LLMScribe

MCP server · PyPI · ★ 27 · graded 2026-10-23Source linked

Deterministic repo map, search and file reader for AI agents.

No outside reports on file

LLMScribe is distributed via PyPI (llmscribe); review its source code, dependencies, and requested permissions before use.

Based on public adoption and transparency signals as of Oct 23, 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 executionRuns shell or system commandsREVIEW
Network reachConnects to outside service APINOTED
CredentialsNo API token requiredLOW
Package sourcePyPI (llmscribe)PUBLIC

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

Install

uvx llmscribe

All setup options ↓

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Everything known

We found nothing about this project in the sources we read (last checked 2026-10-30). That does not mean it has no problems.

0 incidents · 0 advisories · 0 news articles · 0 community threads · checked 2026-10-30

Popularity grade: D (from public signals such as stars and downloads, not a code review). Graded 2026-10-23.

Sources we read: OSV, GitHub Advisory Database, CISA Known Exploited Vulnerabilities, 44 security news feeds and our incident library. Last checked 2026-10-30.

Check a specific version →

About LLMScribe

LLMScribe is an MCP server focused on Web & browsing and Files & documents: Deterministic repo map, search and file reader for AI agents.

It is published on PyPI as llmscribe and hosted on GitHub at AMRITO-KUNDU/llmscribe (16 GitHub stars, 125 PyPI downloads, last repository push on 2026-10-20). Based on its public metadata, it operates with standard local or API scope without broad shell execution flags noted.

Setup

Check these steps against the project’s own instructions before running anything.

Run the PyPI package llmscribe in an isolated environment:

bash

uvx llmscribe

See https://github.com/AMRITO-KUNDU/llmscribe (opens external site) for required environment variables.

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

36/100

GitHub stars: 27
PyPI downloads: 125
Listing last refreshed: 2026-10-29

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 PyPI (llmscribe). 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 LLMScribe?

Run uvx llmscribe (or pip install llmscribe) in your terminal, or add the server entry to your claude_desktop_config.json or .cursor/mcp.json as shown in the Setup section on this page. Full setup docs and environment variables are in github.com/AMRITO-KUNDU/llmscribe.

Are there security reports about LLMScribe?

No reports found for this package in our research (last checked 2026-10-30). LLMScribe currently holds Grade D (High risk signals) based on public adoption and transparency signals. Key risk areas to watch include dependency & version pinning:.

Is LLMScribe actively maintained?

LLMScribe has 27 GitHub stars and 125 PyPI downloads, with its latest repository commit pushed on 2026-10-20. Our directory data was last refreshed on 2026-10-29. Check recent commit activity, release tags, and open issues at github.com/AMRITO-KUNDU/llmscribe before pinning it in production.

What are alternatives to LLMScribe?

You can compare LLMScribe side by side with other Search MCP servers in the Related tools section on this page, or use the Compare tool on AgentArmorHQ.

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

GitHub README Markdown:

markdown

[![AgentArmorHQ Risk Grade for LLMScribe](https://agentarmorhq.com/api/badge/amrito-kundu-llmscribe)](https://agentarmorhq.com/skills/amrito-kundu-llmscribe)

HTML embed:

html

<a href="https://agentarmorhq.com/skills/amrito-kundu-llmscribe"><img src="https://agentarmorhq.com/api/badge/amrito-kundu-llmscribe" alt="AgentArmorHQ Risk Grade for LLMScribe" height="20" /></a>

Terminal check:

terminal

curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "amrito-kundu-llmscribe"

Share with your security lead

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

### AgentArmorHQ Security Review Memo: LLMScribe
- **Listing URL:** https://agentarmorhq.com/skills/amrito-kundu-llmscribe
- **Type:** App connector
- **Risk Grade:** Grade D (High risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 27 GitHub stars

#### Permission & Blast-Radius Signals
- **Local files:** No local folder access noted
- **Command execution:** Runs shell or system commands
- **Network reach:** Connects to outside service API
- **Credentials:** No API token required
- **Package source:** PyPI (llmscribe)

#### Recommended Hardened Setup
- **Command:** `uvx llmscribe`
- **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 23, 2026. Our opinion, not a code audit or security guarantee._

Key facts

Type: App connector
Publisher: AMRITO-KUNDU
Source code: github.com/AMRITO-KUNDU/llmscribe
Install command: pip install llmscribe
Est. context load: ~700 tokens / turn (~4 tool schemas, 0.35% of 200k context)
Popularity: 27 GitHub stars, 125 PyPI downloads
Last updated: 2026-10-29
Last graded: 2026-10-23

Community

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