trim, ISO dates, normalize emails/phones, flag dupes. x402 $0.005, Base. This page covers its hosted endpoint (https://well-016-datacleanup.rainmaker-wells.workers.dev/mcp).
Is the data-cleanup: fix a messy CSV before you load it MCP server safe to use?
data-cleanup: fix a messy CSV before you load it scores 71 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the data-cleanup: fix a messy CSV before you load it MCP server expose?
data-cleanup: fix a messy CSV before you load it exposes 1 tool: data-cleanup. Their descriptions and schemas cost roughly 436 tokens of context every time the server is loaded.
Does the data-cleanup: fix a messy CSV before you load it MCP server require authentication?
No. We connected to data-cleanup: fix a messy CSV before you load it without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the data-cleanup: fix a messy CSV before you load it MCP server still maintained?
data-cleanup: fix a messy CSV before you load it is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.