Skip to content
Preprint

Same Name, Different Server: A Security Census of Silent Drift in the Model Context Protocol Ecosystem

Sep 2026 · 2 citations · 25 references
Computer Science

TL;DR

A census of the Model Context Protocol ecosystem, derived concrete recommendations for registry design, client-side pinning, and scanner triage, and release an anonymized artifact.

Abstract

The Model Context Protocol (MCP) has become the common interface through which large language model applications reach external tools, and its public registry now distributes thousands of community-built servers with little of the vetting infrastructure that mature package ecosystems have accumulated. This paper reports a census of that ecosystem. We harvested the full public MCP registry (21,643 servers, 72,606 version records, August 2026 snapshot), fetched source code for 14,353 servers, and applied a pattern-based scanner covering an eight-class threat catalogue whose accuracy we measured against 414 hand-labeled findings. Observed prevalence is dominated by unauthenticated network exposure (9.57% of scanned servers); after correcting each class by its measured precision, 11.14% observed high-severity prevalence reduces to roughly 7.6%. The central finding concerns instability rather than any single weakness: 51.1% of multi-version servers changed what they advertise between versions, 40.6% did so silently, and 4.2% redirected their remote endpoint to a different host while keeping their registry identity, a change the protocol never surfaces to installed clients. Silent drift is associated with nearly threefold higher odds of a high-severity finding (OR = 2.96, 95% CI [2.56, 3.42]). Popularity offers only weak protection (OR = 0.78 per unit of log stars), so star counts are a poor proxy for safety. We derive concrete recommendations for registry design, client-side pinning, and scanner triage, and release an anonymized artifact.

View source

Similar papers

#artificial intelligence Preprint Sep 2026

What a Random Draw from the MCP Registry Contains, and What Tool-Use Benchmarks Contain Instead

Studies of the Model Context Protocol (MCP) server ecosystem draw their samples in ways that quietly select for servers that work: reference sets, popularity lists, hand-curated frames, or pipelines that repair a server until it starts. We report what an unrepaired probability sample actually contains. From a 24,135-se...

H. M. Afsar · 0 citations
Open access Aug 2026

Middleware-Assisted Dynamic IP Blacklisting for MikroTik RouterOS Using Flask and AbuseIPDB: A Single-Site Operational Case Study

The engineering contribution is a RouterOS-oriented integration pattern that isolates the provider credential, transforms the reputation feed into an ingestible plaintext representation, and bounds router-side processing through pagination and defensive validation.

Ardiansyah Ardiansyah, Hartinah Hartinah, Wahyuddin Saputra · 1 citation
Conference Aug 2026

Architectural Adaptations of the Client-Server Model for Calling External AI Tools via API Key

The consolidation of Large Language Models (LLMs) as active components in software development has exposed critical limitations in the traditional two-tier client-server architecture, which was not designed to manage programmatic credentials of high sensitivity, orchestrate concurrent calls to heterogeneous external to...

Mauricio Rojas Contreras · 0 citations
Open access Sep 2026

Anti-Entropy Mechanisms in Distributed Security Data Platforms: Achieving Single-Digit Minute Latency at Cloud Scale

The findings indicate that continuous, priority-aware anti-entropy reconciliation offers a more favorable latency-correctness-cost balance for security-critical data platforms than either of the two conventional extremes, with direct implications for how cloud providers protect infrastructure supporting government, fin...

Rahul Kizhakkepachilamakol · 0 citations
Review Open access Aug 2026

Evolution of Web Application Attacks: A Systematic Analysis of the Current Threat Landscape and Emerging Security Challenges

This research evaluates how these threats have metastasized and traces the origins of modern security vectors to determine if established defensive protocols remain effective against increasingly complex modern exploitation tactics, and reveals a definitive and strategic maturation in adversarial approach.

Irene I. Eda, Jose Marcelito D. Brigoli, Teodoro B. Comayas et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.