CVE-2026-61433

HIGHPre-NVD 7.87.8
EchelonGraph scoreMEDIUM confidence

“—” beside the score: it is equal to the CVSS score beside it.

Score 7.8 from GitHub Security Advisory (severity: HIGH) published 2026-07-15. A secondary CVSS source baseline 7.8; sources differ by 0.0.

Triggered by: GitHub Security Advisory CVSS
Sources: EPSS, GitHub Security Advisory, a secondary CVSS source
7.8EG
EchelonGraph verdictPlan a fixRemediate within your standard update timelines (the SSVC decision on this page).
  • High severity, but no confirmed exploitation yet
CISA-KEV: Not listedEPSS PROB: 0.2%CVSS: 7.8Exploit: None knownExposed services: Not assessed

A fix is available — apply it.

PraisonAI before 4.6.78 fails to safely encode deployment configuration values when generating Python source code for API servers. Attackers can inject arbitrary Python expressions through the deploy.api.host and agents_file configuration parameters that execute when the generated server starts or handles requests.

CVSS v3
7.8
EG Score
7.8HIGHmedium confidence
EG Risk
35
EG Risk 35/100

EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).

How it’s computed (value × EchelonGraph’s weight)
Severity78% × 45%
The EG Score, 7.8 of 10.
Exploitation0.2% × 40%
FIRST EPSS: the 30-day exploitation probability when EchelonGraph scored this CVE.
Automatability0% × 15%
CISA's SSVC Automatable value: no (Vulnrichment).
SSVC (CISA's decision table, applied by EchelonGraph): Track at low or medium mission impact; Track* at high (mission-essential systems).
Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE.
Action: A fix is available. Apply it within your standard update timelines.
EPSS PROB
0.2%
EPSS %ILE
10th
KEV
Not listed

SSVC (CISA's decision table, applied by EchelonGraph)Track at low or medium mission impact; Track* at high (mission-essential systems).

A fix is available. Apply it within your standard update timelines.

Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE. Mission impact is CISA's Mission & Well-being decision point, and only you can judge it. CISA's table makes it high when Mission Prevalence is Essential — the vulnerable component "directly provides capabilities that constitute at least one MEF for at least one entity" (MEF: mission essential function) — or when Public Well-Being Impact is Irreversible: "multiple fatalities are likely", the cyber-physical system "is likely lost or destroyed", "extreme or serious externalities" are imposed on other parties, or social systems such as elections or the financial grid "are destabilized and potentially collapse". CISA's decision table

BOD 26-04 (CISA's remediation timeline, Table 1)14 days if the affected system is publicly exposed; Fix on system upgrade if it is not.

In CISA KEV no (CISA's KEV catalog) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). Whether your system is publicly exposed is yours to answer. BOD 26-04 binds US Federal Civilian Executive Branch agencies; for anyone else it is CISA's published timeline, a reference rather than an obligation. The directive · how EchelonGraph applies it

Published

July 15, 2026

Last Modified

July 15, 2026

Advisory Details (3)

Auto-updated Jul 15, 2026
Patch available. Sources: github_commit, github.
Web page

PraisonAI before 4.6.78 Code Injection via API deployment generator | Advisories | VulnCheck

https://www.vulncheck.com/advisories/praisonai-before-code-injection-via-api-deployment-generator
GitHub advisoryMentions a patch (unverified)

API deploy code generator embeds unescaped YAML fields into Python source · Advisory · MervinPraison/PraisonAI · GitHub

https://github.com/MervinPraison/PraisonAI/security/advisories/GHSA-79fv-7hq9-w7xg
GitHub commit Patch Available

commit 1620b49f3694 (MervinPraison/PraisonAI)

Patch available: MervinPraison/PraisonAI v4.6.118 (contains commit 1620b49f3694)

https://github.com/MervinPraison/PraisonAI/commit/1620b49f36945d8cc8ee5635b906c960df5097a0

Vendor Advisories for CVE-2026-61433(1)

These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.

Affected Packages

(1 across 1 ecosystem)
PyPI(1)
PackageVulnerable rangeFix by version rangeDependents
praisonai0.0.1 ... 4.6.9 (763 versions)
  • every version up to 4.6.78: fixed in 4.6.78
—

Weakness Classification(1)

MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.

Data Freshness Timeline

(refreshed 12× in last 7d / 36× in last 30d)

Each row is a time one of our pipelines fetched, updated or re-scored this CVE. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. An arrow marks a change the record states ("CVSS v3 → 9.1"); EPSS and GHSA rows show the values recorded at that time, not what changed (EPSS values are rounded; hover one for the exact figures). Most recent first.

Showing the most recent 100 of 215 refreshes on record for this CVE.

A repeat, a row identical to one the same pipeline wrote less than 10 seconds earlier, is not a separate refresh and is not counted. None are among the latest 100 rows. The 115 oldest rows on record are not shown and were not checked, so the counts can still include repeats.

  1. 2026-10-13 16:34 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  2. 2026-10-13 13:25 UTCEG score recompute
  3. 2026-10-12 16:34 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  4. 2026-10-12 15:50 UTCEG score recompute
  5. 2026-10-11 19:34 UTCEG score recompute
  6. 2026-10-11 16:49 UTCEG score recompute
  7. 2026-10-11 14:11 UTCEG score recompute
  8. 2026-10-11 13:49 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  9. 2026-10-10 20:00 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  10. 2026-10-09 20:07 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  11. 2026-10-08 17:13 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  12. 2026-10-07 23:48 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  13. 2026-10-06 15:18 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  14. 2026-10-05 17:43 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  15. 2026-10-04 23:22 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  16. 2026-10-03 14:26 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  17. 2026-10-02 17:56 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  18. 2026-10-01 19:50 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  19. 2026-10-01 12:42 UTCEG score recompute
  20. 2026-10-01 12:42 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  21. 2026-09-30 15:03 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  22. 2026-09-28 13:51 UTCEPSS rescoreEPSS 0.2% · 10th percentile
  23. 2026-09-28 08:47 UTCEG score recompute
  24. 2026-09-28 08:47 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  25. 2026-09-26 15:59 UTCEPSS rescoreEPSS 0.2% · 10th percentile
Show 75 more
  1. 2026-09-24 08:54 UTCEG score recompute
  2. 2026-09-24 08:54 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  3. 2026-09-23 17:54 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  4. 2026-09-23 03:22 UTCEG score recompute
  5. 2026-09-23 03:22 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  6. 2026-09-20 20:16 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  7. 2026-09-18 19:28 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  8. 2026-09-18 04:47 UTCEG score recompute
  9. 2026-09-18 04:47 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  10. 2026-09-16 14:08 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  11. 2026-09-16 05:15 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  12. 2026-09-14 11:06 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  13. 2026-09-13 23:13 UTCEG score recompute
  14. 2026-09-13 23:13 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  15. 2026-09-13 07:17 UTCEG score recompute
  16. 2026-09-13 07:17 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  17. 2026-09-12 13:05 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  18. 2026-09-11 21:47 UTCEG score recompute
  19. 2026-09-11 21:47 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  20. 2026-09-11 14:53 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  21. 2026-09-11 09:37 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  22. 2026-09-10 09:35 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  23. 2026-09-08 22:01 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  24. 2026-09-08 00:58 UTCEG score recompute
  25. 2026-09-08 00:57 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  26. 2026-09-07 16:01 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  27. 2026-09-06 13:47 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  28. 2026-09-06 13:29 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  29. 2026-09-05 20:52 UTCEG score recompute
  30. 2026-09-05 20:52 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  31. 2026-09-04 05:07 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  32. 2026-09-02 14:12 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  33. 2026-09-01 13:54 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  34. 2026-09-01 04:40 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  35. 2026-08-31 03:59 UTCEG score recompute
  36. 2026-08-31 03:59 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  37. 2026-08-30 19:17 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  38. 2026-08-30 16:05 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  39. 2026-08-30 03:56 UTCEG score recompute
  40. 2026-08-30 03:56 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  41. 2026-08-30 01:22 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  42. 2026-08-28 21:42 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  43. 2026-08-28 01:52 UTCEG score recompute
  44. 2026-08-28 01:52 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  45. 2026-08-27 14:25 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  46. 2026-08-27 12:44 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  47. 2026-08-26 23:54 UTCEG score recompute
  48. 2026-08-26 23:54 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  49. 2026-08-26 14:46 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  50. 2026-08-26 12:01 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  51. 2026-08-25 23:57 UTCEG score recompute
  52. 2026-08-25 23:57 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  53. 2026-08-25 13:49 UTCEPSS rescoreEPSS 0.2% · 11th percentile
  54. 2026-08-25 11:33 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  55. 2026-08-24 23:38 UTCEG score recompute
  56. 2026-08-24 23:38 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  57. 2026-08-24 11:46 UTCEG score recompute
  58. 2026-08-24 11:45 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  59. 2026-08-23 23:52 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  60. 2026-08-23 12:00 UTCEG score recompute
  61. 2026-08-23 12:00 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  62. 2026-08-23 00:19 UTCEPSS rescoreEPSS 0.1% · 4th percentile
  63. 2026-08-23 00:08 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  64. 2026-08-22 12:16 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  65. 2026-08-21 23:53 UTCEG score recompute
  66. 2026-08-21 23:53 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  67. 2026-08-21 23:49 UTCEPSS rescoreEPSS 0.1% · 4th percentile
  68. 2026-08-21 12:01 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  69. 2026-08-21 00:09 UTCEG score recompute
  70. 2026-08-21 00:09 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  71. 2026-08-20 22:55 UTCEPSS rescoreEPSS 0.1% · 4th percentile
  72. 2026-08-20 12:16 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  73. 2026-08-20 00:18 UTCEG score recompute
  74. 2026-08-20 00:18 UTCGHSA enrichmentGHSA-qpq9-hwx9-cwgc · GitHub severity HIGH · GitHub CVSS 7.8
  75. 2026-08-19 17:04 UTCEPSS rescoreEPSS 0.1% · 4th percentile

Related CVEs(same product + same CWE)

Frequently asked(5)

What is CVE-2026-61433?
CVE-2026-61433 is a high-severity vulnerability; its CVE record was published on July 15, 2026. PraisonAI before 4.6.78 fails to safely encode deployment configuration values when generating Python source code for API servers. Attackers can inject arbitrary Python expressions through the deploy.api.host and agents_file configuration parameters that execute when the generated server starts or…
When was CVE-2026-61433 made public?
CVE-2026-61433 was made public on June 25, 2026: that is the date its CVE record's CNA, VulnCheck, gives for when the vulnerability was made public. The CVE record itself was published on July 15, 2026. EchelonGraph's copy of the record carries a last-modified date of July 15, 2026; the record at its source may have been updated since.
Is CVE-2026-61433 actively exploited?
CVE-2026-61433 is not currently on CISA's Known Exploited Vulnerabilities catalog. FIRST EPSS estimates a 0.2% probability of exploitation in the next 30 days (10th percentile of EPSS-scored CVEs).
What is the CVSS score of CVE-2026-61433?
CVE-2026-61433 has a CVSS base score of 7.8 (a secondary CVSS source that NVD displays; NVD's own analysis pending).
How do I remediate CVE-2026-61433?
A fix for CVE-2026-61433 is available: update to the fixed version the vendor names in its advisory. The vendor advisories EchelonGraph has for CVE-2026-61433 are linked in the Vendor Advisories panel on this page.

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