CVE-2026-56077

MEDIUMPre-NVD 6.56.5
EchelonGraph scoreMEDIUM confidence

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

Score 6.5 from GitHub Security Advisory (severity: HIGH) published 2026-06-19. A secondary CVSS source baseline 6.5; sources differ by 0.0.

Triggered by: GitHub Security Advisory CVSS
Sources: EPSS, GitHub Security Advisory, a secondary CVSS source
Trending — 3 sources updated this week

Also known asEUVD-2026-37961 (ENISA EUVD) · GHSA-qwwv-hc99-6f5p (GitHub Security Advisories)Source: ENISA EUVD

6.5EG
EchelonGraph verdictMonitorRemediate within your standard update timelines (the SSVC decision on this page).
  • Lower severity and no public exploit yet
CISA-KEV: Not listedEPSS PROB: 0.4%CVSS: 6.5Exploit: None knownExposed services: Not assessed

No fix is confirmed yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for the fix.

The CVE record's CNA (VulnCheck) lists PraisonAI versions before 1.5.115 as affected, and PraisonAI versions 1.5.115 as unaffected. No release containing a fix is confirmed on record.

PraisonAI before 1.5.115 contains an information disclosure vulnerability in the MultiAgentLedger component that allows attackers to access sensitive data by registering agents with duplicate IDs. Attackers can exploit the lack of agent ID uniqueness enforcement to share ledger instances and expose system prompts and conversation history between agents.

CVSS v3
6.5
EG Score
6.5MEDIUMmedium confidence
EG Risk
29
EG Risk 29/100

EG Risk is EchelonGraph's 0–100 priority score. It fuses impact severity (EG Severity, the CVSS base score, never the KEV-floored or EPSS-lifted EG Score) with real-world exploitation and automatability, under weights EchelonGraph set by hand, so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner.

How it’s computed (value × EchelonGraph’s weight)
Severity65% × 45%
Impact severity (EG Severity): CVSS 6.5 of 10. Never the KEV-floored or EPSS-lifted EG Score.
Exploitation0.4% × 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 every mission impact level.
Exploitation none (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: No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines, and watch the vendor's advisory for the fix.
EPSS PROB
0.4%
EPSS %ILE
38th
KEV
Not listed

What the EG score is made of (scorer v4.0: the three questions the 0–10 score mixes, published apart · methodology)

The EG score (6.5): severity, escalated by confirmed exploitation. This CVE's 6.5 is its impact severity (EG Severity), not escalated.

EG Severity
6.5 MEDIUMCVSS-B, impact only: no KEV listing, EPSS or EG-KEV tier raises it.GitHub Security Advisory CVSS
EG Likelihood
0.4% within 30 daysSource: FIRST EPSS (model v2026.06.15, score date 2026-10-24). FIRST's exploitation probability, not an EchelonGraph model.
Confirmed exploitation
None on record (CISA KEV, EG-KEV Tier 1)Reported apart from the likelihood: an observed fact, not a probability.
EG Priority
SSVC Track at medium mission impactTrack at every mission impact level.CISA BOD 26-04: 60 days if the affected system is publicly exposed; Fix on system upgrade if it is not.Each input and its source: the SSVC and BOD 26-04 blocks below.

SSVC (CISA's decision table, applied by EchelonGraph)Track at every mission impact level.

No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines, and watch the vendor's advisory for the fix.

Exploitation none (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

June 18, 2026

Last Modified

June 23, 2026

Advisory Details (3)

Auto-updated Jun 18, 2026
No fix on record yet. Sources: github.
Web page

PraisonAI - Information Disclosure via Shared MultiAgentLedger State | Advisories | VulnCheck

https://www.vulncheck.com/advisories/praisonai-information-disclosure-via-shared-multiagentledger-state
GitHub advisoryMentions a patch (unverified)

Memory State Leakage and Path Traversal in MultiAgent Context Handling · Advisory · MervinPraison/PraisonAI · GitHub

https://github.com/MervinPraison/PraisonAI/security/advisories/GHSA-766v-q9x3-g744
Web page

GitHub - MervinPraison/PraisonAI: PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs. · GitHub

https://github.com/MervinPraison/PraisonAI

Vendor Advisories for CVE-2026-56077(1)

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

Weakness Classification(1)

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

Data Freshness Timeline

(refreshed 10× in last 7d / 38× 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 220 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 120 oldest rows on record are not shown and were not checked, so the counts can still include repeats.

  1. 2026-10-27 16:32 UTCEPSS rescoreEPSS 0.4% · 38th percentile
  2. 2026-10-26 16:31 UTCEPSS rescoreEPSS 0.4% · 38th percentile
  3. 2026-10-25 16:33 UTCEPSS rescoreEPSS 0.4% · 38th percentile
  4. 2026-10-25 14:18 UTCEG score recompute
  5. 2026-10-24 16:33 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  6. 2026-10-23 16:32 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  7. 2026-10-22 21:12 UTCEG score recompute
  8. 2026-10-22 21:12 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  9. 2026-10-22 16:34 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  10. 2026-10-21 16:33 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  11. 2026-10-20 16:33 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  12. 2026-10-19 16:32 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  13. 2026-10-18 16:32 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  14. 2026-10-18 03:29 UTCEG score recompute
  15. 2026-10-17 16:34 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  16. 2026-10-16 16:42 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  17. 2026-10-15 16:32 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  18. 2026-10-14 16:33 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  19. 2026-10-13 16:34 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  20. 2026-10-12 16:34 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  21. 2026-10-12 15:55 UTCEG score recompute
  22. 2026-10-11 19:38 UTCEG score recompute
  23. 2026-10-11 16:53 UTCEG score recompute
  24. 2026-10-11 14:16 UTCEG score recompute
  25. 2026-10-11 13:49 UTCEPSS rescoreEPSS 0.4% · 36th percentile
Show 75 more
  1. 2026-10-10 20:00 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  2. 2026-10-09 20:07 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  3. 2026-10-08 17:13 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  4. 2026-10-07 23:48 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  5. 2026-10-06 15:18 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  6. 2026-10-05 17:43 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  7. 2026-10-04 23:22 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  8. 2026-10-03 14:26 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  9. 2026-10-02 17:56 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  10. 2026-10-01 19:50 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  11. 2026-09-30 15:03 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  12. 2026-09-29 15:22 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  13. 2026-09-28 13:51 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  14. 2026-09-27 13:48 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  15. 2026-09-26 15:59 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  16. 2026-09-24 14:04 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  17. 2026-09-23 17:54 UTCEPSS rescoreEPSS 0.4% · 38th percentile
  18. 2026-09-20 20:16 UTCEPSS rescoreEPSS 0.4% · 38th percentile
  19. 2026-09-18 19:28 UTCEPSS rescoreEPSS 0.4% · 38th percentile
  20. 2026-09-17 19:31 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  21. 2026-09-16 14:08 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  22. 2026-09-16 05:15 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  23. 2026-09-15 03:11 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  24. 2026-09-13 16:47 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  25. 2026-09-13 13:49 UTCEG score recompute
  26. 2026-09-13 13:49 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  27. 2026-09-11 14:53 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  28. 2026-09-10 09:35 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  29. 2026-09-08 22:01 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  30. 2026-09-07 16:01 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  31. 2026-09-06 13:47 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  32. 2026-09-04 05:07 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  33. 2026-09-02 14:12 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  34. 2026-09-01 13:54 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  35. 2026-09-01 04:40 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  36. 2026-08-30 20:53 UTCEG score recompute
  37. 2026-08-30 20:53 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  38. 2026-08-30 19:17 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  39. 2026-08-30 01:22 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  40. 2026-08-28 21:41 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  41. 2026-08-27 14:25 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  42. 2026-08-26 14:46 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  43. 2026-08-25 13:49 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  44. 2026-08-25 01:46 UTCEG score recompute
  45. 2026-08-25 01:46 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  46. 2026-08-24 01:28 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  47. 2026-08-23 01:03 UTCEG score recompute
  48. 2026-08-23 01:03 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  49. 2026-08-23 00:19 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  50. 2026-08-21 23:49 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  51. 2026-08-21 08:25 UTCEG score recompute
  52. 2026-08-21 08:25 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  53. 2026-08-20 22:55 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  54. 2026-08-20 08:08 UTCEG score recompute
  55. 2026-08-20 08:08 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  56. 2026-08-19 17:04 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  57. 2026-08-19 07:25 UTCEG score recompute
  58. 2026-08-19 07:25 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  59. 2026-08-18 13:48 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  60. 2026-08-17 13:47 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  61. 2026-08-16 21:22 UTCEG score recompute
  62. 2026-08-16 21:22 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  63. 2026-08-16 14:56 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  64. 2026-08-16 02:14 UTCEPSS rescoreEPSS 0.4% · 37th percentile
  65. 2026-08-15 21:06 UTCEG score recompute
  66. 2026-08-15 21:06 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  67. 2026-08-15 01:30 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  68. 2026-08-14 20:48 UTCEG score recompute
  69. 2026-08-14 20:48 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  70. 2026-08-13 22:00 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  71. 2026-08-13 20:31 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  72. 2026-08-12 20:05 UTCEG score recompute
  73. 2026-08-12 20:05 UTCGHSA enrichmentGHSA-qwwv-hc99-6f5p · GitHub severity HIGH · GitHub CVSS 6.5
  74. 2026-08-12 13:51 UTCEPSS rescoreEPSS 0.4% · 36th percentile
  75. 2026-08-11 19:47 UTCEG score recompute

Frequently asked(5)

What is CVE-2026-56077?
CVE-2026-56077 is a medium-severity vulnerability; its CVE record was published on June 18, 2026. PraisonAI before 1.5.115 contains an information disclosure vulnerability in the MultiAgentLedger component that allows attackers to access sensitive data by registering agents with duplicate IDs. Attackers can exploit the lack of agent ID uniqueness enforcement to share ledger instances and expose…
When was CVE-2026-56077 made public?
CVE-2026-56077 was made public on April 8, 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 June 18, 2026. EchelonGraph's copy of the record carries a last-modified date of June 23, 2026; the record at its source may have been updated since.
Is CVE-2026-56077 actively exploited?
CVE-2026-56077 is not currently on CISA's Known Exploited Vulnerabilities catalog. FIRST EPSS estimates a 0.4% probability of exploitation in the next 30 days (38th percentile of EPSS-scored CVEs).
What is the CVSS score of CVE-2026-56077?
CVE-2026-56077 has a CVSS base score of 6.5 (a secondary CVSS source that NVD displays; NVD's own analysis pending).
How do I remediate CVE-2026-56077?
No fix for CVE-2026-56077 is confirmed yet. Until one is published, restrict network exposure of the affected system or apply the vendor's mitigation — for example, keep it off the internet or limit it to trusted networks — and watch the vendor's advisory for the fix. The CVE record's CNA (VulnCheck) lists PraisonAI versions before 1.5.115 as affected, and PraisonAI versions 1.5.115 as unaffected. No release containing a fix is confirmed on record. The vendor advisories EchelonGraph has for CVE-2026-56077 are linked in the Vendor Advisories panel on this page.

Dependency Blast Radius

Explore the affected products and dependency analysis for CVE-2026-56077

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