"A tool for inspecting and debugging Model Context Protocol (MCP) servers" matching MCP servers:

Model Context Protocol Server
RAG Systems Search Agent Orchestration
arkeodev
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security
A
license
-
quality
Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
Last updated 2025-04-27
2
MIT
gdb and rr Debugging
Developer Tools
schuay
A
security
A
license
-
quality
MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.
Last updated 2026-03-15
34
1
MIT
Model Context Protocol Demo
RAG Systems Finance Hybrid
digital-duck
-
security
A
license
-
quality
A demonstration server for the Model Context Protocol (MCP) that exposes calculator and Yahoo Finance tools, allowing LLMs to interpret natural language requests and make tool calls via the MCP standard.
Last updated 2025-06-09
1
Apache 2.0
Debugging MCP Server
Developer Tools Testing & QA Tools Local
luischang07
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security
F
license
-
quality
Enables LLMs to automatically diagnose coding errors through codebase search, test execution, and live debugger integration (DAP/V8 CDP). Provides a secure, policy-gated environment for investigating failures while preventing destructive operations.
Last updated 2026-04-05
JSON Mapping & Context MCP
Developer Tools Data Platforms Search
Bablu-singh
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security
F
license
-
quality
Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.
Last updated 2025-12-08
MCP - Model Context Protocol
RAG Systems Vector Databases Autonomous Agents
eversonpereira
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security
F
license
-
quality
A conversational application server that integrates LLM capabilities via Ollama with vector memory context, supporting multiple users, sessions, automatic history summarization, and a plugin system for executing real actions.
Last updated 2025-05-07
Model Context Protocol Server
RAG Systems Databases Search
Shekharmaheswari85
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security
F
license
-
quality
A middleware server that intelligently routes AI model queries to appropriate data sources, providing contextual information to enhance AI responses.
Last updated 2025-06-14
Model Context Protocol Server
Code Execution Developer Tools Shell Access
kanwardeep007
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security
F
license
-
quality
An MCP server for integrating AI models with client applications, allowing for structured interactions with APIs using command-line arguments for authentication and configuration.
Last updated 2025-07-25
3,006
Telos Model Context Protocol
Blockchain Autonomous Agents
AporiaLabs
A
security
F
license
-
quality
An MCP server providing access to Telos, a philosophical AI mentor that combines rationalist thinking with stoic philosophy to offer personalized guidance and smart contract accountability on Solana.
Last updated 2025-07-27
1
67
1
Model Context Protocol Server
Knowledge & Memory Autonomous Agents Remote
BilgisayarKavramlari
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security
F
license
-
quality
A stateful gateway server for AI applications that solves the memory limitations of Large Language Models by maintaining separate conversation contexts for each user.
Last updated 2025-08-11
17
Model Context Protocol Server
RAG Systems Autonomous Agents Remote
ashishpatel26
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security
F
license
-
quality
A server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.
Last updated 2025-05-15
34
MongoDB MCP Server for LLMs
Databases RAG Systems Hybrid
nickiiitu
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security
A
license
-
quality
A Model Context Protocol server that enables LLMs to interact directly with MongoDB databases, allowing users to query collections, inspect schemas, and manage data through natural language.
Last updated 2025-06-26
307
2
MIT
Model Context Protocol Server
Agent Orchestration Developer Tools Autonomous Agents
hyen43
A
security
F
license
-
quality
A server built with mcp-framework that allows users to extend Claude's capabilities by adding custom tools that can be used through the Claude Desktop client.
Last updated 2025-04-21
3
80
Error Debugging MCP Server
Developer Tools Code Analysis Testing & QA Tools
firozanam
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security
A
license
-
quality
Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.
Last updated 2025-07-03
MIT
CMR Model Context Protocolofficial
Search Research & Data Open Data
podaac
A
security
F
license
-
quality
An MCP server that integrates AI retrievals with NASA's Common Metadata Repository (CMR), allowing users to search NASA's catalog of Earth science datasets through natural language queries.
Last updated 2026-03-14
1
4
Aviation Model Context
Travel & Transportation Location Services Weather Services
blevinstein
A
security
F
license
-
quality
Integration platform for aviation data sources including weather, NOTAMs, airport information, and flight planning APIs, enabling comprehensive pre-flight preparation and in-flight decision support.
Last updated 2025-05-13
1
7
8
Model Context Protocol (MCP)
RAG Systems Autonomous Agents Agent Orchestration
infinyte
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security
F
license
-
quality
A unified API server that enables interaction with multiple AI model providers like Anthropic and OpenAI through a consistent interface, supporting chat completions, tool calling, and context handling.
Last updated 2026-02-13
Spotify Model Context Protocol
Entertainment & Media Developer Tools App Automation
belljustin
A
security
A
license
-
quality
Enables creating Spotify playlists based on text descriptions by connecting Cursor editor to Spotify's API through OAuth authentication.
Last updated 2025-04-28
3
2
MIT
MCP (Model Context Protocol)
HarishGangula
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security
-
license
-
quality
A TypeScript implementation of a Model Context Protocol server and client that enables interaction with language models (specifically Mistral running on Ollama).
Last updated 2025-05-05
MCP (Model Context Protocol)
Code Execution Version Control Location Services
sainath1420
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security
F
license
-
quality
A server implementation demonstrating how AI models can interact with external tools and services through Model Context Protocol, featuring integrations for calculator functions, GitHub repositories, and Google Maps searches.
Last updated 2025-05-15
Model Context Protocol (MCP)
Developer Tools Agent Orchestration API Testing
suspicious-cow
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security
F
license
-
quality
A Python implementation of the MCP server that enables AI models to connect with external tools and data sources through a standardized protocol, supporting tool invocation and resource access via JSON-RPC.
Last updated 2025-05-12
1
Schwab Model Context Protocol
Finance API Testing Autonomous Agents
jkoelker
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security
A
license
-
quality
A server that implements the Model Context Protocol for Schwab API, allowing access to account information, positions, stock quotes, and order/transaction history designed for integration with Large Language Models.
Last updated 2026-04-16
41
MIT
SearXNG Model Context Protocol
Search Browser Automation Hybrid
aeon-seraph
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security
A
license
-
quality
A server that enables language models to perform web searches through SearXNG using the Model Context Protocol standard.
Last updated 2025-03-08
220
2
MIT
AWS Model Context Protocol
Cloud Platforms Shell Access Command Line
alexei-led
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security
A
license
-
quality
A lightweight service that enables AI assistants to execute AWS CLI commands through the Model Context Protocol (MCP), allowing AI tools to retrieve AWS documentation and interact with AWS services.
Last updated 2026-02-27
182
MIT
Model Context Protocol Python
Research & Data Search
vnkishortech
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security
F
license
-
quality
A Python implementation of the Model Context Protocol (MCP) server that enables searching and extracting information from arXiv papers, designed to be extensible with additional MCP tools.
Last updated 2025-07-05
Clicks Protocolofficial
Blockchain Finance Web3 & Decentralized Tech
clicks-protocol
A
security
A
license
A
quality
Autonomous DeFi yield for AI agents on Base. Query APY rates, agent status, payment splits, and referral stats. 4 read-only tools + 1 resource.
Last updated 2026-04-03
9
1
MIT
MCP - Model Context Protocol
Developer Tools Code Execution
CodePlayData
-
security
A
license
-
quality
A TypeScript wrapper library for the Model Context Protocol SDK that provides a simplified interface for creating MCP servers with tools, resources, and prompts without needing to work directly with the protocol.
Last updated 2025-08-17
8
AGPL 3.0
Ragie Model Context Protocol
RAG Systems Knowledge & Memory Remote
ragieai
A
security
A
license
-
quality
An MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.
Last updated 2026-02-04
30
87
MIT
Square Model Context Protocolofficial
App Automation E-commerce & Retail Developer Tools
square
A
security
A
license
-
quality
Enables AI assistants to interact with Square's Connect API through the Model Context Protocol standard, allowing for operations like managing customers, processing payments, and handling inventory.
Last updated 2026-02-14
3
106
95
Apache 2.0
Model Context Protocol Server
Blockchain Web3 & Decentralized Tech
tywenk
A
security
A
license
-
quality
A server that enables interaction with the Solana blockchain, providing access to over 40 Solana RPC methods including getting balances, transaction details, block information, and sending transactions.
Last updated 2025-03-18
44
4
MIT
IMCP - Insecure Model Context
Code Execution RAG Systems Security
nav33n25
A
security
F
license
-
quality
IMCP - Insecure Model Context Protocol The DVWA for AI Security! Welcome to IMCP – a deliberately vulnerable framework that exposes 16 critical security weaknesses in AI/ML systems. Whether you're a security researcher, developer, or educator, IMCP is your playground for hands-on learning about real
Last updated 2025-07-04
15
4
JavaScript
Apify Model Context Protocol
ampcome-mcps
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security
A
license
-
quality
Enables AI assistants to use Apify Actors as tools to perform specific tasks like web scraping, data extraction, and searching across various platforms through the Model Context Protocol.
Last updated 2025-07-15
11,943
Apache 2.0
Model Context Protocol
Databases Developer Tools Remote
endaoment
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security
F
license
-
quality
A server that allows AI models to interact with PostgreSQL databases through a standardized protocol, providing database schema information and SQL query execution capabilities.
Last updated 2026-01-07
2
Banking Model Context Protocol
Communication Security Remote
Abhinav-pyth
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security
F
license
-
quality
Implements a secure message communication protocol for handling exchanges between the banking chatbot and Azure OpenAI, providing message queuing, reliability, and detailed logging.
Last updated 2025-04-20
1
Model Context Protocol (MCP)
Developer Tools Code Execution Autonomous Agents
hideya
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security
A
license
-
quality
This server facilitates the invocation of AI models from providers like Anthropic, OpenAI, and Groq, enabling users to manage and configure large language model interactions seamlessly.
Last updated 2026-02-13
12
MIT
Model Context Protocol Multi
DHEERAJPRAKASH
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security
F
license
-
quality
Demonstrates custom MCP servers for math and weather operations, enabling multi-agent orchestration using LangChain, Groq, and MCP adapters for both local and remote tool integration.
Last updated 2025-07-21
1
Damn Vulnerable Model Context
Security Code Execution Autonomous Agents
harishsg993010
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security
F
license
-
quality
An educational project that deliberately implements vulnerable MCP servers to demonstrate various security risks like prompt injection, tool poisoning, and code execution for training security researchers and AI safety professionals.
Last updated 2025-12-08
1,277
Cloudzero Model Context
Cloud Platforms Search Local
burkestar
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security
A
license
-
quality
A server that allows users to query and analyze cloud cost data from Cloudzero using natural language through Large Language Models.
Last updated 2025-03-19
5
MIT
Perplexity Tool for Claude
RAG Systems Search Local
letsbuildagent
A
security
A
license
-
quality
A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.
Last updated 2024-12-05
1
5
MIT
OpenTK Model Context Protocol
Government Data Search Open Data
r-huijts
A
security
A
license
-
quality
A bridge between large language models and Dutch parliamentary data, providing access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer.
Last updated 2025-10-30
14
6
20
MIT
Model Context Protocol (MCP) -official
Code Execution Version Control Hybrid
UOR-Foundation
-
security
-
license
-
quality
A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.
Last updated 2025-10-01
Square Model Context Protocol
E-commerce & Retail Databases Hybrid
ampcome-mcps
A
security
A
license
-
quality
Allows AI assistants to interact with Square's connect API, providing access to Square's complete API ecosystem for managing payments, orders, customers, inventory, and more.
Last updated 2025-08-05
3
106
Apache 2.0
meMCP - Memory-Enhanced Model
mixelpixx
A
security
A
license
-
quality
A persistent memory system for Large Language Models (LLMs) that enables continuous learning and knowledge retention across sessions through the Model Context Protocol (MCP).
Last updated 2025-07-19
24
5
4
MIT
MCP Servers
Developer Tools Weather Services
fist-maestro
A
security
F
license
-
quality
A Node.js and TypeScript server project that provides a simple starter example with Express.js web server, supporting hot-reload, testing, and modular structure.
Last updated 2025-03-31
2
41
MCP Demo Application
Developer Tools Hybrid
mic-havock
-
security
F
license
-
quality
A comprehensive demonstration server that provides tools for calculations, weather, and note management alongside an interactive web interface. It showcases how AI assistants can seamlessly interact with external data sources and functions using the Model Context Protocol.
Last updated 2026-03-09
CTX: Context as Code (CaC)
RAG Systems Developer Tools Databases
context-hub
-
security
A
license
-
quality
CTX is a tool made to solve a big problem when chatting with LLMs like ChatGPT or Claude: giving them enough context about your project.
Last updated 2026-03-11
316
MIT
Vercel Functions MCP Server
Developer Tools Cloud Platforms Remote
mind-protocol
-
security
A
license
-
quality
A template for deploying MCP servers on Vercel with serverless functions. Includes example tools for rolling dice and fetching weather data to demonstrate basic tool implementation and API integration patterns.
Last updated 2025-11-01
MIT
Open Data Model Contextofficial
Open Data Research & Data RAG Systems
OpenDataMCP
-
security
A
license
-
quality
Access to many public datasets right from your LLM application.
Last updated 2024-12-20
148
MIT
SINT Protocol
Security Autonomous Agents Agent Orchestration
sint-ai
A
security
A
license
A
quality
Security-enforcing MCP proxy that sits between an AI agent and any number of downstream MCP servers, intercepting every tool call through a capability-token policy gateway that can allow, deny, or escalate to human approval before the call reaches any real tool. It also exposes built-in operator tools for approval workflows, audit trail queries, token management, voice/HUD output, and hierarchical
Last updated 2026-04-16
12
21
1
Apache 2.0
Context
Developer Tools Documentation Access Web Scraping
neuledge
-
security
A
license
-
quality
Local-first documentation for AI agents
Last updated 2026-04-09
374
150
Apache 2.0

"A tool for inspecting and debugging Model Context Protocol (MCP) servers" matching MCP servers:

CMR Model Context Protocolofficial

Clicks Protocolofficial

Square Model Context Protocolofficial

Model Context Protocol (MCP) -official

Open Data Model Contextofficial