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Doberman-Core MCP Server

DobermanCore/Doberman-Core

Score: 78.1 Rank #2424 MCP Server
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Your AI's guard dog. Doberman sits at runtime, gating every input, output and tool call to stop unsafe or unintended actions before they execute.

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Overview

DobermanCore/Doberman-Core is a Python tool licensed under Apache-2.0. Your AI's guard dog. Doberman sits at runtime, gating every input, output and tool call to stop unsafe or unintended actions before they execute. Topics: agent-security, ai-agents, ai-safety, authorization, guardrails, llm, llm-security, mcp, python, security.

Ranked #2424 out of 24846 indexed tools.

In the top 10% of all indexed tools.

Has 30 contributors.

Ecosystem

Python Apache-2.0 49 pypi/wk
agent-securityai-agentsai-safetyauthorizationguardrailsllmllm-securitymcppythonsecurity

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 280

280 stars → growing community

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 67%

153/228 issues closed → decent issue management

Contributors 10% 30

30 contributors → active community

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 49/wk

49 weekly installs → early adoption

Forks 43
Description Good
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Description low impact

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Freshness high impact

Last commit was 33 days ago — a recent commit would boost your freshness score

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for DobermanCore/Doberman-Core
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Matched Queries

topic:mcp

From the README

<div align="center">

# Doberman

**Adaptive Authorization & Runtime Guardrails for AI Coding Agents**

Your AI coding agent can run `rm -rf` on your repo, leak your API keys, or get tricked by hidden instructions into leaking data on its own, with no undo. Doberman is the guard dog on the execution path. It stops the dangerous call before it runs.

</div>

<p align="center">
  
  <br>
  <em><code>doberman demo</code> against the live dashboard (<code>doberman dash</code>): five attacks blocked as they happen, then a human denies a high-risk approval.</em>
</p>

> A guardrail that isn't on the execution path can only advise.

Doberman sits between the agent and its tools, through a transparent **MCP proxy** or **host hook** (MCP: Model Context Protocol, the standard interface between an agent and its tools; a hook is code the host runs automatically around a tool call), and turns every action into an explicit, auditable decision. Every tool call gets exactly one verdict, decided before
Read full README on GitHub →

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