"A server for helping with designing complex machine learning tasks" matching MCP servers:

• MCP Self-Learning Server

  saralegui-solutions

  F

  license

  C

  quality

  -

  maintenance

  Enables autonomous learning from interactions through pattern recognition and machine learning techniques. Continuously improves performance by analyzing tool usage, providing predictive suggestions, and sharing knowledge across MCP servers.

  Last updated 2025-08-30

  8

  2

• veyra-tasks

  Aquariosan

  A

  license

  -

  quality

  D

  maintenance

  Task manager for AI agents with projects, priorities, and status tracking. Reads are free, writes require Veyra commit mode.

  Last updated 2026-04-15

  10

  MIT

• io.github.DiaaAj/a-mem-mcp

  DiaaAj

  A

  license

  -

  quality

  D

  maintenance

  A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.

  Last updated 2026-01-17

  34

  MIT

• Self-Learning MCP

  ByronAP

  A

  license

  -

  quality

  B

  maintenance

  Enables AI agents to learn from their work by recording tasks, extracting patterns, detecting mistakes, and proactively surfacing insights, all using the agent's own model through a cooperative intelligence pattern.

  Last updated 2026-08-05

  MIT

• phone-a-friend-mcp-server

  abhishekbhakat

  A

  license

  -

  quality

  C

  maintenance

  Enables AI-to-AI consultation for critical thinking and complex reasoning via OpenRouter, allowing one AI to delegate tasks to another AI model.

  Last updated 2025-07-01

  10

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  D

  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Machine 2 Machine Protocol

  AndreaRettaroli

  A

  license

  -

  quality

  F

  maintenance

  Enables AI agents to autonomously request services from other specialized agents and compensate them via x402 micropayments. Demonstrates a Machine-to-Machine economy using A2A protocol for agent communication, MCP for context management, and blockchain-based payments on Base network.

  Last updated 2025-06-25

  189

  1

  MIT

• MCP for Vivado

  lzw12123

  F

  license

  C

  quality

  C

  maintenance

  An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

  Last updated 2026-04-08

  15

  4

• SSE MCP Server with JWT

  anisirji

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that exposes multiple AI tools over SSE transport with JWT-based secure authentication, allowing for dynamic tool registration and session management.

  Last updated 2025-04-28

  12,160

  4

  MIT

• claude-for-hermes

  7D-codes

  A

  license

  -

  quality

  B

  maintenance

  A local MCP server that lets Hermes supervise Claude Code, delegating focused coding, research, or review tasks to the Claude Code CLI and managing worker sessions, background jobs, cancellations, and read-only reviews.

  Last updated 2026-08-06

  2

  MIT

• SDAR MCP Tasks Provider

  zhouwen-giser

  A

  license

  -

  quality

  B

  maintenance

  A language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to versioned gRPC/Protobuf adapters. Implemented in strict TypeScript, it provides durable scheduling, recovery, and a full test suite for conformance.

  Last updated 2026-07-22

  1

  Apache 2.0

• call-a-human-mcp

  nishantmodak

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.

  Last updated 2026-03-03

  14

  Apache 2.0

• this-needs-a-call

  jacobparis

  F

  license

  -

  quality

  B

  maintenance

  Self-host a realtime voice-call companion for coding agents. Exposes an MCP endpoint that agents can poll as an alternate input stream.

  Last updated 2026-06-30

  18

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  D

  maintenance

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  10

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  C

  maintenance

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-05-09

  3

  Apache 2.0

• MCP Server for Unity

  zabaglione

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server that enables Claude to interact directly with Unity projects, providing tools for script creation, asset management, and project building.

  Last updated 2025-07-12

  15

  91

  10

  MIT

• MCP Server with GitHub OAuth

  byjit

  A

  license

  -

  quality

  C

  maintenance

  A Model Context Protocol server that enables remote connections with GitHub authentication, allowing users to build applications that leverage MCP tools with secure OAuth-based access control.

  Last updated 2025-07-19

  GPL 3.0

• claude-reviewer-for-codex

  adsorce

  A

  license

  -

  quality

  A

  maintenance

  Uses Claude as an independent second-model reviewer inside Codex, performing reviews on disposable Git snapshots with structured findings.

  Last updated 2026-07-11

  MIT

• Agent Bridge for Unity

  sebastiankurvers-dev

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to control the Unity Editor through MCP, allowing scene building, runtime scripting, visual QA, and more.

  Last updated 2026-03-09

  4

  Apache 2.0

• MCP Learning Demo

  lkannan

  F

  license

  -

  quality

  D

  maintenance

  A hands-on demonstration project that teaches the Model Context Protocol (MCP) through Python code, allowing users to understand how AI models interact with their context through a provider-agent architecture.

  Last updated 2025-07-01