Methods to store and persist memories for AI systems – MCP servers

Matching MCP tools:

Matching MCP servers:

Systems MCP
lethain
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security
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An MCP server that allows users to run and visualize systems models using the lethain:systems library, including capabilities to run model specifications and load systems documentation into the context window.
Last updated 4 months ago
2
15
MIT License
Store MCP Server
mariano-cecowski
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security
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license
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Enables AI agents to store and retrieve information persistently using key-value pairs with JSON file-based storage. Supports storing, retrieving, listing, deleting, and searching data across sessions.
Last updated 2 months ago
Turbify Store MCP Server
benpeke
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security
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license
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Provides tools to create, update, delete, and search catalog items through the Turbify Store Catalog API.
Last updated 4 months ago
6
Skill-to-MCP
biocontext-ai
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security
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license
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quality
Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
Last updated a month ago
3
8
Apache 2.0
app-store-connect-mcp-server
JoshuaRileyDev
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security
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An MCP server to communicate with the App Store Connect API for iOS Developers
Last updated 3 months ago
34
150
MIT License
App Store Connect MCP Server
concavegit
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security
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Enables interaction with Apple's App Store Connect API through natural language to manage apps, beta testing, localizations, analytics, sales reports, and CI/CD workflows for iOS and macOS development.
Last updated a month ago
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34
MIT License

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Swagger to MCP
suhailtajshaik
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security
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license
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Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.
Last updated 5 days ago
MIT License
code-to-tree
micl2e2
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security
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code-to-tree
Last updated 7 months ago
67
MIT License
Divide and Conquer MCP Server
landicefu
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security
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Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.
Last updated 5 months ago
15
66
7
MIT License
Omi Memories MCP Server
Ritesh2351235
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security
F
license
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A Model Context Protocol server that enables access to Omi memories from a specific user account through a tool interface.
Last updated 8 months ago
1
349
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OpenAPI to MCP Server
TykTechnologies
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security
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license
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A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.
Last updated 5 months ago
3
28
30
MIT License
Dev.to MCP Server
nickytonline
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security
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Enables interaction with the dev.to platform through its public API. Allows users to retrieve articles, user profiles, tags, comments, and perform article searches without requiring authentication.
Last updated 2 months ago
38
Account and Transaction MCP
ag2-mcp-servers
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security
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license
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An MCP Server that provides a conversational interface to the UK Open Banking account information API, allowing agents to interact with bank account data through natural language commands.
Last updated 5 months ago
Talk to Figma MCP
pipethedev
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security
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license
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Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.
Last updated 6 months ago
38
1,225
MIT License
REST-to-Postman MCP
runninghare
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security
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license
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quality
Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postman collections and environments, helping developers automatically sync their API endpoints with Postman.
Last updated 8 months ago
2
1
Debugg AI MCPofficial
debugg-ai
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security
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Debugg AI MCP
Last updated 2 months ago
1
76
68
MIT License
GCP Billing and Monitoring MCP
RadiumGu
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security
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Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
Last updated 16 days ago
40
1
Apache 2.0
Excel to PDF Converter
kmexnx
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security
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license
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An MCP server that converts Excel and Apple Numbers files to PDF format, enabling AI assistants like Claude to perform file conversion directly through conversation.
Last updated 4 months ago
2
49
3
MIT License
BCB Payment Methods MCP Server
derikfernandes
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security
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license
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Enables access to Brazil's Central Bank (BCB) Open Data API for payment methods, allowing queries about PIX, card transactions, ATM terminals, interchange rates, and other payment statistics through natural language.
Last updated a month ago
8
MIT License
Claude-to-Gemini MCP Server
Yoon-jongho
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security
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license
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quality
Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.
Last updated 21 days ago
2
MIT License
Hi-AI
ssdeanx
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security
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license
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AI development assistant with 36 specialized tools for memory management, code analysis, project planning, and problem-solving through natural language interactions in Korean and English.
Last updated 10 days ago
1
MIT License
Google Calendar and Meet MCP
INSIDE-HAIR
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security
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license
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Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.
Last updated 3 months ago
1
translator-ai
DatanoiseTV
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security
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license
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Enables translation of JSON i18n files to multiple languages using various AI providers (Google Gemini, OpenAI, Ollama/DeepSeek) with intelligent caching and deduplication.
Last updated 6 months ago
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4
AI_SYNC MCP Server
baonpNexle
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security
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license
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Connects GPT-4 to a merchant store API, allowing users to query and manage store data for the Tnc_Store merchant through natural language interactions.
Last updated 4 months ago
MCP Server for Splunk
deslicer
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security
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license
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Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
Last updated 16 days ago
17
Apache 2.0
Multi-AI MCP Server for Claude
RaiAnsar
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security
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Connects Claude Code with multiple AI models (Gemini, Grok-3, ChatGPT, DeepSeek) simultaneously, allowing users to get diverse AI perspectives, conduct AI debates, and leverage each model's unique strengths.
Last updated 3 months ago
123
MIT License
Talk to Figma MCP
grab
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security
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license
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quality
An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.
Last updated a month ago
19
1,225
5,777
MIT License
MCP AI Memory
scanadi
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security
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license
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Enables AI agents to store, retrieve, and manage contextual knowledge across sessions using semantic search with PostgreSQL and vector embeddings. Supports memory relationships, clustering, multi-agent isolation, and intelligent caching for persistent conversational context.
Last updated 16 days ago
13
41
MIT License
WebScraping-AI MCP Serverofficial
webscraping-ai
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security
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license
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Interact with WebScraping.AI API for web data extraction and scraping
Last updated 16 days ago
7
25
35
Hi-AI
su-record
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security
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license
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A simple AI development tool that helps users interact with AI through natural language commands, offering 29 tools across thinking, memory, browser, code quality, planning, and time management capabilities.
Last updated 8 days ago
33
18
1
MIT License
SAP OData to MCP Server
lemaiwo
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security
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license
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Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data for querying, creating, updating, and deleting business entities through SAP BTP integration.
Last updated a month ago
11
93
MIT License
Markdown to HTML MCP Server
1623311678
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security
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license
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An MCP server that converts Markdown to HTML, supporting both stdio and HTTP interfaces for easy integration with Cursor and other MCP clients.
Last updated 6 months ago
1
8
Talk to Figma MCP
yhc984
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security
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license
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Enables Cursor AI to interact with Figma designs, allowing users to read design information and programmatically modify elements through natural language commands.
Last updated 9 months ago
38
1,225
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Claude Talk to Figma MCP
arinspunk
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security
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Enables Claude Desktop and other AI tools to interact directly with Figma, allowing for powerful AI-assisted design capabilities through natural language commands.
Last updated 4 months ago
43
213
254
MIT License
MCP Figma to React Converter
StudentOfJS
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security
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Converts Figma designs into React components with TypeScript and Tailwind CSS by extracting components from Figma files and transforming them into ready-to-use code.
Last updated 8 months ago
63
MIT License
mem0 MCP Server for Project
KunihiroS
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security
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license
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A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.
Last updated 7 months ago
6
MCP Server for stock and
aahl
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security
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MCP Server for stock and crypto
Last updated 23 days ago
11
254
MIT License
SAP OData to MCP Server
Raistlin82
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security
A
license
A
quality
Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data including querying, creating, updating, and deleting entities through SAP BTP integration.
Last updated 3 months ago
19
11
4
MIT License
Web-To-MCP
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security
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license
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Bridge the gap between design and code. Send pixel-perfect website components directly to Cursor or Claude Code using Model Context Protocol (MCP). No more screenshots or descriptions needed.
Clipboard to Supabase MCP
martinbowling
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security
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license
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A local agent that monitors your system clipboard, automatically uploads copied images to Supabase Storage, and replaces the clipboard content with the public URL for immediate sharing.
Last updated 7 months ago
2
1
Cursor Talk to Figma MCP
andreycretsu
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security
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license
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Enables Cursor AI to communicate with Figma for reading designs and modifying them programmatically, allowing users to automate design tasks through natural language.
Last updated 6 months ago
38
1,225
MIT License
Cursor Talk To Figma MCP
toiletmadarchut
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security
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license
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Enables users to control the cursor in Figma through verbal commands using an agentic AI agent, streamlining the design process with a new interaction method.
Last updated 8 months ago
19
1,225
1
claude-debugs-for-you
jasonjmcghee
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security
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license
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Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
Last updated 4 months ago
0
473
MIT License
DevOps AI Toolkit
vfarcic
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security
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Enables intelligent Kubernetes deployments, automated documentation testing, organizational pattern management, and shared prompt libraries. Provides AI-powered recommendations based on cluster capabilities and automates DevOps workflows through conversational interfaces.
Last updated 2 days ago
1,039
235
MIT License
Call For Papers MCP
alperenkocyigit
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security
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license
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Enables searching for upcoming academic conferences and events from WikiCFP by keywords, returning detailed information including dates, locations, submission deadlines, and related resources.
Last updated a month ago
3
GPL 3.0
MCP Server For Local
Dreamboat-Rachel
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security
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license
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A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.
Last updated 8 months ago
1
14
Apache 2.0
Excel to JSON MCP by
he-yang
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security
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license
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The Excel to JSON MCP provides a standardized interface for converting Excel and CSV data into JSON format using the Model Context Protocol.
Last updated 4 months ago
4
JSON to Excel MCP by
he-yang
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security
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license
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The JSON to Excel MCP provides a standardized interface for converting (1)JSON data (2)URL pointing to JSON files into CSV format
Last updated 4 months ago
1

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