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Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.

Object-storage native graph database with branching and typed ontology

Self-Hosted API Management for Builders

MCP Router — development, support and security updates ended 2026-09-18. Historical source and final release for existing users.

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

AI Safety HOT: daily AI safety news, papers and incidents in one place — jailbreaks, prompt injection, alignment, evals, governance. Website, daily digest, RSS and MCP.

Enable AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).

directory for Awesome MCP Servers

A search-first, profile-aware reverse-engineering workspace for AI agents — 735 tools across 36 domains in one MCP server.

Browser and desktop automation with an MCP server for AI assistants. Record macros or write JavaScript to automate websites, extract data, and control desktop apps with OCR and image recognition.

MCP server for GitLab: 288 tools for projects, MRs, issues, pipelines, wikis and more via the GitLab REST/GraphQL API

All-in-One malware analysis tool.

Curated reverse-engineering tools and learning resources for binaries, apps, firmware, formats, and protocols.

Open Science Desktop — local-first, model-agnostic AI research workbench for macOS, Windows & Linux. Open-source Claude Science desktop alternative built on Tauri + MCP + agent skills.

A Intelligent and Visual Process Automation System, ticket, workflow, MCP

Turn meetings into live agent loops. Record, transcribe, and analyze meetings with real-time AI intelligence — before, during, and after calls.

High-performance multi-data-source database client — ~30MB, AI & MCP ready, zero Electron bloat. | 高性能多数据源数据库客户端：约 30MB，AI 与 MCP 就绪，告别 Electron 膨胀。

superglue's AI agents connect, migrate and implement enterprise systems. Cloud-hosted or on your own infrastructure.

Let AI use your iPhone or Android phone, with you in the loop: any MCP agent from macOS, Windows or Linux, or Pinky itself, right on the phone.

Unified real-time search MCP server supporting general web search, vertical domain search, parallel batch search, and full-page URL content extraction.

AI-native, free, open-source alternative to Jira, Trello, ClickUp & Monday. Built for Scrum teams where humans and AI agents collaborate as equals — on the same board, the same sprints, the same goals. Self-hosted. Fully customizable via config and plugins.

One-stop shop for building AI-powered products and businesses with Stripe.

Reliable AI Skill + MCP toolkit for agent-driven desktop CAD automation.

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs

查询 A 股、美股、港股与场内基金行情，并通过 Node.js、浏览器、CLI 或 MCP 快速接入。

为前端设计的无需 Python、无需后端服务、零依赖的获取股票数据 JavaScript SDK。

Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

✨ Agentic chat experience in your terminal. Build applications using natural language.

Official Microsoft Learn MCP Server and CLI tool – powering LLMs and AI agents with real-time, trusted Microsoft docs & code samples.

Self-hosted iOS & Android simulator streaming for the whole team

A macOS app that provides an MCP server to your Messages, Contacts, Reminders and more

The world's law in git: any provision, any country, any date, and the law that wrote each word.

Connect your browser to AI models. Just use Dia on Chrome, Arc or Firefox.

Open-source OSINT agent: 21 public-source tools behind natural-language chat, an MCP server and a Claude Code plugin. Passive by default, no keys to start.

A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

Rust profiler for CPU, memory, SQL, HTTP, and async performance, with Prometheus and Grafana support.

The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.

OpenChoreo is an internal developer platform for Kubernetes

MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.

For EHRs, payer portals, and any app your team clicks through. A person or an agent shows the task; OpenAdapt turns it into a local program that repeats the steps with no model calls, checks each save, and stops when something doesn't match.

Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools

MCP Server para 70 APIs públicas brasileiras

AI-native workspace for local shells and remote machines in Rust+GPUI. Combines split-pane SSH, SFTP, remote file editing, and MCP tools with the semantic coloring and free-type input ergonomics familiar from WindTerm. Zero WebView, zero OpenSSL, zero telemetry, and no app subscription.

DeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export.

Plik is a temporary file upload system (Wetransfer like) in Go.

🧡 Turn your API spec into type-safe code. Generate TypeScript types, API clients, hooks, validators and mocks from a spec such as OpenAPI.

Open-source CRM your AI agents can read and update: companies, people, opportunities, tasks and notes. REST API, self-hosted or cloud.

Open-source AI pentester that proves every finding. Machine oracles re-run each exploit; verified bugs ship a proof capsule you can replay yourself.

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨