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Provides tools for AI agent persona management, safety verification, and efficient swarm memory synchronization across multiple agents. It enables users to search and install personas while utilizing a token-efficient Git-based workflow for maintaining shared project context.

LLM inference latency, token usage and cost tracer

Researched knowledge for AI agents. Canonical answers from official sources.

MCP Toolz is a context management and todo persistence server designed specifically for Claude Code workflows, enabling seamless sharing of conversation contexts, code snippets, and todo lists across sessions through a shared SQLite database. Built by Taylor Leese, it provides AI-powered second opinions by integrating with both OpenAI's ChatGPT and Anthropic's Claude APIs, allowing users to get alternative perspectives on their saved contexts. The server offers tools for saving, searching, and retrieving contexts by project, session, or tags, along with todo snapshot management that maintains active state across different projects, making it useful for maintaining continuity in development workflows, getting AI feedback on code decisions, and preserving work context between Claude Code sessions.

Coolify-ready self-hosted OpenConnector deployment template for MCP, OpenAPI actions, OAuth connectors, API integrations, and AI automation.

MCP-Tekton is a proof-of-concept server that integrates Tekton CI/CD pipelines with AI assistants. Developed by the OpenShift Pipelines team, it provides tools for starting pipelines and monitoring pipeline runs in Kubernetes environments. The implementation uses Kubernetes client libraries to interact with Tekton resources and includes informers to track pipeline run status changes. It's particularly useful for DevOps teams who want to enable AI assistants to manage CI/CD workflows through natural language commands, allowing for pipeline execution and status monitoring without requiring direct cluster access.

MobOpinions Survey Light as MCP tools: build, target, launch and analyse consumer surveys from Claude, ChatGPT or Cursor (remote server, OAuth 2.1)

The CoRT MCP Server implements Chain-of-Recursive-Thoughts methodology that enhances AI reasoning by making models argue with themselves repeatedly across multiple rounds. Developed by KunihiroS based on PhialsBasement's original work, it features multi-LLM inference that randomly selects different models for each alternative response, enhanced evaluation prompts, and detailed logging capabilities. The server integrates with OpenAI and OpenRouter APIs, supporting various LLMs including GPT-4, Llama, Gemini, and Mistral models. It's particularly valuable for complex problem-solving scenarios where deeper, more thorough reasoning is required to generate optimal responses.

Hard disk drive arm scheduling algorithms: SCAN (Elevator algorithm) and head movement optimization.

A lightweight Model Context Protocol (MCP) server that gives AI assistants direct control over your local VirtualBox environment to manage VMs, snapshots, and guest execution.

Mailchimp via MCP: draft, test, and send campaigns; manage audiences and subscribers; pull reports.

Real-time companion monitor for OpenClaw agents.

Mailgo Campaign Suite MCP Server AI-powered cold email campaign management through Model Context Protocol (MCP). Overview Mailgo Campaign Suite MCP Server connects your AI assistant directly to the Mailgo cold email platform. Through natural conversation, you can verify email addresses, claim pre-warmed mailboxes, launch campaigns, manage their lifecycle, and pull

Android Tools provides MCP-compatible access to Android developer tooling through ADB (Android Debug Bridge). It enables managing connected devices, installing and launching apps, capturing logs, and running shell commands on Android devices. Built in Kotlin, it integrates directly with the Android SDK toolchain.

Enables AI agents to send messages to human users via chat platforms (currently Discord) and optionally wait for human responses, facilitating human-in-the-loop interactions.

MVP de gestion de voyage : Laravel 12, MySQL, Redis, Leaflet.js et déploiement automatisé via GitHub Actions sur AWS.

MCP-Bocha is a server that connects AI assistants to Bocha AI's web search capabilities, enabling them to retrieve up-to-date information from the internet. Developed by HumanSean under the MIT license, it provides a single tool for performing web searches with customizable parameters including freshness filters, domain inclusion/exclusion, and result summarization. The implementation is built with TypeScript using the FastMCP framework and communicates via stdio transport, making it particularly valuable for AI agents that need to access current web information for research, fact-checking, or answering time-sensitive queries.

Live interactive canvas sandbox for React and SVG visual artifacts (Artifacts style)

MCP server for searching 70,000+ cruise voyages, 678 ships, and 62 cruise lines. Works with Claude, ChatGPT, Cursor, and any MCP client.

Database schema relational graph to LLM context window compressor (Polygres style)