"A tool or service for generating concept art based on prompts" matching MCP servers:

• SERVICE

  baiehclaca

  A

  license

  -Not graded

  quality

  D

  maintenance

  A persistent 24/7 background daemon that aggregates all downstream MCP servers into one unified connection and layers on a real-time notification gateway so AI agents can receive events from X/Twitter, Slack, Email, and webhooks.

  Updated 5 months ago (2026-04-05 13:58 UTC)

  16

  1

  MIT
• 

  Instructa AI Prompts MCPofficial

  instructa

  A

  license

  -Not graded

  quality

  C

  maintenance

  A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript-based architecture in a monorepo structure.

  Updated a year ago (2025-03-14 12:03 UTC)

  42,387,573

  18

  MIT

• Bedrock Prompts MCP Server

  mslangford

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enables management and invocation of AWS Bedrock managed prompts with support for variable substitution, streaming responses, batch processing, and multiple AI models including Claude, Titan, Llama, and Mistral.

  Updated 9 months ago (2025-11-15 02:17 UTC)

  MIT

• graph-tool-call

  SonAIengine

  A

  license

  A

  quality

  A

  maintenance

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Updated 3 days ago (2026-08-23 04:16 UTC)

  6

  16

  MIT

• tool-smith

  ganlin770

  A

  license

  -Not graded

  quality

  C

  maintenance

  MCP server that routes natural language requests to structured tool calls using a LoRA-tuned small language model, with built-in validation, retry, and fallback recovery.

  Updated 2 months ago (2026-06-17 09:37 UTC)

  MIT

• Building a Browser Harness MCP

  jiin-kim109

  A

  license

  -Not graded

  quality

  C

  maintenance

  Enables AI agents to control a Playwright-driven browser through natural-language instructions, including page interaction and live browser task execution.

  Updated 4 days ago (2026-08-22 05:33 UTC)

  MIT

• AgentGo MCP Service

  Quan3Xin

  A

  license

  -Not graded

  quality

  D

  maintenance

  A Model Context Protocol service that enables agent authentication and integration with TrustGo platform, providing access to real-time data like price, sigma score, and mindshare bubble analytics.

  Updated a year ago (2025-06-13 12:03 UTC)

  GPL 3.0

• MCP Tool Server

  davidshtian

  A

  license

  -Not graded

  quality

  D

  maintenance

  Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropic's Model Context Protocol for seamless tool integration and communication.

  Updated a year ago (2025-05-12 09:17 UTC)

  55

  MIT

• MCP Tool AI

  dkokane0

  F

  license

  -Not graded

  quality

  B

  maintenance

  A configurable MCP gateway that runs multiple Streamable HTTP MCP servers and exposes all their tools through a single endpoint, enabling tool aggregation and routing for MCP clients.

  Updated a month ago (2026-07-20 11:27 UTC)

• MCP Tool Factory

  tarunjain15

  F

  license

  -Not graded

  quality

  -Not graded

  maintenance

  A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.

  Updated 9 months ago (2025-11-23 11:53 UTC)

• MCP Tool-Retrieval Gateway

  sneha4175

  A

  license

  A

  quality

  B

  maintenance

  An MCP proxy that embeds tool definitions and returns only the top-k semantically relevant tools per query, reducing context usage and routing calls to upstream MCP servers.

  Updated 13 days ago (2026-08-12 21:44 UTC)

  2

  MIT

• Tool Box MCP Server

  Adriftnote

  F

  license

  A

  quality

  D

  maintenance

  Central registry for AI tools with vector search and knowledge graph, enabling intelligent tool discovery, chaining, and execution via MCP.

  Updated 7 months ago (2026-01-12 02:17 UTC)

  12

• MCP Omni-Tool

  dwflickinger

  A

  license

  A

  quality

  D

  maintenance

  A single MCP server that provides dynamic access to thousands of APIs through discovery and proxy, eliminating the need to install and configure multiple separate MCP servers.

  Updated 6 months ago (2026-03-06 04:54 UTC)

  4

  12

  MIT

• mcp-tool-chain-optimizer

  princeruhulofficial

  A

  license

  -Not graded

  quality

  C

  maintenance

  Analyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.

  Updated 23 days ago (2026-08-03 07:37 UTC)

  MIT

• mcp-tool-filter

  kais-radwan

  A

  license

  -Not graded

  quality

  D

  maintenance

  A generic MCP proxy that filters which tools are exposed from a remote MCP server, reducing context window token usage by only loading the tools you actually need.

  Updated 7 months ago (2026-02-02 20:39 UTC)

  9

  MIT

• MCP Tool Server

  snigdhakakkar

  F

  license

  -Not graded

  quality

  C

  maintenance

  Reference implementation of a Model Context Protocol server for integrating external APIs as agent tools. Includes built-in tools for weather, database queries, web search, and calculations, with authentication, rate limiting, and logging.

  Updated 17 days ago (2026-08-08 22:01 UTC)

• Agentic Travel Recommendations

  zarrinmonirzadeh

  F

  license

  -Not graded

  quality

  C

  maintenance

  Enables agents to discover and invoke travel recommendations with partner-specific caps and exclusions via MCP JSON-RPC.

  Updated a month ago (2026-07-13 20:22 UTC)

• Chrome for AI

  Pelag-Michael

  F

  license

  B

  quality

  C

  maintenance

  Enables AI agents to drive real Google Chrome with stealth and captcha handling, using Patchright to avoid bot detection.

  Updated 4 days ago (2026-08-22 03:47 UTC)

  70

• NodeMCU MCP Service

  amanasmuei

  A

  license

  C

  quality

  C

  maintenance

  A service for managing ESP8266/NodeMCU IoT devices that provides both REST/WebSocket APIs and implements the Model Context Protocol for AI assistant integration.

  Updated 7 months ago (2026-01-28 13:45 UTC)

  4

  1

  MIT

• A-Modular-Kingdom

  MasihMoafi

  A

  license

  -Not graded

  quality

  A

  maintenance

  Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.

  Updated 3 days ago (2026-08-22 19:35 UTC)

  41

  Apache 2.0