"Exploring Modern Fortran Language Support and Tools" matching MCP servers:

• MCP Language Server

  isaacphi

  A

  license

  -

  quality

  D

  maintenance

  Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.

  Last updated 2026-03-01

  1,536

  BSD 3-Clause

• mcp-cisco-support

  sieteunoseis

  A

  license

  B

  quality

  B

  maintenance

  A production-ready TypeScript MCP (Model Context Protocol) server for Cisco Support APIs with comprehensive security and dual transport support. This extensible server provides access to multiple Cisco Support APIs including Bug Search, Case Management, and End-of-Life information.

  Last updated 2026-04-02

  21

  37

  27

  MIT

• language-server-mcp

  alexwohletz

  A

  license

  B

  quality

  C

  maintenance

  TypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.

  Last updated 2025-11-26

  3

  402

  26

  MIT

• Customer Support AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  Customer Support AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-08

  7

  MIT

• MCP Emotional Support

  bnookala

  A

  license

  -

  quality

  C

  maintenance

  Provides a therapeutic interface for LLMs to receive emotional validation and positive reinforcement when encountering challenges or limitations. It features multiple personas like mentors and therapists to offer cognitive reframing and personalized support through a dedicated tool.

  Last updated 2025-06-22

  3

  1

  MIT

• Usage And Billing MCP Server

  BACH-AI-Tools

  A

  license

  C

  quality

  C

  maintenance

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT

• Lookup-Modern-Chinese

  xiaobenyang-com

  A

  license

  C

  quality

  D

  maintenance

  Search for word definitions from modern Chinese dictionaries to provide users with convenient dictionary query services.

  Last updated 2026-01-09

  1

  2

  Apache 2.0

• Customer Support Ticket

  ManideepMuddagowni

  F

  license

  -

  quality

  C

  maintenance

  Enables AI-driven customer support ticket processing, including classification, response generation, and automated email sending and Google Sheets logging.

  Last updated 2025-06-05

• VSCode Language Server MCP

  aaddrick

  F

  license

  -

  quality

  -

  maintenance

  Exposes VSCode's Language Server Protocol features through MCP, enabling AI assistants to perform language-aware operations like symbol navigation, reference tracking, safe renaming, type information retrieval, and hover documentation across codebases.

  Last updated 2025-11-12

• MCP Financial Tools

  huntbuilds

  A

  license

  A

  quality

  C

  maintenance

  Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.

  Last updated 2026-03-15

  6

  MIT

• MCP Character Tools

  Aaryan-Kapoor

  A

  license

  A

  quality

  B

  maintenance

  Provides 14+ character-level text analysis tools that give LLMs the ability to accurately count letters, analyze individual characters, and work with text at the character level—overcoming tokenization limitations.

  Last updated 2025-12-13

  14

  5

  3

  MIT

• Minimax MCP Tools

  PsychArch

  A

  license

  A

  quality

  B

  maintenance

  An MCP server implementation that integrates with Minimax API to provide AI-powered image generation and text-to-speech functionality in editors like Windsurf and Cursor.

  Last updated 2026-01-29

  3

  18

  50

  MIT

• mcp-web-tools

  pietz

  A

  license

  A

  quality

  D

  maintenance

  Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots.

  Last updated 2025-12-09

  3

  45

  MIT

• mcp-sequentialthinking-tools

  spences10

  A

  license

  A

  quality

  B

  maintenance

  An adaptation of the MCP Sequential Thinking Server designed to guide tool usage in problem-solving. This server helps break down complex problems into manageable steps and provides recommendations for which MCP tools would be most effective at each stage.

  Last updated 2026-05-29

  1

  631

  584

  MIT

• mcp-api-tools

  rog0x

  A

  license

  A

  quality

  C

  maintenance

  A comprehensive suite of HTTP and API testing tools that enables AI agents to perform requests, check endpoint health, and decode JWTs. It also provides utilities for URL parsing and detailed security analysis of HTTP response headers.

  Last updated 2026-03-21

  5

  31

  MIT

• claude-database-tools

  Cyronius

  A

  license

  A

  quality

  C

  maintenance

  A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.

  Last updated 2025-12-14

  12

  5

  MIT

• MCP Utility Tools

  haasonsaas

  A

  license

  A

  quality

  B

  maintenance

  A collection of tools that enhance MCP-based workflows with caching, retry logic, batch operations, and rate limiting capabilities.

  Last updated 2026-01-07

  7

  12

  MIT

• LibreOffice MCP Tools

  passerbyflutter

  A

  license

  A

  quality

  C

  maintenance

  Enables AI agents to read, write, and edit Office documents via LibreOffice with token-efficient design. Supports multiple formats including DOCX, XLSX, PPTX, and legacy formats through LibreOffice bridge.

  Last updated 2026-04-21

  27

  13

  1

  MIT

• Obsidian Tools MCP Server

  sureshsankaran

  F

  license

  A

  quality

  C

  maintenance

  Enables comprehensive management of Obsidian vaults with full CRUD operations, advanced search, link/tag extraction, backlinks discovery, frontmatter editing, and template-based note creation through natural language.

  Last updated 2025-12-15

  16

• mcp-pdf-tools

  seraphinerenard

  A

  license

  A

  quality

  -

  maintenance

  An MCP server that enables users to read, search, and analyze PDF documents. It provides tools for extracting text, viewing metadata, searching content with context, and generating word statistics.

  Last updated 2026-01-29

  5