choice-pilot

MCP server · GitHub · ★ 2 · graded 2026-10-22Source linked

Context-aware clickable choices for Codex and MCP Apps.

No outside reports on file

choice-pilot is distributed via GitHub (houguangyu010416-star/choice-pilot); review its source code, dependencies, and requested permissions before use.

Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee.

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What it can access

  • Local filesNo local folder access notedLOW
  • Command executionNo shell command runner notedLOW
  • Network reachLocal or standard API callsLOW
  • CredentialsNo API token requiredLOW
  • Package sourceGitHub (houguangyu010416-star/choice-pilot)PUBLIC

Inferred from this listing’s public package details and description. Check the project’s source before installing.

Install

No npm or PyPI package is listed. Install from source: github.com/houguangyu010416-star/choice-pilot ↗

All setup options ↓

Everything known

We found nothing about this project in the sources we read (last checked 2026-10-31). That does not mean it has no problems.

0 incidents · 0 advisories · 0 news articles · 0 community threads · checked 2026-10-31

Popularity grade: D (from public signals such as stars and downloads, not a code review). Graded 2026-10-22.

Sources we read: OSV, GitHub Advisory Database, CISA Known Exploited Vulnerabilities, 44 security news feeds and our incident library. Last checked 2026-10-31.

Check a specific version →

About Choice Pilot

Choice Pilot is an MCP server focused on Developer tools and Memory & knowledge: Context-aware clickable choices for Codex and MCP Apps.

It is hosted on GitHub at houguangyu010416-star/choice-pilot (2 GitHub stars). Based on its public metadata, it operates with standard local or API scope without broad shell execution flags noted.

Setup

These use the package this listing points to. Check the project’s own instructions before running anything.

No npm or PyPI package is listed for this MCP server. Source code and setup steps: github.com/houguangyu010416-star/choice-pilot.

Why this grade

DD — High risk signals

Signal-based grade (1/7 points): public source code. This reflects adoption and transparency, not a code review.

Popularity and upkeep

8/100
GitHub stars
2
Listing last refreshed
2026-10-25

These are public popularity signals, not a maintenance check. Look at the repository’s commit history and open issues.

Risks to watch for

  • Dependency & version pinning: Distributed via GitHub (houguangyu010416-star/choice-pilot). Pin an exact release version or commit SHA rather than floating tags so upstream updates are reviewed first.

How to lower the risk

Least-privilege permissions

  • Give it access only to the specific folders, accounts or projects it needs, never your whole drive or admin account.
  • Use a separate, limited API key or login just for this tool so you can switch it off without affecting anything else.

Network isolation

  • Run it on a work computer or sandbox account, not one holding personal or company-sensitive data.
  • If your IT team can, limit which websites and services it is allowed to contact.

Monitoring

  • Check its activity history or logs weekly at first, and look at what it changed or sent.
  • Turn on alerts for new logins or unusual usage on any account it connects to.

Red flags to watch for

  • It asks for more access than its job requires, or prompts you to paste passwords.
  • It suddenly updates with new owners, or starts contacting unfamiliar websites.

Questions

How do I install Choice Pilot?

Choice Pilot does not publish a standalone npm or PyPI package. Clone or follow the setup instructions in its source repository at github.com/houguangyu010416-star/choice-pilot.

Are there security reports about Choice Pilot?

No reports found for this package in our research (last checked 2026-10-31). Choice Pilot currently holds Grade D (High risk signals) based on public adoption and transparency signals. Review the permissions and source repository before granting access to local files, shell commands, or API keys.

Is Choice Pilot actively maintained?

Choice Pilot has 2 GitHub stars. Our directory data was last refreshed on 2026-10-25. Check recent commit activity, release tags, and open issues at github.com/houguangyu010416-star/choice-pilot before pinning it in production.

What are alternatives to Choice Pilot?

Compare Choice Pilot side by side with similar MCP servers in the Related tools section on this page, or browse all MCP servers on AgentArmorHQ.

README badge and team notes

Maintain or use Choice Pilot? Show its live grade in your GitHub README, docs site, or run a check from the terminal before you install.

AgentArmorHQ Risk Grade D for Choice Pilot

GitHub README Markdown:

markdown
[![AgentArmorHQ Risk Grade for Choice Pilot](https://agentarmorhq.com/api/badge/houguangyu010416-star-choice-pilot)](https://agentarmorhq.com/skills/houguangyu010416-star-choice-pilot)

HTML embed:

html
<a href="https://agentarmorhq.com/skills/houguangyu010416-star-choice-pilot"><img src="https://agentarmorhq.com/api/badge/houguangyu010416-star-choice-pilot" alt="AgentArmorHQ Risk Grade for Choice Pilot" height="20" /></a>

Terminal check:

terminal
curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "houguangyu010416-star-choice-pilot"

Share with your security lead

Need sign-off to use choice-pilot? Copy this note for Slack, a ticket or a pull request.

### AgentArmorHQ Security Review Memo: choice-pilot
- **Listing URL:** https://agentarmorhq.com/skills/houguangyu010416-star-choice-pilot
- **Type:** App connector
- **Risk Grade:** Grade D (High risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 2 GitHub stars

#### Permission & Blast-Radius Signals
- **Local files:** No local folder access noted
- **Command execution:** No shell command runner noted
- **Network reach:** Local or standard API calls
- **Credentials:** No API token required
- **Package source:** GitHub (houguangyu010416-star/choice-pilot)

#### Recommended Hardened Setup
- **Source Repo:** https://github.com/houguangyu010416-star/choice-pilot
- **Controls:** Pin an exact version in `.mcp.json`, scope access to a single workspace folder, and use a least-privilege read-only token where supported.

_Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee._

Key facts

Type
App connector
Publisher
houguangyu010416-star
Source code
github.com/houguangyu010416-star/choice-pilot
Est. context load
~850 tokens / turn (~5 tool schemas, 0.43% of 200k context)
Popularity
2 GitHub stars
Last updated
2026-10-25
Last graded
2026-10-22

Community

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