Skills/PyPI/mcp-dashboard

mcp-dashboard@1.0.0

CAUTION· not started

Publisher claims: "Local cost, usage, and control dashboard for MCP servers and agent skills" Observed in sandbox: no network, touches nothing outside the project, writes no memory.

Registry PyPI (MCP server)Publisher sarutobisasuke8 · publishing for 78 daysInstalls 33Last detonated 7d ago

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: Caution 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

Code inventory arrives with this version's next honeypot run.
It will ask for
unknown until the next run
Where it talks to
unknown until the next run
What the honeypot saw
no credential files read · no network
What we could not test
server startup · the tool list · tool behavior

Not enough was observed to say yet. Not started: dependency install failed; the server itself was not observed. This version's code has not been inventoried for credentials and hosts either; both arrive with its next honeypot run (popular servers first). `vet-skills try mcp-dashboard` runs it now and prints the full answer.

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 2026-11-07 and scored it 78/100 (Caution). It is not known to be malicious, but it has behaviour or code a security policy should decide on before install. Notable findings: Access to sensitive file paths; Stripe-like API key pattern detected. 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
0.1sprocessexec /usr/bin/date
0.1sprocessexec /usr/bin/timeout
0.1sprocessexec .venv/bin/mcp-dashboard
0.1sclaimedno tools/list reply (exit 0)
0.1sprocessscript backend runs setup only
0.1sprocessno install scripts to re-run

Static findings

HIGH
Access to sensitive file pathsmcpdash/config.py:491 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system fileslines.append(f'\n[mcp_servers.{table_name}.env]')Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
MEDIUM
npx invocation of non-well-known packagemcpdash/demo.py:10 · npx invocation of non-well-known package — may execute untrusted codecommand="npx -y @playwright/mcp@latest", provenance="vendor",Fix: Pin versions and sources; vendor anything fetched at install time.
AST06
HIGH
Stripe-like API key pattern detectedmcpdash/demo.py:75 · Stripe-like API key pattern detected — possible hardcoded or harvested keyservers[3]["raw"] = {"command": "python", "env": {"VAULT_API_KEY": "sk-live-9f2b7c41aa"}}Fix: Never read or enumerate credential locations; accept a documented environment variable instead.
AST03
MEDIUM
Python subprocess execution detectedmcpdash/common.py:252 · Python subprocess execution detectedproc = subprocess.run(v, capture_output=True, text=True,Fix: Build commands from fixed arguments, never from interpolated strings; prefer an API client over shelling out.
AST05
MEDIUM
npx invocation of non-well-known packagemcpdash/demo.py:50 · npx invocation of non-well-known package — may execute untrusted codecommand="npx -y @base-org/mcp", provenance="vendor",Fix: Pin versions and sources; vendor anything fetched at install time.
AST06
MEDIUM
URL with embedded credentialstests/test_dashboard.py:228 · URL with embedded credentials — may be phishing or credential leaking"url": "https://user:[email protected]/mcp?token=query-secret"}Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST07
MEDIUM
Stripe-like API key pattern detectedtests/test_dashboard.py:172 · Stripe-like API key pattern detected — possible hardcoded or harvested key"raw": {"env": {"VAULT_API_KEY": "sk-live-abcdef123456"}}},Fix: Never read or enumerate credential locations; accept a documented environment variable instead.
AST03
MEDIUM
Python subprocess execution detectedmcpdash/probe.py:261 · Python subprocess execution detectedproc = subprocess.Popen(Fix: Build commands from fixed arguments, never from interpolated strings; prefer an API client over shelling out.
AST05
MEDIUM
Python subprocess execution detectedmcpdash/probe.py:391 · Python subprocess execution detectedsubprocess.run(["taskkill", "/PID", str(proc.pid), "/T", "/F"],Fix: Build commands from fixed arguments, never from interpolated strings; prefer an API client over shelling out.
AST05
MEDIUM
npx invocation of non-well-known packagemcpdash/demo.py:25 · npx invocation of non-well-known package — may execute untrusted codecommand="npx -y @modelcontextprotocol/server-memory",Fix: Pin versions and sources; vendor anything fetched at install time.
AST06
MEDIUM
npx invocation of non-well-known packagemcpdash/demo.py:17 · npx invocation of non-well-known package — may execute untrusted codecommand="npx -y @modelcontextprotocol/server-filesystem D:/Vault",Fix: Pin versions and sources; vendor anything fetched at install time.
AST06

Cost to the agent

Instructions loaded
≈55 tok
1 file · 26 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-dashboard@1.0.0 as of 7d ago. This is the package itself, not its dependencies.

What would make this Verified

2 points to 80 · weights: behavior 45%, static 25%, prompt 15%, publisher 15%
  1. Unclaimed publisher≈ +8 on the totalClaim sarutobisasuke8: a verified publisher gets +50 on publisher trust. It is free and usually instant with GitHub sign-in.
  2. Access to sensitive file paths≈ +4 on the totalStop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
  3. Stripe-like API key pattern detected≈ +4 on the totalNever read or enumerate credential locations; accept a documented environment variable instead.
  4. npx invocation of non-well-known package≈ +2 on the totalPin versions and sources; vendor anything fetched at install time.
  5. Python subprocess execution detected≈ +2 on the totalBuild commands from fixed arguments, never from interpolated strings; prefer an API client over shelling out.
  6. URL with embedded credentials≈ +2 on the totalStop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
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