Skills/PyPI/mcp-scholar

mcp-scholar@0.4.1

VERIFIED· not started

Publisher claims: "MCP Scholar - Modern academic research & literature analysis server for MCP clients" Observed in sandbox: no network, touches nothing outside the project, writes no memory.

Registry PyPI (MCP server)Publisher pypi · publishing for 723 daysInstalls 118Last detonated 4d ago
$claude mcp add mcp-scholar -- uvx mcp_scholar
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Coverage

Not started: dependency install failed; the server itself was not observed.
Tested
the dependency install step · every file read, file written and host contacted by what ran
Not tested
server startup · the tool list · tool behavior

What this means for the label: Verified here covers what ran. The server's tools were not exercised with a real credential, so nothing about their behavior is asserted; the credential summary below says what to do with that.

Before you give it your token

It will ask for
ZOTERO_API_KEYConfiguration, not credentials: OPENALEX_EMAIL, ZOTERO_USER_ID
Where it talks to
semanticscholar.org (its own)Also doi.org, crossref.org, openalex.org, google.com, zotero.org — not the publisher's domain; check what for before connecting.
What the honeypot saw
no credential files read · no network
What we could not test
server startup · the tool list · tool behavior

Connect it with a scoped credential, under the guard, and read the third-party hosts first. The code names doi.org, crossref.org, openalex.org, google.com, zotero.org as well as its own vendor. The guard injects ZOTERO_API_KEY only into requests to semanticscholar.org (and its subdomains) and refuses the rest.

$vet-skills run --secrets ZOTERO_API_KEY=semanticscholar.org -- uvx mcp_scholar

Never paste a credential into a chat, a ticket or a report, including ours. How the guard holds it.

Is [email protected] safe to install?

KillerSkills ran it in the KillerSkills honeypot sandbox (2 scenarios; not started: dependency install failed; the server itself was not observed) on 2026-11-10 and scored it 85/100 (Verified). In what ran, nothing we could detect went wrong: no undeclared network egress, no credential reads, no persistent instruction writes. What it does with a real credential was not observed; the static findings and the publisher carry the rest of the score. Summary: no network, touches nothing outside the project, writes no memory.

Behavior trace

Honeypot run · 0 s · 2 scenarios · 0 deviations
t+CategoryObserved action
0.0sprocessno install scripts in bundle
0.1sprocessdependency install exit 1 ·
0.1sclaimednot started: dependency install failed (exit 1); the server itself was not observed
0.1sprocessscript backend runs setup only
0.1sprocessno install scripts to re-run

Static findings

HIGH
Access to sensitive file pathssrc/mcp_scholar/scholar.py:31 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system filesreturn ".env"Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
MEDIUM
Unicode escape sequence detectedsrc/mcp_scholar/scholar.py:528 · Unicode escape sequence detected — may contain obfuscated payloadslogger.error("\u83b7\u53d6\u8bba\u6587\u5f15\u7528\u9519\u8bef: %s", response.status_code)Fix: Put hosts, commands and strings in plain source. Decoding at runtime looks identical to malware and costs points on its own.
AST07
HIGH
Access to sensitive file pathssrc/mcp_scholar/scholar.py:30 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system filesif os.path.exists(".env"):Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/mcp_scholar/scholar.py:29 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system files"""Locate the project .env without depending on the process cwd."""Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/mcp_scholar/scholar.py:32 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system filesenv_path = Path(__file__).parent.parent.parent / ".env"Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
MEDIUM
Unicode escape sequence detectedsrc/mcp_scholar/scholar.py:532 · Unicode escape sequence detected — may contain obfuscated payloadslogger.error("\u83b7\u53d6\u8bba\u6587\u5f15\u7528\u65f6\u51fa\u9519: %s", exc)Fix: Put hosts, commands and strings in plain source. Decoding at runtime looks identical to malware and costs points on its own.
AST07
MEDIUM
Unicode escape sequence detectedsrc/mcp_scholar/scholar.py:42 · Unicode escape sequence detected — may contain obfuscated payloadslogger.warning("\u8b66\u544a: \u672a\u627e\u5230.env\u6587\u4ef6,\u4f7f\u7528\u9ed8\u8ba4\u914d\u7f6e")Fix: Put hosts, commands and strings in plain source. Decoding at runtime looks identical to malware and costs points on its own.
AST07
MEDIUM
Unicode escape sequence detectedsrc/mcp_scholar/scholar.py:498 · Unicode escape sequence detected — may contain obfuscated payloadslogger.error("\u83b7\u53d6\u8bba\u6587\u8be6\u60c5\u65f6\u51fa\u9519: %s", exc)Fix: Put hosts, commands and strings in plain source. Decoding at runtime looks identical to malware and costs points on its own.
AST07
MEDIUM
Unicode escape sequence detectedsrc/mcp_scholar/scholar.py:326 · Unicode escape sequence detected — may contain obfuscated payloadslogger.error("\u901a\u8fc7DOI\u4e30\u5bcc\u6458\u8981\u65f6\u51fa\u9519: %s", exc)Fix: Put hosts, commands and strings in plain source. Decoding at runtime looks identical to malware and costs points on its own.
AST07

Cost to the agent

Instructions loaded
≈57 tok
1 file · 18 in bundle
Tool list per prompt
≈0 tok
0 tools · 0 per tool
Handshake
no reply
launch to tools/list, stdio
Undocumented tools
0
description under 20 chars · avg 0

Tokens estimated at four characters each. The tool list is re-read by the agent on every turn, so it is the number to compare between servers that do the same job: ranked across the index.

Known vulnerabilities

No advisories in OSV for mcp_scholar@0.4.1 as of 4d ago. This is the package itself, not its dependencies.