vciy

CVE-2022-24770

INDEX BUILT · 2026-09-20

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Improper Neutralization of Formula Elements in a CSV File in Gradio Flagging

CVE-2022-247704 of 4 sources documented this
24

rank 24 = 0 + 22 + 0 + 2 + 0

rank@v1 · backlog

Someone is already using it

CISA KEV catalog · public proof-of-concept · FIRST EPSS

EPSS 0.01298  ·  without this subject the record ranks 24

What it costs you if it fires

NVD CVSS base score, then the CNA's own

CVSS 8.8, from NVD  ·  without this subject the record ranks 2

It is getting worse, not staying still

FIRST EPSS series, rescorings and bad loads removed

no persisting rise in 365 days  ·  without this subject the record ranks 24

How much of the world it touches

NVD CPE configurations

1 product in the CPE ranges  ·  without this subject the record ranks 22

Someone else already set the date

CISA KEV remediation due date

no CISA due date  ·  without this subject the record ranks 24

Unaudited dollar value2 of 3 inputs carry a receipt
Exposure$64,800over the next 30 days, if this record is yours
Movementno material movementthe record holds only daily drift and scoring model releases
Basisassumeda published average, not your estate

$64,800 = $4.99M incident cost x 1 exposure x 0.01298 likelihood

udv@v1 · unaudited · wrong for you until you say what you run

$4.99M is the cost of a breach that happened, from IBM Cost of a Data Breach Report 2026, global average. It is not the value of any asset of yours. That average already covers breaches of every severity, so scaling it by exposure understates a partial-impact record. That is an assumption, not a measurement. Your own asset value goes in the decision record.

Hindsight · the state

0.01298EPSSNOT IN KEVas of 2026-09-20
Severity8.8 HIGHreceipt
Harmtotal lossreceipt
Exploitationnone in held sources
Defenseunaffected versions publishedreceipt
Movementdoubled within 72hreceipt
PLATEAU10Minimal movement since 2022-03-18, 1602 days at 0.01, as of 2026-08-06. arc-rules@v1

Foresight · where to check next

No weakness class or product neighbourhood is held for this record, so this index cannot name anywhere to check next. That is an absence in the record, not a finding about the software.

Color is a claim, not decoration:the hostile worldthe defenseno signal

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Harm, if it fires from the vector and the weakness

Written for the ticket you're about to file.

Reachnetwork-reachable · no privileges required · user interaction required · low attack complexityreceipt
ImpactComplete confidentiality, integrity and availability lossreceipt
Scored fromCVSS v3.1 · the CNA's vectorreceipt
Weakness classCWE-1236 Improper Neutralization of Formula Elements in a CSV Filereceipt
Published consequencesCWE-1236: Confidentiality: Read Application Data, Execute Unauthorized Code or Commands[email protected]

CISA KEV & Federal Remediation Deadline from the record and CISA

The fix, and how long it's been waiting.

First unaffected version, by branchproject gradio 2.8.11receipt
Patch available sinceNo dated patch-availability record in held sources. The index holds reference URLs without dates and only the current revision of the CVE record, so the day a fix first existed cannot be derived. Only the versions it landed in.

Exploit Status & Known PoCs a ladder, not a score

Current rung: Nothing observed in held sources.

  • RUNG 1Nothing observed in held sources
  • RUNG 2Proof-of-concept published
  • RUNG 3Exploited in the wild · CISA KEV listed
  • RUNG 4Ransomware campaign use known

Authority who says so

CVSS, the CNA8.8 HIGHreceipt
CVSS, NVD8.8 HIGHreceipt
Exploit probability0.01298 · top 31% of all CVEsreceipt
Blast breadth1 product across 1 vendorderived
Assigned byGitHub_Mreceipt
Recorded changes26 · last 19 Sep 2026derived

Affected & Fixed Versions as published

Affected productgradio-app gradioreceipt
Published rangesgradio project gradio < 2.8.11receipt

A rung lights from a row in the index, never from an assessment. "Held sources" is the true scope of the claim: this index reads the CVE record, NVD, CISA KEV, FIRST's EPSS and public proof-of-concept repositories, and it does not observe attacks.

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Attack path

Network requestrequires user interactiongradio-app gradioCWE-1236 weaknessFull compromise (C/I/A)C:H / I:H / A:Hexploits CWE-1236data compromise

What it is stated by the CNA

`gradio` is an open source framework for building interactive machine learning models and demos. Prior to version 2.8.11, `gradio` suffers from Improper Neutralization of Formula Elements in a CSV File. The `gradio` library has a flagging functionality which saves input/output data into a CSV file on the developer's computer. This can allow a user to save arbitrary text into the CSV file, such as commands. If a program like MS Excel opens such a file, then it automatically runs these commands, which could lead to arbitrary commands running on the user's computer. The problem has been patched as of `2.8.11`, which escapes the saved csv with single quotes. receipt

Read the rest of the CNA's description

As a workaround, avoid opening csv files generated by `gradio` with Excel or similar spreadsheet programs.

NVD's analysis a second authority

severity
8.8 CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
weakness
CWE-1236
affected versions
gradio project gradio < 2.8.11
also scored by
[email protected] 8.8 CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H

check it yourself github.com github.com github.com receipt

Movement the material steps

18 Mar 20220.0089
7 Mar 20237.3e-4 · scoring model v2023.03.01
17 Mar 20250.00089 · scoring model v2025.03.14
15 Jun 20260.01248 · scoring model v2026.06.15
6 Aug 20260.01298

This score more than doubled inside 72 hours. Both observations are in the full history below.

Show all 26 observations
18 Mar 20220.0089
25 Mar 20220.00954
7 Mar 20237.3e-4
8 Mar 20230.00073
24 Mar 20230.00132
19 Apr 20230.00148
28 Aug 20230.00170
8 Oct 20230.00173
23 Oct 20230.00200
6 Nov 20230.00212
25 Sep 20240.00235
21 Oct 20240.00273
30 Nov 20240.00303
17 Mar 20250.00089
19 Mar 20250.00097
25 Mar 20250.00113
29 Mar 20250.00359
30 Mar 20250.00113
31 Mar 20250.00327
4 Apr 20250.00532
13 Apr 20250.00529
23 Apr 20250.00561
10 Sep 20250.00591
15 Jun 20260.01248
16 Jul 20260.01278
6 Aug 20260.01298

26 observations held. A highlighted step crossed a promotion threshold. A step marked with a scoring model moved because the instrument was replaced, not because the vulnerability changed. receipt

The full biography

EPSS 0.01298Published2022-03-17Index as of2026-08-06

Exploit probability more than doubled between 2025-03-30 and 2025-03-31 (0.00113 → 0.00327) and the record had been public for 4 years, 4 months when this index was last written.

Published 2022-03-17 receipt · Index as of 2026-08-06 derived

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