CVE-2026-61431

MEDIUMPre-NVD 5.55.5
EchelonGraph scoreMEDIUM confidence

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

Score 5.5 from GitHub Security Advisory published 2026-07-10. A secondary CVSS source baseline 5.5; sources differ by 0.0.

Triggered by: GitHub Security Advisory CVSS
Sources: EPSS, GitHub Security Advisory, a secondary CVSS source
Elevated
5.5EG
EchelonGraph verdictPlan a fixRemediate within your standard update timelines (the SSVC decision on this page).
  • CISA's Vulnrichment rates exploitation as PoC; EchelonGraph holds no exploit-code reference for it
CISA-KEV: Not listedEPSS PROB: 0.4%CVSS: 5.5Exploit: No code on recordExposed services: Not assessed

A fix is available — apply it.

PraisonAI before 4.6.78 contains a path traversal vulnerability in ContextGatherer that fails to validate include paths in .praisoncontext and .praisoninclude files. Attackers can supply absolute paths or parent directory traversal sequences to read arbitrary files outside the workspace and include their contents in the generated context bundle.

CVSS v3
5.5
EG Score
5.5MEDIUMmedium confidence
EG Risk
41
EG Risk 41/100

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)
Severity55% × 45%
The EG Score, 5.5 of 10.
Exploitation40% × 40%
EchelonGraph's fixed weight for EG-KEV Tier 3 (Elevated): a constant, not a probability.
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 public PoC (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact partial (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
0.4%
EPSS %ILE
27th
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 public PoC (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact partial (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)60 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 partial (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 10, 2026

Last Modified

July 10, 2026

Advisory Details (3)

Auto-updated Jul 10, 2026
Patch available. Sources: github_commit, github.
GitHub advisoryMentions a patch (unverified)

ContextGatherer include resolution permits absolute and traversal reads outside the workspace · Advisory · MervinPraison/PraisonAI · GitHub

https://github.com/MervinPraison/PraisonAI/security/advisories/GHSA-q7m5-3jmv-vm48
Web page

PraisonAI before 4.6.78 Path Traversal via ContextGatherer | Advisories | VulnCheck

https://www.vulncheck.com/advisories/praisonai-before-path-traversal-via-contextgatherer
GitHub commit Patch Available

commit 1620b49f3694 (MervinPraison/PraisonAI)

Patch available: MervinPraison/PraisonAI v4.6.111 (contains commit 1620b49f3694)

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

Vendor Advisories for CVE-2026-61431(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 11× in last 7d / 35× 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 179 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 79 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 0.4% · 27th percentile
  2. 2026-10-12 16:34 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  3. 2026-10-12 15:50 UTCEG score recompute
  4. 2026-10-11 19:34 UTCEG score recompute
  5. 2026-10-11 16:49 UTCEG score recompute
  6. 2026-10-11 14:11 UTCEG score recompute
  7. 2026-10-11 13:49 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  8. 2026-10-10 20:00 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  9. 2026-10-09 20:07 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  10. 2026-10-08 17:13 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  11. 2026-10-07 23:48 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  12. 2026-10-06 15:18 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  13. 2026-10-05 17:43 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  14. 2026-10-04 23:22 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  15. 2026-10-03 14:26 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  16. 2026-10-02 17:56 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  17. 2026-10-01 19:50 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  18. 2026-10-01 15:54 UTCEG score recompute
  19. 2026-10-01 15:54 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  20. 2026-09-30 15:03 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  21. 2026-09-28 13:51 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  22. 2026-09-28 09:50 UTCEG score recompute
  23. 2026-09-28 09:50 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  24. 2026-09-26 15:59 UTCEPSS rescoreEPSS 0.4% · 26th percentile
  25. 2026-09-24 11:15 UTCEG score recompute
Show 75 more
  1. 2026-09-24 11:15 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  2. 2026-09-23 17:54 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  3. 2026-09-23 05:46 UTCEG score recompute
  4. 2026-09-23 05:46 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  5. 2026-09-20 20:16 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  6. 2026-09-18 19:28 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  7. 2026-09-18 05:20 UTCEG score recompute
  8. 2026-09-18 05:20 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  9. 2026-09-16 14:08 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  10. 2026-09-16 05:15 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  11. 2026-09-14 11:10 UTCEG score recompute
  12. 2026-09-14 11:10 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  13. 2026-09-13 08:13 UTCEG score recompute
  14. 2026-09-13 08:13 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  15. 2026-09-12 03:03 UTCEG score recompute
  16. 2026-09-12 03:03 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  17. 2026-09-11 14:53 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  18. 2026-09-11 09:37 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  19. 2026-09-10 09:35 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  20. 2026-09-08 22:01 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  21. 2026-09-08 02:58 UTCEG score recompute
  22. 2026-09-08 02:58 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  23. 2026-09-07 16:01 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  24. 2026-09-06 13:47 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  25. 2026-09-05 21:48 UTCEG score recompute
  26. 2026-09-05 21:48 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  27. 2026-09-04 05:07 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  28. 2026-09-02 14:12 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  29. 2026-09-01 13:54 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  30. 2026-09-01 04:40 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  31. 2026-08-30 19:17 UTCEPSS rescoreEPSS 0.4% · 28th percentile
  32. 2026-08-30 06:27 UTCEG score recompute
  33. 2026-08-30 06:27 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  34. 2026-08-30 01:22 UTCEPSS rescoreEPSS 0.4% · 27th percentile
  35. 2026-08-28 21:42 UTCEPSS rescoreEPSS 0.4% · 27th percentile
  36. 2026-08-28 03:37 UTCEG score recompute
  37. 2026-08-28 03:37 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  38. 2026-08-27 14:25 UTCEPSS rescoreEPSS 0.4% · 27th percentile
  39. 2026-08-27 00:51 UTCEG score recompute
  40. 2026-08-27 00:51 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  41. 2026-08-26 14:46 UTCEPSS rescoreEPSS 0.4% · 27th percentile
  42. 2026-08-25 14:57 UTCEG score recompute
  43. 2026-08-25 14:57 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  44. 2026-08-25 13:49 UTCEPSS rescoreEPSS 0.4% · 27th percentile
  45. 2026-08-24 12:36 UTCEG score recompute
  46. 2026-08-24 12:36 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  47. 2026-08-23 10:05 UTCEG score recompute
  48. 2026-08-23 10:05 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  49. 2026-08-23 00:19 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  50. 2026-08-22 07:45 UTCEG score recompute
  51. 2026-08-22 07:45 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  52. 2026-08-21 23:49 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  53. 2026-08-21 05:25 UTCEG score recompute
  54. 2026-08-21 05:25 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  55. 2026-08-20 22:55 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  56. 2026-08-20 03:04 UTCEG score recompute
  57. 2026-08-20 03:04 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  58. 2026-08-19 17:04 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  59. 2026-08-19 00:44 UTCEG score recompute
  60. 2026-08-19 00:44 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  61. 2026-08-18 13:48 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  62. 2026-08-17 22:12 UTCEG score recompute
  63. 2026-08-17 22:12 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  64. 2026-08-17 13:47 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  65. 2026-08-16 15:09 UTCEG score recompute
  66. 2026-08-16 15:09 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  67. 2026-08-16 14:56 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  68. 2026-08-15 12:49 UTCEG score recompute
  69. 2026-08-15 12:49 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  70. 2026-08-15 01:30 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  71. 2026-08-14 10:27 UTCEG score recompute
  72. 2026-08-14 10:27 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5
  73. 2026-08-13 22:00 UTCEPSS rescoreEPSS 0.3% · 17th percentile
  74. 2026-08-13 08:07 UTCEG score recompute
  75. 2026-08-13 08:07 UTCGHSA enrichmentGHSA-w37c-cq55-frjp · GitHub CVSS 5.5

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Frequently asked(5)

What is CVE-2026-61431?
CVE-2026-61431 is a medium-severity vulnerability; its CVE record was published on July 10, 2026. PraisonAI before 4.6.78 contains a path traversal vulnerability in ContextGatherer that fails to validate include paths in .praisoncontext and .praisoninclude files. Attackers can supply absolute paths or parent directory traversal sequences to read arbitrary files outside the workspace and include…
When was CVE-2026-61431 made public?
CVE-2026-61431 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 10, 2026. EchelonGraph's copy of the record carries a last-modified date of July 10, 2026; the record at its source may have been updated since.
Is CVE-2026-61431 actively exploited?
CVE-2026-61431 is not currently on CISA's Known Exploited Vulnerabilities catalog. FIRST EPSS estimates a 0.4% probability of exploitation in the next 30 days (27th percentile of EPSS-scored CVEs).
What is the CVSS score of CVE-2026-61431?
CVE-2026-61431 has a CVSS base score of 5.5 (a secondary CVSS source that NVD displays; NVD's own analysis pending).
How do I remediate CVE-2026-61431?
A fix for CVE-2026-61431 is available: update to the fixed version the vendor names in its advisory. The vendor advisories EchelonGraph has for CVE-2026-61431 are linked in the Vendor Advisories panel on this page.

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