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  • All entries123,134
  • Agents10,331
  • Applications7,010
  • Companies3
  • Concepts7
  • Hardware2,684
  • Industry6,761
  • Local Ai6,836
  • Model Releases35,386
  • Research28,731
  • Safety18,962
  • Syntheses30
  • Tools1,770
  • Tutorials4,623

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123,134Total entries
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13Categories

Knowledge catalogue

Search: “mcp”

GridTimelineEvolution
974 results
Model Releases

Qwen Image 2.1 Uncensored MCP

DGX agent

https://github.com/hypersniper05/MCP-Image-Generator-Uncensored Just wanted to share with you guys my workflow converted into an MCP. It's a Qwen Image 2.1 Uncensored MCP with a few extra models I fou

model-releasesr-stablediffusion
6 Oct 2026
Agents

Genie One MCP: Give any AI Agent the Right Business Context

DGX agent
Human
DGX agent

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**Genie One MCP: Give any AI Agent the Right Business Context** The guide introduces Genie One MCP as a framework for embedding relevant business context in artificial intelligence agents, enabling th

agentsdatabricks
22 Sept 2026
Model Releases

MCP was always a bad idea?

DGX agent

My comment on MCP was always a bad idea? — Hacker News.This article entirely misses the value that MCP brings today. Sure, there's almost no reason to use MCPs if you are running a full-blown terminal

model-releasessimon-willison
20 Sept 2026
Agents

Full Friday Showcase replay. We went deep on Replit MCP with Amadeo Pellicce (@amapel) and Jean-Luc Thumm (@jeanlucthumm) from the Foundry t…

DGX agent

Full Friday Showcase replay. We went deep on Replit MCP with Amadeo Pellicce (@amapel) and Jean-Luc Thumm (@jeanlucthumm) from the Foundry team, the two who built it. What MCP actually is, why we open

agentsreplit--x
5 Sept 2026
Model Releases

Public-Sharing Labels and Verbatim Field Egress in an MCP-to-A2A Agent Configuration: A Controlled Multi-Model Study

DGX agent

arXiv:2609.01693v1 Announce Type: cross Abstract: Safety properties assessed separately for Model Context Protocol (MCP) tool use and Agent2Agent (A2A) delegation need not describe behavior when one a

model-releasesarxiv-cs-ai
3 Sept 2026
Model Releases

The interns said they'd work late this week. Our MCP and I are just helping

DGX agent

The interns said they'd work late this week. Our MCP and I are just helping The smart home turned into a hobby. Apps, hubs, connectors that break with every firmware update. You gave the robot vacuum

model-releasesdiv-garg--x
28 Aug 2026
Agents

Agentic observability with Amazon OpenSearch Service MCP Apps

DGX agent

Amazon OpenSearch Service now supports MCP Apps, which return interactive visualizations alongside your AI agent's text responses. Learn how a single, locally run MCP server lets your agent move from

agentsaws-ml-blog
25 Aug 2026
Model Releases

From SQL Generation to Tool Selection: A Domain-Oriented Pattern for MCP Servers

DGX agent

arXiv:2608.22063v1 Announce Type: new Abstract: Agents built on Large Language Models (LLMs) increasingly reach enterprise data through the Model Context Protocol (MCP), and many MCP database servers

model-releasesarxiv-cs-ai
25 Aug 2026
Safety

AEGIS: Preventing Cross-Domain Resource Abuse in MCP

DGX agent

arXiv:2608.20481v1 Announce Type: cross Abstract: The Model Context Protocol (MCP) is an open source JSON-RPC protocol that standardizes how large language models (LLMs) interact with external systems

safetyarxiv-cs-ai
24 Aug 2026
Agents

A Gateway Architecture for Enterprise MCP Authentication: Unifying Heterogeneous Auth, Identity Delegation, and the User / Non-User Persona Problem

DGX agent

arXiv:2608.10760v1 Announce Type: cross Abstract: The Model Context Protocol (MCP) has become the de-facto interface for connecting LLM agents to enterprise tools, and adoption has been explosive: wit

agentsarxiv-cs-ai
12 Aug 2026
Model Releases

Governed MCP: Kernel-Level Tool Governance for AI Agents via Logit-Based Safety Primitives

DGX agent

arXiv:2604.16870v2 Announce Type: replace-cross Abstract: AI agents increasingly call external tools (file system, network, APIs) through the Model Context Protocol (MCP). These tool calls are the age

model-releasesarxiv-cs-ai
7 Jul 2026
Agents

DeltaMCP: Incremental Regeneration via Spec-Aware Transformation for MCP servers

DGX agent

arXiv:2605.28148v1 Announce Type: cross Abstract: The rapid development of LLMs coupled with the introduction of Model Context Protocol (MCP) has revolutionized how intelligent agents interact with AP

agentsarxiv-cs-ai
28 May 2026
Agents

Parsing documents with AI agents just got a lot more seamless🚀 We've rebuilt the LlamaParse MCP server to handle your document processing w…

DGX agent

Parsing documents with AI agents just got a lot more seamless🚀 We've rebuilt the LlamaParse MCP server to handle your document processing workflows, and you can connect it today to any MCP-compatible

agentsjerry-liu--x
29 Apr 2026
Agents

LM Studio 0.4.12 is out now - @Alibaba_Qwen Qwen3.6 support! - Nicer PDF exports for chats - MCP servers with OAuth work on Windows - Better…

DGX agent

LM Studio version 0.4.12 introduces support for Alibaba's Qwen 3.6 model, improved PDF export functionality for chat conversations, and fixes for MCP (Model Context Protocol) servers with OAuth authen

agentslm-studio--x
17 Apr 2026
Agents

Implementing defense-in-depth authorization for MCP tools on Amazon Quick

DGX agent

Learn how to enforce defense-in-depth authorization for Model Context Protocol (MCP) tools on Amazon Quick. This walkthrough wires Microsoft Entra ID group and claims-based JWTs through an Amazon Bedr

agentsaws-ml-blog
17 Sept 2026
Model Releases

Connected a local model (Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive-Q4_K_M) to GIMP via MCP tools using llama.cpp - and here's the image result from my first prompt 'can you draw a picture of a flower in gimp?'. Needs work. Setup follows.

DGX agent

can you draw a picture of a flower in gimp? So I ran through this setup to install the MCP server suite from GITHUB, it's pretty easy to follow the install - and installs the libraries necessary to co

model-releasesr-localllama
16 Sept 2026
Agents

we are rolling support for the new MCP spec in langchain and need feedback on our new API! with this new pattern you connect langchain agent…

DGX agent

we are rolling support for the new MCP spec in langchain and need feedback on our new API! with this new pattern you connect langchain agents to multiple MCP servers, hook up oauth, use elicitation w/

agentsharrison-chase--x
31 Aug 2026
Model Releases

Banger paper from Apple. If you build MCP servers, this can help you turn your specification into an evaluation suite. (bookmark it) It's ac…

DGX agent

Banger paper from Apple. If you build MCP servers, this can help you turn your specification into an evaluation suite. (bookmark it) It's actually a really neat idea that's easy to implement. And it s

model-releasesdair-ai--x
29 Aug 2026
Safety

When Agents Act on Web3: An Attack-Surface Survey of MCP, Skills, and Tool Calling

DGX agent

arXiv:2608.17275v1 Announce Type: cross Abstract: AI agents increasingly act rather than merely read: across the Model Context Protocol (MCP) ecosystem, the share of deployed tools that modify externa

safetyarxiv-cs-ai
19 Aug 2026
Model Releases

The Scaffolding Matters More Than the Interface: A Controlled Comparison of MCP and CLI Tool Use Across Seven Agent Scaffoldings, Five Language Models, and One Software Task

DGX agent

arXiv:2608.08654v1 Announce Type: new Abstract: How much an AI coding agent costs to run can depend more on the agent scaffolding that drives it than on the interface through which it reaches its tool

model-releasesarxiv-cs-ai
11 Aug 2026
Model Releases

Llama.cpp now has full MCP support!

DGX agent

After a long and grueling effort spearheaded by ngxson, llama.cpp now fully supports MCP for all protocols. Over-the-web HTTP servers were already supported in the client (since they don't require any

model-releasesr-localllama
25 Jul 2026
Model Releases

From Tool Connection to Execution Control: Benchmarking Security Invariants in MCP-Style Agent Runtimes

DGX agent

arXiv:2606.29073v1 Announce Type: cross Abstract: Model Context Protocol (MCP)-style ecosystems give language-model applications a practical connection layer for tools, resources, prompts, and transpo

model-releasesarxiv-cs-ai
30 Jun 2026
Agents

Description-Code Inconsistency in Real-world MCP Servers: Measurement, Detection, and Security Implications

DGX agent

arXiv:2606.04769v1 Announce Type: cross Abstract: The Model Context Protocol (MCP) has emerged as a critical standard empowering Large Language Models (LLMs) to utilize external tools. In this ecosyst

agentsarxiv-cs-ai
4 Jun 2026
Model Releases

MCP-Persona: Benchmarking LLM Agents on Real-World Personal Applications via Environment Simulation

DGX agent

arXiv:2606.02470v1 Announce Type: new Abstract: The Model Context Protocol (MCP) has emerged as a transformative standard for connecting large language models (LLMs) with external data sources and too

model-releasesarxiv-cs-ai
2 Jun 2026
Agents

mcp-proto-okn: Natural-language access to open scientific knowledge graphs through the Model Context Protocol

DGX agent

arXiv:2605.30283v1 Announce Type: new Abstract: MCP Server Proto-OKN (mcp-proto-okn) is a Python-based Model Context Protocol server that enables AI assistants to discover, inspect, query and integrat

agentsarxiv-cs-ai
29 May 2026
Model Releases

The LlamaParse MCP got a new face, and it is now easier than ever to run document processing workflows from your agents🚀 We refactored our …

DGX agent

The LlamaParse MCP got a new face, and it is now easier than ever to run document processing workflows from your agents🚀 We refactored our MCP to have: - Direct integration with our Parse, Classify an

model-releasesjerry-liu--x
29 Apr 2026
Agents

Machine Learning-Based Detection of MCP Attacks

DGX agent

arXiv:2604.10534v1 Announce Type: cross Abstract: The Model Context Protocol (MCP) is a new and emerging technology that extends the functionality of large language models, improving workflows but als

agentsarxiv-cs-ai
14 Apr 2026
Safety

A Safety-Bounded SDC-to-MCP Gateway for Medical AI Agents

DGX agent

arXiv:2609.31358v1 Announce Type: cross Abstract: The Model Context Protocol (MCP) provides a common interface through which AI applications discover and use external resources and tools. It allows la

safetyarxiv-cs-ai
28 Sept 2026
Model Releases

Lit Review on Benchmarking LLMs Running in your phone!: MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments

DGX agent

Back to reading about LLMs as agents on your phone doing GUI tasks! This time I read about MobileWorld: Benchmarking Autonomous Mobile Agents in Agent-User Interactive and MCP-Augmented Environments a

model-releasesr-localllama
7 Sept 2026
Model Releases

CASCADE: A Component Ablation and Corpus Audit of a Layered Local Defense for MCP-Based Systems

DGX agent

arXiv:2604.17125v2 Announce Type: replace-cross Abstract: The Model Context Protocol (MCP) widens the prompt injection attack surface of large language model applications to tool descriptions, paramet

model-releasesarxiv-cs-ai
4 Sept 2026
Model Releases

Adding a custom MCP server to Claude and ChatGPT

DGX agent

TIL: Adding a custom MCP server to Claude and ChatGPT Connecting a custom MCP server to Claude and ChatGPT's standard chat interfaces is possible, but can take quite a few steps. Tags: ai, generative-

model-releasessimon-willison
29 Jul 2026
Agents

Happy Stateless MCP day!

DGX agent

Happy Stateless MCP day! I just got taught that you can use Cloudflare's AI Playground: https://playground.ai.cloudflare.com/ to play with MCP servers like: https://keyboardia.dev/mcp or: https://agen

agentssimon-willison--x
28 Jul 2026
Safety

Euclid-MCP: A Model Context Protocol Server for Deterministic Logical Reasoning via Prolog

DGX agent

arXiv:2607.21412v1 Announce Type: new Abstract: Large Language Models (LLMs) excel at natural language understanding and generation but remain unreliable for multi-step logical reasoning, especially i

safetyarxiv-cs-ai
24 Jul 2026
Model Releases

MCP Server Architecture Patterns for LLM-Integrated Applications

DGX agent

arXiv:2606.30317v1 Announce Type: cross Abstract: The Model Context Protocol (MCP), introduced by Anthropic in November 2024, defines a standardized interface for connecting large language models (LLM

model-releasesarxiv-cs-ai
30 Jun 2026
Model Releases

The MCP debate last November at AIE Code was a ton of fun. Does anything feel worth debating at @aiDotEngineer WF? Last time this came toget…

DGX agent

The MCP debate last November at AIE Code was a ton of fun. Does anything feel worth debating at @aiDotEngineer WF? Last time this came together in under a week… So if you want it let’s do it. What sho

model-releasesswyx--x
21 Jun 2026
Agents

Integrating AWS API MCP Server with Amazon Quick using Amazon Bedrock AgentCore Runtime

DGX agent

This post shows you how to use Amazon Bedrock AgentCore Runtime with Model Context Protocol (MCP) support to connect Amazon Quick with AWS services through the AWS API MCP Server, creating a conversat

agentsaws-ml-blog
21 May 2026
Agents

Ship it. Measure it. All in one flow. @Mixpanel is on Replit MCP. See it live at the London hackathon next week 👇

DGX agent

Ship it. Measure it. All in one flow. @Mixpanel is on Replit MCP. See it live at the London hackathon next week 👇 Mixpanel is live in the Replit MCP marketplace! Devs building on @Replit can pull prod

agentsreplit--x
14 May 2026
Agents

MCP vs. CLI Skills for agents: what our eval found (and which you should use)

DGX agent

Twitter said pick a side. The eval said the question was wrong. Six months ago, MCP (model context protocol) was the hot new thing: tool usage with a built-in discovery... The post MCP vs. CLI Skills

agentsarize-ai
1 May 2026
Agents

Skills and MCP and CLI, oh my!

DGX agent

This article likely explores the integration of Model Context Protocol (MCP) with Pinecone's skills, CLI tools, and plugin ecosystem for building AI applications. It probably covers how developers can

agentspinecone
22 Apr 2026
Agents

Security Threat Modeling for Emerging AI-Agent Protocols: A Comparative Analysis of MCP, A2A, Agora, and ANP

DGX agent

arXiv:2602.11327v2 Announce Type: replace-cross Abstract: The rapid development of the AI agent communication protocols, including the Model Context Protocol (MCP), Agent2Agent (A2A), Agora, and Agent

agentsarxiv-cs-ai
20 Apr 2026
Agents

LangSmith MCP is invisibly underrated One hour to improve an agent from zero observability to 78% cache hit rate - Prompt costs down 70% The…

DGX agent

LangSmith MCP is invisibly underrated One hour to improve an agent from zero observability to 78% cache hit rate - Prompt costs down 70% The single most useful MCP tool for building agents, ever 🔥 htt

agentsharrison-chase--x
11 Apr 2026
Model Releases

Pinecone now has a native extension for Gemini CLI. gemini extensions install https://github.com/pinecone-io/gemini-cli-extension → 9 MCP to…

DGX agent

Pinecone now has a native extension for Gemini CLI. gemini extensions install https://github.com/pinecone-io/gemini-cli-extension → 9 MCP tools → 7 skills (quickstart, query, assistant, RAG and more)

model-releasespinecone--x
10 Apr 2026
Agents

Introducing stateful MCP client capabilities on Amazon Bedrock AgentCore Runtime

DGX agent

In this post, you will learn how to build stateful MCP servers that request user input during execution, invoke LLM sampling for dynamic content generation, and stream progress updates for long-runnin

agentsaws-ml-blog
9 Apr 2026
Model Releases

MCP Error Messages Written for Developers Hurt the Most Capable Agents Most

DGX agent

arXiv:2609.35381v2 Announce Type: replace-cross Abstract: Many Model Context Protocol (MCP) servers wrap web APIs built for human developers, and their error messages tell the reader to run a command,

model-releasesarxiv-cs-ai
30 Sept 2026
Agents

Komprise combats ‘MCP bloat’ with a universal interface for AI agents to access enterprise data

DGX agent

Big data management company Komprise Inc. is trying to make life easier for artificial intelligence agents and large language models that leverage the open-source Model Context Protocol to access thir

agentssiliconangle
29 Sept 2026
Model Releases

Zer0Fit - Zero-shot predictions, classifications, and regressions using Google ML research models running locally as a dockerized MCP

DGX agent

AI grad student here. With all the recent interest in Jev, I thought I would share something I built la few months ago that brings ML models and LLMs together in a different way than Jev does for diff

model-releasesr-localllama
27 Sept 2026
Model Releases

PentestChain: A Cost-Aware, MCP-Orchestrated Framework for Automated Penetration Testing with Free-Tier LLMs

DGX agent

arXiv:2609.18120v1 Announce Type: cross Abstract: AI-driven penetration testing has been demonstrated with premium frontier models such as GPT-4, but the per-engagement token cost makes continuous, au

model-releasesarxiv-cs-ai
17 Sept 2026
Model Releases

LLM within MCP Matters: Measuring Inefficient Resource Utilization Driven by LLMs

DGX agent

arXiv:2608.08467v1 Announce Type: new Abstract: The Model Context Protocol (MCP) standardizes how servers expose data and tools to Large Language Models (LLMs). A common server design embeds frequentl

model-releasesarxiv-cs-ai
11 Aug 2026
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