AIL Project is an open source framework composed of different modules to collect, crawl, dig and analyse unstructured data. AIL includes an extensible Python-based framework for analysis of unstructured information collected via an advanced Crawler manager or from different feeders (such as Twitter, Discord, Telegram Stream providers) or custom feeders.
- Website
- https://www.ail-project.org
- info@circl.lu
- Vendor names
- ail-projectail_framework
Products
3 products registered by AIL ProjectAIL Framework
Lookyloo is a web interface that captures a webpage and then displays a tree of the domains, that call each other.
Recent vulnerabilities
14 published under the CPE names of this organization's products in cvelistv5CVE-2026-76164 (GCVE-0-2026-76164)
Vulnerability from cvelistv5 – Published: 2026-08-19 08:53 – Updated: 2026-08-19 15:44
VLAI
EPSS
VEX
Title
Authenticated Server-Side Request Forgery in AIL Framework Crawler Allows Access to Internal Network Resources
Summary
AIL Framework contains a server-side request forgery (SSRF) vulnerability in its crawler submission functionality. A low-privileged authenticated user with access to the crawler interface can submit an arbitrary URL for crawling without adequate validation of the destination host.
The crawler can therefore be instructed to make direct HTTP(S) requests to addresses that should not be reachable by application users, including loopback addresses, RFC1918 private networks, link-local addresses, and cloud metadata services such as 169.254.169.254.
Manual crawler tasks bypass the existing domain blacklist because they are assigned a non-zero priority, and ordinary IP literals are classified as web targets and fetched directly rather than through Tor or another proxy. Consequently, an attacker can use the AIL server as a network pivot to access services available from the server's network context.
Responses generated by these requests, including captured HTML, screenshots, and HAR data, can subsequently be accessed through the crawler interface. This makes the SSRF non-blind and may allow an attacker to disclose sensitive internal application data, service information, or cloud instance metadata and credentials.
The patch introduces validation that resolves crawler destinations and rejects URLs resolving to non-global IP addresses, addressing localhost, private-network, and link-local targets.
Severity
SSVC
Exploitation: none
Automatable: yes
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-08-19 15:44 UTC
CWE
- CWE-918 - Server-Side Request Forgery (SSRF)
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/comm… | patch |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
0 , < 7.0
(semver)
|
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CVE-2026-71447 (GCVE-0-2026-71447)
Vulnerability from cvelistv5 – Published: 2026-08-06 17:04 – Updated: 2026-08-07 13:56
VLAI
EPSS
VEX
Title
Stored Cross-Site Scripting in Chat and Forum Translation Controls in ail-framework
Summary
AIL Project contains a stored cross-site scripting vulnerability in the translation controls displayed for chat messages and forum posts.
The affected templates inserted message and post identifiers directly into inline JavaScript onclick handlers:
onclick="translateMessageToPreferredLanguage('{{ message['id'] }}', '{{ mess_id_escape }}', this)"
and:
onclick="translatePostToPreferredLanguage('{{ post['id'] }}', '{{ post_id_escape }}', this)"
These values were HTML-template escaped but were not safely encoded for use as JavaScript string literals inside an HTML attribute. A specially crafted identifier containing quotation marks, escape characters, or other JavaScript syntax could therefore terminate the expected string argument and inject arbitrary JavaScript into the event handler.
Because the affected values are associated with indexed chat messages or forum posts, a malicious value may remain stored by AIL and be rendered whenever an analyst accesses the corresponding chat or forum explorer view.
Successful exploitation requires the victim to click the affected Translate to preferred language button. The injected code would then execute in the victim’s browser under the security origin of the AIL instance.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-08-07 13:56 UTC
CWE
- CWE-79 - Improper Neutralization of Input During Web Page Generation (XSS or 'Cross-site Scripting')
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/comm… | patch |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
0 , ≤ 7.0.0
(semver)
|
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CVE-2026-71445 (GCVE-0-2026-71445)
Vulnerability from cvelistv5 – Published: 2026-08-06 16:48 – Updated: 2026-08-07 13:55
VLAI
EPSS
VEX
Title
Authenticated Reflected Cross-Site Scripting in Tag Error Responses in ail-framework
Summary
AIL Framework contained a reflected cross-site scripting vulnerability in the /tag/add_tags endpoint. When an error occurred while processing a tag operation, the application returned the error value directly as an HTML response using str(res[0]).
If attacker-controlled input was included in the generated error message, a crafted request could cause arbitrary HTML or JavaScript to be reflected in the response without appropriate output encoding. An attacker could exploit the vulnerability by convincing an authenticated AIL Framework user to open a specially crafted link.
Successful exploitation could allow JavaScript to execute in the victim’s browser within the security context of the AIL Framework application. Depending on the victim’s privileges and the application’s protections, the attacker could perform actions using the victim’s session, access information available to the victim, or modify data through authenticated application requests.
The vulnerability requires user interaction because the authenticated victim must follow or open the crafted request. The attacker does not necessarily require an AIL Framework account, provided that the crafted request can be delivered to an already authenticated user.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-08-07 13:55 UTC
CWE
- CWE-79 - Improper Neutralization of Input During Web Page Generation (XSS or 'Cross-site Scripting')
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/comm… | patch |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
0 , ≤ 7.0.0
(semver)
|
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CVE-2026-71446 (GCVE-0-2026-71446)
Vulnerability from cvelistv5 – Published: 2026-08-06 16:57 – Updated: 2026-08-07 13:54
VLAI
EPSS
VEX
Title
Stored Cross-Site Scripting in AIL Framework Domain Screenshot View
Summary
AIL Framework contains a stored cross-site scripting vulnerability in the crawler domain view. Crawled URLs were embedded directly into the JavaScript onclick handler used to display a stored screenshot, without context-appropriate encoding.
An attacker who can cause a specially crafted URL to be recorded in the crawler history can inject JavaScript syntax into the stored URL value. The payload remains stored by AIL and is subsequently included in the domain view. When an authenticated analyst clicks the screenshot icon associated with the malicious URL, the injected JavaScript executes in the analyst’s browser within the security context of the AIL Framework application.
Successful exploitation could allow an attacker to access information available to the analyst’s session, modify displayed content, or perform application actions using the analyst’s privileges. Exploitation requires the victim to interact with the affected screenshot entry.
The vulnerability was corrected by serializing the crawled URL with Jinja’s tojson filter before inserting it into the JavaScript handler. This safely escapes characters that could otherwise terminate the JavaScript string and introduce executable code.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-08-07 13:54 UTC
CWE
- CWE-79 - Improper Neutralization of Input During Web Page Generation (XSS or 'Cross-site Scripting')
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/comm… | patch |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
0 , ≤ 7.0.0
(semver)
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CVE-2026-66913 (GCVE-0-2026-66913)
Vulnerability from cvelistv5 – Published: 2026-07-28 12:19 – Updated: 2026-07-28 19:20
VLAI
EPSS
VEX
Title
Zip Bomb in Lookyloo Capture Upload Allows Denial of Service
Summary
Lookyloo did not enforce limits on the decompressed size of uploaded capture archives and compressed HAR files.
An attacker could submit a specially crafted ZIP, gzip, or zlib-compressed capture containing data that expands to a very large size during processing. Because the application decompressed this content directly in memory without first limiting the output size, processing the malicious capture could exhaust available memory, terminate a web or worker process, or make the Lookyloo instance unavailable.
The vulnerability affects both full Lookyloo capture archive imports and API submissions containing gzip-compressed HAR data. Repeated exploitation could cause a persistent denial-of-service condition until the affected processes or instance are restarted.
The patch introduces:
* A 1 GB cumulative uncompressed-size limit for imported capture archives.
* Size-limited gzip and zlib decompression for compressed HAR files.
* Explicit detection and handling of suspected zip bombs.
* An HTTP 400 response when an oversized compressed HAR file is submitted through the API.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-07-28 19:20 UTC
CWE
- CWE-400 - Uncontrolled Resource Consumption
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/Lookyloo/lookyloo/commit/96589… | patch |
Impacted products
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CVE-2026-66824 (GCVE-0-2026-66824)
Vulnerability from cvelistv5 – Published: 2026-07-27 19:58 – Updated: 2026-07-28 15:20
VLAI
EPSS
VEX
Title
Stored Cross-Site Scripting via Unsafe Capture Tree JSON Embedding
Summary
A stored cross-site scripting vulnerability existed in the capture tree visualization page. The application embedded the serialized capture tree directly into an inline JavaScript block using the Jinja safe filter.
Because the tree data can contain values derived from captured and potentially attacker-controlled web content, a specially crafted value could prematurely terminate the surrounding <script> element and inject arbitrary HTML or JavaScript. The malicious code would execute in the browser of a user viewing the affected capture tree.
Successful exploitation could allow an attacker to perform actions using the victim’s authenticated session, access information available to the victim, or modify application data within the permissions of the affected user.
The patch removes the JSON data from the HTML document and retrieves it through a dedicated API endpoint. The client then processes the response using response.json(), preventing capture data from being interpreted as executable content within the original page’s HTML or JavaScript context.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: total
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-07-28 15:08 UTC
CWE
- CWE-79 - Improper Neutralization of Input During Web Page Generation (XSS or 'Cross-site Scripting')
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/Lookyloo/lookyloo/commit/39518… | patch |
Impacted products
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CVE-2026-59510 (GCVE-0-2026-59510)
Vulnerability from cvelistv5 – Published: 2026-07-05 17:52 – Updated: 2026-07-06 13:22
VLAI
EPSS
VEX
Title
Authenticated Path Traversal in AIL Framework PDF Object Handling Enables Potential Arbitrary File Read
Summary
AIL Framework contains a path traversal vulnerability in its PDF object handling. Prior to commit 14c618fce4d1df02358717c48ea903706abecdf2, the PDF.get_filepath() function constructed a file path by joining the configured PDF storage directory with a path derived from a PDF object identifier, without verifying that the resolved path remained within the intended PDF_FOLDER directory.
An authenticated attacker able to invoke PDF object operations with a crafted identifier could use relative traversal sequences or absolute path components to cause AIL Framework to open files located outside the PDF storage directory. This could allow disclosure of files readable by the AIL process, including application configuration, credentials, or other sensitive local data. This vulnerability is potential due to additional errors before being able to be executed.
The fix canonicalises the resulting path with os.path.realpath() and rejects paths whose common directory is outside the configured PDF directory.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-07-06 13:22 UTC
CWE
- CWE-22 - Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/comm… | patch |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
0 , ≤ v6.9.0
(semver)
|
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CVE-2026-56138 (GCVE-0-2026-56138)
Vulnerability from cvelistv5 – Published: 2026-06-19 08:03 – Updated: 2026-06-22 15:01
VLAI
EPSS
VEX
Title
Authenticated Path Traversal in AIL framework /objects/item/diff Allows Reading Gzip-Compressed Files
Summary
AIL framework contains a path traversal vulnerability in the /objects/item/diff endpoint. The endpoint accepts item identifiers through the s1 and s2 query parameters and, prior to the fix, attempted to retrieve and compare item contents without first verifying that both referenced items existed as valid AIL objects.
An authenticated AIL user could craft malicious item identifiers containing path traversal sequences to cause the application to read gzip-compressed files accessible to the AIL process. This could result in unauthorized disclosure of local file contents, limited to files readable by the application and compatible with the expected gzip-compressed item format.
The issue was fixed by validating that both requested items exist before their contents are accessed.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-06-22 15:01 UTC
CWE
- CWE-22 - Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')
Assigner
References
1 reference
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/comm… | patch |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
0 , < 6.8.0
(semver)
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CVE-2026-39416 (GCVE-0-2026-39416)
Vulnerability from cvelistv5 – Published: 2026-04-08 20:11 – Updated: 2026-04-09 20:22
VLAI
EPSS
VEX
Title
Stored XSS in modal item preview for long item content in AIL Framework
Summary
AIL framework is an open-source platform to collect, crawl, process and analyse unstructured data. Prior to 6.8, a stored cross-site scripting (XSS) vulnerability was identified in the modal item preview functionality. When item content longer than 800 characters was processed, attacker-controlled content was returned without an explicit text/plain content type, allowing the browser to interpret the response as active HTML. This could result in execution of arbitrary JavaScript in the context of an authenticated user viewing a crafted item. This vulnerability is fixed in 6.8.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2026-04-09 20:22 UTC
CWE
- CWE-79 - Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')
Assigner
References
2 references
| URL | Tags |
|---|---|
| https://github.com/ail-project/ail-framework/secu… | x_refsource_CONFIRM |
| https://vulnerability.circl.lu/vuln/gcve-1-2026-0023 | x_refsource_MISC |
Impacted products
1 product
| Vendor | Product | Version | |
|---|---|---|---|
| ail-project | ail-framework |
Affected:
< 6.8
|
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CVE-2025-66459 (GCVE-0-2025-66459)
Vulnerability from cvelistv5 – Published: 2025-12-02 18:32 – Updated: 2025-12-02 19:28
VLAI
EPSS
VEX
Title
Lookyloo vulnerable to XSS due to unescaped error message passed to innerHTML
Summary
Lookyloo is a web interface that allows users to capture a website page and then display a tree of domains that call each other. Prior to 1.35.3, a XSS vulnerability can be triggered when a user submits a list of URLs to capture, one of them contains a HTML element, and the capture fails. Then, the error field is populated with an error message that contains the bad URL they tried to capture, triggering the XSS. This vulnerability is fixed in 1.35.3.
Severity
SSVC
Exploitation: none
Automatable: no
Technical Impact: partial
CISA Coordinator · CISA-ADP (v2.0.3)
Decision recorded 2025-12-02 19:26 UTC
CWE
- CWE-79 - Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')
Assigner
References
4 references
| URL | Tags |
|---|---|
| https://github.com/Lookyloo/lookyloo/security/adv… | x_refsource_CONFIRM |
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{
"name": "https://github.com/Lookyloo/lookyloo/security/advisories/GHSA-hvmh-j2jx-48wg",
"tags": [
"x_refsource_CONFIRM"
],
"url": "https://github.com/Lookyloo/lookyloo/security/advisories/GHSA-hvmh-j2jx-48wg"
},
{
"name": "https://github.com/Lookyloo/lookyloo/commit/1850a34b8cec52438df3b544295b20cfa35f8ad1",
"tags": [
"x_refsource_MISC"
],
"url": "https://github.com/Lookyloo/lookyloo/commit/1850a34b8cec52438df3b544295b20cfa35f8ad1"
},
{
"name": "https://github.com/Lookyloo/lookyloo/commit/8c3ab96de44c1ce15646d734aa06faf884329116",
"tags": [
"x_refsource_MISC"
],
"url": "https://github.com/Lookyloo/lookyloo/commit/8c3ab96de44c1ce15646d734aa06faf884329116"
},
{
"name": "https://github.com/Lookyloo/lookyloo/commit/95cdc00fe37fd89790fa89bb3ee3fefa2da38442",
"tags": [
"x_refsource_MISC"
],
"url": "https://github.com/Lookyloo/lookyloo/commit/95cdc00fe37fd89790fa89bb3ee3fefa2da38442"
}
],
"source": {
"advisory": "GHSA-hvmh-j2jx-48wg",
"discovery": "UNKNOWN"
},
"title": "Lookyloo vulnerable to XSS due to unescaped error message passed to innerHTML"
}
},
"cveMetadata": {
"assignerOrgId": "a0819718-46f1-4df5-94e2-005712e83aaa",
"assignerShortName": "GitHub_M",
"cveId": "CVE-2025-66459",
"datePublished": "2025-12-02T18:32:59.256Z",
"dateReserved": "2025-12-01T22:51:54.581Z",
"dateUpdated": "2025-12-02T19:28:42.081Z",
"state": "PUBLISHED"
},
"dataType": "CVE_RECORD",
"dataVersion": "5.2"
}
displaying 1 - 10 vulnerabilities in total 14