"A tool for retrieving code examples from GitLab using semantic search" matching MCP servers:

• 

  Semantic D1 MCPofficial

  semanticintent

  A

  license

  A

  quality

  D

  maintenance

  Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.

  Updated 7 months ago (2026-02-02 04:00 UTC)

  4

  2

  MIT
• 

  APS MCP Auth Examplesofficial

  autodesk-platform-services

  A

  license

  -Not graded

  quality

  C

  maintenance

  Reference MCP servers that integrate with Autodesk Platform Services, demonstrating various authentication combinations and exposing tools to list projects and folder contents via the Data Management API.

  Updated 3 days ago (2026-08-20 14:28 UTC)

  MIT

• Semantic Model MCP Server

  nahtheking

  A

  license

  -Not graded

  quality

  D

  maintenance

  MCP server for connecting to Microsoft Fabric and Power BI semantic models, enabling workspace browsing, dataset management, TMSL retrieval, DAX queries, model creation/editing, and includes a Best Practice Analyzer with 71 rules.

  Updated 10 months ago (2025-10-22 02:32 UTC)

  2

  MIT

• Terragrunt GCP Tool MCP

  spolspol

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enables intelligent management of Google Cloud Platform infrastructure using Terragrunt, with support for experimental stacks, parallel deployments, resource visualization, cost analysis, and comprehensive infrastructure operations through natural language.

  Updated 6 days ago (2026-08-17 09:37 UTC)

  1

  GPL 3.0

• Heroku Code MCP

  dsouzaAnush

  A

  license

  -Not graded

  quality

  C

  maintenance

  A token-efficient MCP server for the Heroku Platform API that uses a search-and-execute pattern to minimize context window overhead. It enables secure app management through just-in-time endpoint discovery and built-in safety guardrails for API mutations.

  Updated a month ago (2026-07-14 06:53 UTC)

  1

  ISC

• mcp-graph-me-tool

  day0ops

  A

  license

  -Not graded

  quality

  C

  maintenance

  Enables MCP clients to fetch the signed-in Microsoft Entra user's profile from Microsoft Graph via the GET /me endpoint using the provided bearer token.

  Updated 12 days ago (2026-08-11 03:46 UTC)

  Apache 2.0

• Vertex AI Search for Commerce

  ksmin23

  F

  license

  -Not graded

  quality

  D

  maintenance

  Provides Vertex AI Search for Commerce product search as a tool, enabling AI agents to search product catalogs using natural language queries.

  Updated a year ago (2025-08-19 00:53 UTC)

• MuleSoft Code MCP

  dsouzaAnush

  F

  license

  -Not graded

  quality

  C

  maintenance

  Remote MCP server for MuleSoft APIs that enables agents to discover operations and execute validated API calls with a fixed low-context tool surface.

  Updated 6 months ago (2026-02-23 09:52 UTC)

• unraid-code-mode-mcp

  jmpijll

  A

  license

  A

  quality

  B

  maintenance

  A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL field via sandboxed JavaScript.

  Updated 6 days ago (2026-08-17 07:36 UTC)

  2

  1

  MIT

• MCP Server for Power BI

  Mitsubishi-Fuso

  A

  license

  A

  quality

  A

  maintenance

  Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, and executing ad-hoc DAX queries.

  Updated 3 days ago (2026-08-20 08:16 UTC)

  5

  7

  MIT

• mcp-connector-for-akamai

  amankrokx

  A

  license

  A

  quality

  D

  maintenance

  An unofficial MCP server that connects AI assistants to Akamai APIs, providing tools for edge diagnostics, debugging, and network analysis.

  Updated 5 months ago (2026-03-13 17:57 UTC)

  14

  17

  1

  MIT

• Ambient Code Platform MCP

  ambient-code

  F

  license

  A

  quality

  B

  maintenance

  Delegates expensive or long-running AI tasks to Kubernetes-hosted Claude agents running on OpenShift. Enables creating, managing, and monitoring remote agentic sessions for complex work like codebase analysis and security audits.

  Updated 5 months ago (2026-04-01 21:32 UTC)

  41
• 

  mcp-identity-proxy-for-awsofficial

  aws-samples

  A

  license

  -Not graded

  quality

  A

  maintenance

  A client-side MCP proxy that injects OAuth 2.0 bearer tokens or API keys into MCP requests, enabling MCP clients to connect to OAuth/API-key-protected MCP servers like Amazon Bedrock AgentCore Gateway. It automatically fetches and refreshes credentials using AgentCore Identity or static values.

  Updated 18 days ago (2026-08-05 10:35 UTC)

  MIT No Attribution
• 

  Heroku MCP Code Execution -official

  heroku

  A

  license

  -Not graded

  quality

  C

  maintenance

  An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku.

  Updated 6 days ago (2026-08-17 07:45 UTC)

  8

  Creative Commons Zero v1.0 Universal

• Netmind Code Interpreter

  protagolabs

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enables secure cloud-based execution of code across 14+ programming languages within a sandboxed environment. It supports file management, standard input/output handling, and automatic generation of visual artifacts like plots and charts.

  Updated a year ago (2025-06-18 06:17 UTC)

  MIT

• Alibaba Cloud Token Plan Proxy

  bautimartinez-kumi

  A

  license

  -Not graded

  quality

  C

  maintenance

  Enables Claude Code to use Alibaba Cloud Token Plan models via a local proxy that maps Anthropic-style model names to Alibaba IDs and provides missing endpoints like model discovery.

  Updated 25 days ago (2026-07-28 23:48 UTC)

  2

  MIT

• IBM Code Engine MCP Server

  markusvankempen

  A

  license

  -Not graded

  quality

  A

  maintenance

  MCP server for IBM Code Engine — build, push, and deploy containers from Cursor, Copilot, Claude, and Cline using natural language.

  Updated 2 months ago (2026-07-04 22:02 UTC)

  218

  Apache 2.0

• Cloudflare MCP Server for

  lennyzeltser

  A

  license

  -Not graded

  quality

  C

  maintenance

  Turns any static website into an MCP-searchable knowledge base by deploying a Cloudflare Worker that provides full-text search tools, enabling AI assistants to search and retrieve content from your site.

  Updated 4 days ago (2026-08-19 15:39 UTC)

  1

  MIT

• Cloud Tool Results API MCP

  ag2-mcp-servers

  F

  license

  -Not graded

  quality

  D

  maintenance

  An MCP Server that provides access to Google's Cloud Tool Results API, enabling applications to programmatically interact with test results from Firebase Test Lab and mobile app testing through natural language.

  Updated a year ago (2025-07-16 14:06 UTC)

• Express MCP Server

  ericsegovia

  F

  license

  -Not graded

  quality

  D

  maintenance

  A basic serverless MCP server example running on Netlify Functions using Express. Demonstrates how to deploy and run Model Context Protocol servers in a serverless environment.

  Updated a year ago (2025-08-14 00:42 UTC)