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com.ainetcafe/netcafe-tables

REMOTE · AINETCAFE.COM

Messy spreadsheets in, clean checkable tables out. Every result carries its arithmetic proof.

Available components

−50 this week 23 Trust /100

Last scanned (2 hours ago)

Scores higher than 6% of remote servers

Reachable. Last reached 18 Oct 2026.

Category Data and Analytics

Trust breakdown (7 categories)

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 Security57
Transport & Reachability0
Schema Quality & AI Usability0
  • Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.Unverified
Stability & Change Management0
  • Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage0
  • Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Tool Safety0
  • Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Capabilities0
  • Capabilities not yet verified: we couldn't read the endpoint's capabilities.Unverified

Unverified: 5 categories

Categories scored 0 because we could not verify them: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.

Changelog

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.

  • 13 Oct 26 −50
    • Endpoint reachability: reachable → not serving MCP ▼ security
    • Stability: pass → unverified ▼ security
    • Tool safety: pass → unverified ▼ security
    • Transport: pass → fail ▼ security
    • Authorization: Authorisation not yet verified: we couldn't confirm whether this endpoint requires it. security
    • Capabilities: pass → unverified ▼ functional
    • Tool coverage: 100 → unverified ▼ functional
    • First check of Schema quality: unverified functional
  • 28 Sept 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 25 Sept 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 14 Sept 26 +1
    • Stability: 0.97 → pass security
  • 26 Aug 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 23 Aug 26 0
    • Schema quality: unverified → good ▲ functional
  • 22 Aug 26 0
    • Schema quality: 135 → 149 ▼ functional
    • Tool coverage: 100% → 42% ▼ functional
    • Schema quality: good → unverified ▼ functional
    • “csv_to_chart” added an optional parameter “csv” cosmetic
    • “csv_to_chart” added an optional parameter “type” cosmetic
    • “csv_to_chart” added an optional parameter “url” cosmetic
    • “csv_to_json” added an optional parameter “csv” cosmetic
    • “csv_to_json” added an optional parameter “url” cosmetic
    • “csv_to_md_table” added an optional parameter “csv” cosmetic
    • “csv_to_md_table” added an optional parameter “url” cosmetic
    • “dedupe_entities” added an optional parameter “address” cosmetic
    • “dedupe_entities” added an optional parameter “bank” cosmetic
    • “dedupe_entities” added an optional parameter “domain” cosmetic
    • “dedupe_entities” added an optional parameter “name” cosmetic
    • “dedupe_entities” added an optional parameter “name_threshold” cosmetic
    • “dedupe_entities” added an optional parameter “phone” cosmetic
    • “dedupe_entities” added an optional parameter “sheet” cosmetic
    • “dedupe_entities” added an optional parameter “tax_id” cosmetic
    • “dedupe_entities” added an optional parameter “text” cosmetic
    • “dedupe_entities” added an optional parameter “url” cosmetic
    • “json_to_csv” added an optional parameter “json” cosmetic
    • “match_transactions” added an optional parameter “date_window_days” cosmetic
    • “match_transactions” added an optional parameter “fee_tolerance” cosmetic
    • “match_transactions” added an optional parameter “max_group_size” cosmetic
    • “match_transactions” added an optional parameter “sheet_a” cosmetic
    • “match_transactions” added an optional parameter “sheet_b” cosmetic
    • “match_transactions” added an optional parameter “text_a” cosmetic
    • “match_transactions” added an optional parameter “text_b” cosmetic
    • “match_transactions” added an optional parameter “url_a” cosmetic
    • “match_transactions” added an optional parameter “url_b” cosmetic
    • “read_xlsx” added an optional parameter “inline” cosmetic
    • “read_xlsx” added an optional parameter “keep_formulas” cosmetic
    • “read_xlsx” added an optional parameter “max_rows” cosmetic
    • “read_xlsx” added an optional parameter “preview_rows” cosmetic
    • “read_xlsx” added an optional parameter “sheet” cosmetic
    • “read_xlsx” added an optional parameter “url” cosmetic
    • “write_xlsx” added an optional parameter “sheet_name” cosmetic
    • “write_xlsx” added an optional parameter “sheets” cosmetic
    • “write_xlsx” added an optional parameter “text” cosmetic
    • “write_xlsx” added an optional parameter “url” cosmetic
  • 17 Aug 26 0
    • The server rewrote its instructions, which are the text every model session reads security
    • Tool coverage: 64% → 47% ▼ functional
    • Schema quality: 1536 → 2029 ▼ functional
    • New tool “dedupe_entities” functional
    • New tool “match_transactions” functional
    • New tool “read_xlsx” functional
    • New tool “write_xlsx” functional
Diagnostics

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 18 Oct 2026 · Probed https://ainetcafe.com/mcp/table?s=registry

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=ainetcafe.com CN=WE1,O=Google Trust Services,C=US 26 Sept 2026 25 Dec 2026 ECDSA 256 ECDSA-SHA256 5d17da71fa17d5231307fc9550536f42
SANs: ainetcafe.com, *.ainetcafe.com
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of ainetcafe.com. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
ainetcafe.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication Inconclusive

We could not reach the endpoint well enough to judge its authorisation posture.

Result Inconclusive
HTTP status 530
Header Value
x-frame-options SAMEORIGIN
referrer-policy same-origin

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://ainetcafe.com/mcp/table?s=registry HTTP error 530
http (plaintext) http://ainetcafe.com/mcp/table?s=registry HTTPS enforced 301 https://ainetcafe.com/mcp/table?s=registry
MCP tools · 15 exposed · ~1,923 tokens

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 →

Tool Tokens
clean_table ~308

Tidies a spreadsheet export: removes duplicate rows, trims whitespace (half-width and full-width — Chinese exports are full of  ), unifies the half-dozen ways a cell can say "empty" (NA / null / - / 无), drops empty rows and columns, and can split one column into several. Returns the cleaned CSV plus exactly what changed: rows in, rows out, duplicates removed, cells trimmed per column. It can also transpose rows/columns and unpivot a wide table into a long one. The row arithmetic is verified in code — if in − removed ≠ out, the response says so instead of handing back a table nobody can check. Use when a CSV came out of Excel or an export and needs cleaning before analysis.

NameTypeReqDescription
keepstring–For wide_to_long: comma-separated id columns to keep as-is. Defaults to the first column.
opsstring–Comma-separated, default "dedupe,trim,drop_empty,unify_blank". Also available: split_column, transpose (swap rows/columns), wide_to_long (unpivot a wide table into the long format analysis tools expe…
split_bystring–Separator to split on, default a single space.
split_columnstring–Column name to split (requires ops to include split_column).
textstring–The CSV content itself. Provide this or url.
urlstring–Link to the CSV. Provide this or text.

Structured output declared, but exposes no named fields.

No examples provided.

csv_to_chart ~42

CSV (first column = labels, second = values) → chart PNG in one call.

NameTypeReqDescription
csv–––
type–––
url–––

No output schema declared.

No examples provided.

csv_to_json ~42

CSV (text or URL) → JSON array of objects (first row = keys). Returns a .json file.

NameTypeReqDescription
csv–––
url–––

No output schema declared.

No examples provided.

csv_to_md_table ~35

CSV (text or URL) → GitHub-flavoured Markdown table.

NameTypeReqDescription
csv–––
url–––

No output schema declared.

No examples provided.

csv_to_qbo ~140

Convert a transaction CSV into a .qbo / OFX bank-feed file that QuickBooks and similar accounting software import directly. Needs date, description and amount columns (or debit + credit). Pairs with extract_statement: statement PDF in, importable bank feed out.

NameTypeReqDescription
account_idstring–Your account number as the accounting software expects it.
bank_idstring–Routing / bank identifier, if your import asks for one.
csvstring–CSV content with a header row.
currencystring–Three-letter currency code, default USD.
urlstring–Or a link to the CSV.

Structured output declared, but exposes no named fields.

No examples provided.

dedupe_entities ~153

Find records in a supplier/customer/store list that are probably the SAME entity under different names — "北京星辰科技有限公司" vs "星辰科技(北京)" — by cross-checking name similarity against hard identifiers: tax ID (统一社会信用代码, checksum-verified), phone, domain, bank account, address. It never merges anything: it returns candidate groups with the evidence for each link, pairs that need human review, and — just as

NameTypeReqDescription
address–––
bank–––
domain–––
name–––
name_threshold–––
phone–––
sheet–––
tax_id–––
text–––
url–––

No output schema declared.

No examples provided.

diff_tables ~155

Matches rows across two CSVs on a key column and reports three things: keys only in A, keys only in B, and keys in both whose other columns disagree — naming the exact column and both values. Unlike reconcile_ledger this needs no amount column, so it also fits name lists, inventory counts, permission tables, and any "these two exports should match" check.

NameTypeReqDescription
keystringyesColumn that identifies a row, e.g. id.
text_astring–Or the first CSV content directly.
text_bstring–Or the second CSV content directly.
url_astring–Link to the first CSV.
url_bstring–Link to the second CSV.

Structured output declared, but exposes no named fields.

No examples provided.

fix_csv_encoding ~94

Detect the real encoding of a CSV (GB18030, Shift-JIS, Windows-1252…), repair mojibake (UTF-8 that was read as Latin-1, e.g. "é"), and re-emit UTF-8 with a BOM so Excel opens it correctly.

NameTypeReqDescription
textstring–Or paste the CSV content directly.
urlstring–Public URL of the CSV.

Structured output declared, but exposes no named fields.

No examples provided.

json_to_csv ~32

JSON array of objects → CSV file. Flattens keys, quotes fields containing commas.

NameTypeReqDescription
json–––

No output schema declared.

No examples provided.

match_transactions ~155

Match bank statement lines to ledger/invoice entries when there is NO shared key — by amount, date window, reference numbers found inside free-text descriptions, and fuzzy counterparty names ("北京XX科技" vs "XX科技(北京)"). Handles split payments (one invoice paid in instalments, 1:N) and combined payments (one transfer covering several invoices, N:1). Its rule is: never guess — a pair is only auto-match

NameTypeReqDescription
date_window_days–––
fee_tolerance–––
max_group_size–––
sheet_a–––
sheet_b–––
text_a–––
text_b–––
url_a–––
url_b–––

No output schema declared.

No examples provided.

merge_tables ~134

Combines up to 20 CSVs into a single table. Headers do not have to match: columns are unioned and a file missing a column contributes blanks for it, so rows never shift silently — the failure mode that makes hand-merged spreadsheets untrustworthy. Reports each source file row count and checks in code that they sum to the merged total. Use for monthly exports, per-store sheets, or any set of files with the same subject but drifting headers.

NameTypeReqDescription
textsarray–Or pass the CSV contents directly as an array.
urlsstring–Comma-separated CSV links, at least two.

Structured output declared, but exposes no named fields.

No examples provided.

read_xlsx ~125

Read an Excel .xlsx workbook (by URL) into rows — every sheet, or one you name. Returns cell values (not formula text), dates as YYYY-MM-DD instead of Excel serial numbers, and keeps leading zeros so ID/postcode columns are not silently mangled. Says plainly which sheet it used, which sheets are hidden, and where merged cells left blanks, instead of guessing for you.

NameTypeReqDescription
inline–––
keep_formulas–––
max_rows–––
preview_rowsnumber––
sheet–––
url–––

No output schema declared.

No examples provided.

reconcile_ledger ~269

Reconciles two sets of records — your books against a bank, platform, or supplier statement. Matches rows on a key column, compares an amount column, and returns three lists: only in A, only in B, and same key but different amount. Amounts are compared in integer cents, so 0.1 + 0.2 never invents a phantom difference for someone to chase. The response also proves the result: the listed differences are re-added and must equal the gap between the two totals, checked in code. Use for month-end close, platform payouts vs orders, or any "these two numbers should agree and do not" problem. This is the job people do by hand with VLOOKUP or a groupby and then cannot prove they got right.

NameTypeReqDescription
amountstringyesNumeric column to compare, e.g. amount.
keystringyesColumn name to match rows on, e.g. order_id.
text_astring–Or the CSV content of side A directly.
text_bstring–Or the CSV content of side B directly.
url_astring–Link to side A (e.g. your books).
url_bstring–Link to side B (e.g. the statement).

Structured output declared, but exposes no named fields.

No examples provided.

what_can_you_do ~159

Describe a task in plain language (any language) and get back exactly which tools on this server do it, with ready-to-run example calls — instead of reading the whole catalogue and guessing. Also returns multi-step recipes when a task needs several tools chained (invoices to a ledger, a bank statement reconciled, a messy CSV turned into a deliverable). Deterministic and free: it calls no model, costs nothing, and never runs out of quota. Call this FIRST when you are not sure what this server offers.

NameTypeReqDescription
taskstringyesWhat you are trying to do, e.g. "reconcile a bank statement against my books" or "把一堆发票整理成能入账的表格"

Structured output declared, but exposes no named fields.

No examples provided.

write_xlsx ~80

Build an Excel .xlsx file from rows (CSV text or JSON arrays), optionally several sheets at once. Numbers are written as real numbers so they sum in Excel, while values with leading zeros stay text so IDs and postcodes survive the round trip.

NameTypeReqDescription
sheet_name–––
sheets–––
text–––
url–––

No output schema declared.

No examples provided.

Install

How do I install the com.ainetcafe/netcafe-tables MCP server?

com.ainetcafe/netcafe-tables is a hosted endpoint at https://ainetcafe.com/mcp/table?s=registry, 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 · ainetcafe.com

# add to Claude Code
claude mcp add --transport http com-ainetcafe-netcafe-tables 'https://ainetcafe.com/mcp/table?s=registry'
Common questions

What is the com.ainetcafe/netcafe-tables MCP server?

com.ainetcafe/netcafe-tables is an MCP server listed in the public MCP registry as com.ainetcafe/netcafe-tables. Messy spreadsheets in, clean checkable tables out. Every result carries its arithmetic proof. This page covers its hosted endpoint (https://ainetcafe.com/mcp/table?s=registry).

Is the com.ainetcafe/netcafe-tables MCP server safe to use?

com.ainetcafe/netcafe-tables scores 23 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 com.ainetcafe/netcafe-tables MCP server expose?

com.ainetcafe/netcafe-tables exposes 15 tools: what_can_you_do, csv_to_qbo, diff_tables, clean_table, merge_tables, and 10 more. Their descriptions and schemas cost roughly 1,923 tokens of context every time the server is loaded.

Does the com.ainetcafe/netcafe-tables MCP server require authentication?

Its publisher declares no required credentials for com.ainetcafe/netcafe-tables. We have not been able to confirm that against the live endpoint, and a server can require authorisation without declaring it here.

Is the com.ainetcafe/netcafe-tables MCP server still maintained?

com.ainetcafe/netcafe-tables is still listed as active in the MCP registry. We last reached this channel on 18 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.