"Overview and Applications of Mixture of Experts in Machine Learning" matching MCP servers:

• machine-bridge-mcp

  YuLeiFuYun

  A

  license

  -

  quality

  B

  maintenance

  Enables remote MCP clients to access local filesystem and shell commands by deploying a Cloudflare Worker relay and a local daemon, providing tools like read/write files, exec commands, git status, etc.

  Last updated 2026-07-25

  6,516

  1

  MIT

• Code Time Machine MCP Server

  jprbom

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants like Claude to navigate git repository history, providing insights into code evolution and helping understand legacy systems.

  Last updated 2025-08-01

  MIT

• mcp-all-in-one

  quanlh30504

  A

  license

  -

  quality

  B

  maintenance

  A modular monolith MCP server connecting multiple providers (Redash, PostgreSQL, GitHub) with unified permission, security, and auditing, enabling secure data access and tool execution.

  Last updated 2026-06-24

  24

  Apache 2.0

• mcp101

  1995parham-learning

  A

  license

  A

  quality

  B

  maintenance

  A sample MCP server built with FastMCP that demonstrates basic tools and a Google OAuth integration for accessing Google APIs like Calendar.

  Last updated 2026-06-21

  2

  MIT

• Banking and Fintech MCP Server

  anhtuanluu

  F

  license

  -

  quality

  D

  maintenance

  A FastMCP-based server designed for the banking and fintech domains, providing tools for database queries, Git operations, and deployment management. It features a modular architecture with reusable prompt templates and integrated security practices for sensitive data handling.

  Last updated 2026-03-28

• GitHub and AlphaVantage MCP

  Uditdev21

  F

  license

  -

  quality

  D

  maintenance

  Enables searching GitHub users and repositories, fetching details, and performing stock market technical analysis via AlphaVantage.

  Last updated 2025-03-16

• Git Forensics MCP

  davidorex

  A

  license

  B

  quality

  D

  maintenance

  A specialized MCP server for in-depth analysis of git repositories, offering tools for branch overview, time period analysis, file changes, and merge recommendations.

  Last updated 2025-02-05

  4

  6

  Apache 2.0
• 

  commit-check-mcpofficial

  commit-check

  A

  license

  A

  quality

  B

  maintenance

  Enables validation of commit messages, branch names, author info, push safety, and repository state using commit-check rules, accessible as MCP tools.

  Last updated 2026-07-06

  8

  MIT

• portfolio-drift-mcp

  odanree

  A

  license

  A

  quality

  C

  maintenance

  Wraps portfolio-drift-agent as MCP tools, letting LLM clients audit a portfolio of projects against GitHub conversationally.

  Last updated 2026-06-14

  3

  MIT

• Git Conflict MCP

  mattyatea

  A

  license

  A

  quality

  C

  maintenance

  Enables detection and resolution of Git merge conflicts in repositories through MCP, providing tools to identify conflicting files and assist with conflict resolution workflows.

  Last updated 2025-12-19

  5

  102

  4

  AGPL 3.0

• devsync-mcp

  troylar

  A

  license

  A

  quality

  D

  maintenance

  MCP server for AI-merge of team dev configurations, allowing the IDE's LLM to intelligently merge team configs with personal configs.

  Last updated 2026-02-15

  9

  MIT

• board-spec-mcp

  roshs189

  F

  license

  A

  quality

  C

  maintenance

  MCP server that serves Qualcomm Yocto board specs from a git repo, enabling retrieval and validation of board specifications.

  Last updated 2026-07-12

  6

• standupbot-mcp

  rimysore

  A

  license

  A

  quality

  C

  maintenance

  Connects Claude to GitHub activity to generate standup summaries of commits, PRs, reviews, and issues for individuals or teams.

  Last updated 2026-06-28

  3

  78

  MIT

• tfs-mcp-server

  rickey-cpu

  F

  license

  A

  quality

  C

  maintenance

  Connects Claude to on-premise TFS (Team Foundation Server) via REST API, enabling read/write of work items, backlogs, sprints, and pull requests without manual copy-paste.

  Last updated 2026-07-11

  8

• Bitbucket MCP Server

  inceon

  A

  license

  A

  quality

  B

  maintenance

  Enables retrieval of pull request metadata and diffs from Bitbucket Cloud and Server/Data Center, with optional comment creation.

  Last updated 2026-07-16

  3

  MIT

• Simple Merge Review MCP

  sigmade

  F

  license

  A

  quality

  F

  maintenance

  Provides lightweight Git merge analysis with quick overviews of changes, file lists, and branch status without complex conflict checks.

  Last updated 2025-07-29

  3

  3

• git-commit-aider MCP Server

  MrOrz

  A

  license

  A

  quality

  C

  maintenance

  Makes git commits on behalf of AI by appending "(aider)" to the committer's name, allowing tracking of AI contributions in your codebase.

  Last updated 2025-05-13

  1

  13

  8

  MIT

• my_pm_tools

  fideguch

  A

  license

  A

  quality

  C

  maintenance

  Enables natural language management of GitHub Projects V2, including issue creation, status changes, sprint reports, and project setup via MCP tools and shell scripts.

  Last updated 2026-04-21

  31

  1

  MIT
• 

  hostman-mcp-serverofficial

  hostman-cloud

  A

  license

  A

  quality

  C

  maintenance

  Enables deploying applications to Hostman, creating VPCs, databases, and floating IPs, and managing VCS providers through natural language prompts.

  Last updated 2026-04-30

  12

  10

  MIT

• Bitbucket MCP Server

  Acendas

  A

  license

  A

  quality

  D

  maintenance

  Enables management of Bitbucket Cloud pull requests through natural language, including creating, reviewing, approving, and commenting on PRs with automatic default reviewer support.

  Last updated 2026-02-12

  79

  1

  MIT