"How to increase a model's context window for handling large files" matching MCP servers:

• How-To-Cook

  xiaobenyang-com

  A

  security

  A

  license

  -

  quality

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• Large File MCP Server

  willianpinho

  A

  security

  A

  license

  -

  quality

  Enables intelligent handling of large files through smart chunking, search with regex support, line navigation, and streaming capabilities without loading entire files into memory.

  Last updated 2026-04-05

  6

  52

  9

  MIT

• Files-DB-MCP

  randomm

  -

  security

  A

  license

  -

  quality

  A local vector database system that provides LLM coding agents with fast, efficient semantic search capabilities for software projects via the Message Control Protocol.

  Last updated 2025-07-17

  6

  MIT

• Files MCP Server

  iceener

  -

  security

  F

  license

  -

  quality

  Enables AI agents to safely explore directories, read files, search content by pattern or filename, and edit files with checksum verification and dry-run preview within sandboxed filesystem access.

  Last updated 2026-02-15

  2

  70

• Simple Files Vector Store

  lishenxydlgzs

  -

  security

  A

  license

  -

  quality

  A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.

  Last updated 2025-03-31

  4

  40

  MIT

• Context

  neuledge

  -

  security

  A

  license

  -

  quality

  Local-first documentation for AI agents

  Last updated 2026-04-09

  374

  150

  Apache 2.0

• FVWM3 Window Manager

  elsanchez

  -

  security

  F

  license

  -

  quality

  Enables interaction with the FVWM3 window manager for configuration generation, window management, and debugging. Provides access to config files, runtime state, and control tools for managing desktops, monitors, and tiling operations.

  Last updated 2025-12-05

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  -

  security

  A

  license

  -

  quality

  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

• A-Share MCP Server

  firmmaple

  -

  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• File Context MCP

  compiledwithproblems

  -

  security

  F

  license

  -

  quality

  This server provides an API to query Large Language Models using context from local files, supporting various models and file types for context-aware responses.

  Last updated 2025-03-04

  1

• Context Fabric

  Abaddollyon

  -

  security

  A

  license

  -

  quality

  A persistent memory and context management system for AI CLI tools that utilizes a three-layer architecture and semantic search to prevent context loss between sessions. It provides time-aware orientation and smart memory routing to help AI agents maintain project knowledge and architectural decisions.

  Last updated 2026-03-16

  23

  1

  MIT

• MCP Files

  tspspi

  -

  security

  A

  license

  -

  quality

  Provides a secure, constrained filesystem workspace for LLM agents to manage files, notes, and code artifacts via stdio or remote HTTP. It features granular access controls, including extension whitelisting, storage quotas, and immutable paths for safe automated file operations.

  Last updated 2026-03-02

  BSD 3-Clause

• Context Sync

  Intina47

  -

  security

  A

  license

  -

  quality

  An open-source memory layer that provides persistent project context and architectural history for AI development tools across multiple platforms and sessions. It enables AI assistants to maintain a shared understanding of codebases while integrating directly with services like Notion for documentation management.

  Last updated 2026-04-11

  15

  119

  MIT

• Context Mode

  mksglu

  -

  security

  A

  license

  -

  quality

  An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.

  Last updated 2026-04-17

  7,407

• Logica Context

  Rovemark

  -

  security

  A

  license

  -

  quality

  An MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.

  Last updated 2026-04-14

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  -

  security

  A

  license

  -

  quality

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• Claude Context

  zilliztech

  -

  security

  A

  license

  -

  quality

  Claude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

  Last updated 2026-04-09

  12

  5,935

  MIT

• context-portal

  GreatScottyMac

  -

  security

  A

  license

  -

  quality

  context-portal

  Last updated 2026-01-27

  761

  Apache 2.0

• markdown-to-html

  fashionzzZ

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server that converts Markdown content to HTML format.

  Last updated 2025-06-03

  1

  3,182

  3

  MIT

• open-context

  incu6us

  A

  security

  A

  license

  A

  quality

  A high-performance MCP server providing up-to-date documentation for Go, npm, Python, Rust, Docker, Kubernetes, Terraform, and more — fetched from official sources, not training data.

  Last updated 2026-03-25

  18

  3

  MIT

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• Skill-to-MCP

  biocontext-ai

  A

  security

  A

  license

  -

  quality

  Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.

  Last updated 2026-02-27

  3

  23

  Apache 2.0

• Chainflip Broker as a Service

  CumpsD

  -

  security

  A

  license

  -

  quality

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• Swagger to MCP

  suhailtajshaik

  -

  security

  A

  license

  -

  quality

  Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.

  Last updated 2025-12-05

  MIT

• MCP Files

  OrionPotter

  A

  security

  A

  license

  -

  quality

  Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.

  Last updated 2025-10-30

  3

  11

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  -

  security

  F

  license

  -

  quality

  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

  6

• Context MCP

  Raunak-dev-18

  A

  security

  A

  license

  -

  quality

  Provides persistent context management for AI agents by storing and querying semantic information using Upstash Vector DB and Google AI embeddings. It enables semantic search, batch operations, and metadata filtering to help agents retrieve relevant stored knowledge.

  Last updated 2026-02-05

  6

  3

  MIT

• context-mem

  JubaKitiashvili

  -

  security

  A

  license

  -

  quality

  Your AI forgets everything between sessions. This fixes that — 98%+ retrieval accuracy, With llm 100% on LongMemEval, 99% token savings. 44 MCP tools. Fully local, zero cost.

  Last updated 2026-04-15

  304

  9

  MIT

• Todo for AI MCP Server

  todo-for-ai

  -

  security

  A

  license

  -

  quality

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  4

  Apache 2.0

• Codebase Context

  PatrickSys

  A

  security

  A

  license

  -

  quality

  Provides AI assistants with real-time visibility into your codebase's internal libraries, team patterns, naming conventions, and usage frequencies to generate code that matches your team's actual practices.

  Last updated 2026-04-16

  10

  156

  40

• docs-to-mcp

  fayazara

  -

  security

  F

  license

  -

  quality

  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• Context Persistence MCP Server

  jayasimhag1reddy

  -

  security

  F

  license

  -

  quality

  Enables cross-window context sharing in VS Code by persisting Copilot conversations to SQLite, allowing code discussions from one repository to be accessible in other VS Code windows through smart entity matching and search.

  Last updated 2025-12-13

  1

• OpenAPI to MCP

  EvilFreelancer

  -

  security

  A

  license

  -

  quality

  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  21

  14

  MIT

• context-awesome

  bh-rat

  A

  security

  F

  license

  -

  quality

  Give your AI agents access to 8,500+ community curated awesome lists with over 1 million curated resources.

  Last updated 2025-08-23

  2

  46

• code-to-tree

  micl2e2

  -

  security

  A

  license

  -

  quality

  code-to-tree

  Last updated 2026-03-14

  82

  MIT

• Context Memory Updater

  phnx

  -

  security

  F

  license

  -

  quality

  Enables LLM assistants to store, retrieve, and update user-specific context memory including travel preferences and general information through a chat interface. Provides analytics on tool usage patterns and token costs for continuous improvement.

  Last updated 2025-12-10

• Context-first

  XJTLUmedia

  A

  security

  A

  license

  A

  quality

  Long AI conversations fail in predictable ways. Context-First fixes all four: Failure Mode What Goes Wrong Context-First Solution Context Drift AI forgets earlier decisions and intent as the conversation grows context_loop + detect_drift continuously re-anchor every turn Silent Contradiction New inputs silently overrule established facts — the AI doesn't notice detect_conflicts compares every inp

  Last updated 2026-04-15

  2

  8

  MIT

• long-context-mcp

  wx-b

  -

  security

  -

  license

  -

  quality

  An MCP server implementing Recursive Language Models (RLM) to process arbitrarily large contexts through a programmatic probe, recurse, and synthesize loop. It enables LLMs to perform multi-step investigations and evidence-backed extraction across massive file sets without being limited by standard context windows.

  Last updated 2026-01-19

• Anything-to-NotebookLM

  joeseesun

  -

  security

  A

  license

  -

  quality

  An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

  Last updated 2026-04-10

  748

  MIT

• A Share MCP

  24mlight

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• OpenAPI to MCP Server

  TykTechnologies

  A

  security

  A

  license

  -

  quality

  A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.

  Last updated 2025-06-27

  3

  27

  41

  MIT

• Save-To-NAS MCP

  danielrosehill

  -

  security

  F

  license

  -

  quality

  Enables saving files and folders to a local NAS over NFS with automatic share discovery, smart mounting, and seamless file transfers.

  Last updated 2026-01-02

  3

• Claude-to-Gemini MCP Server

  Yoon-jongho

  A

  security

  A

  license

  -

  quality

  Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.

  Last updated 2026-04-15

  4

  MIT

• text-to-model

  mikan-atomoki

  A

  security

  A

  license

  B

  quality

  Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.

  Last updated 2026-03-16

  65

  1

  MIT

• Context MCP Server

  fikrimastor

  -

  security

  -

  license

  -

  quality

  A CloudFlare Workers-based MCP server that provides semantic memory and journal capabilities with vector search. Enables users to store, search, and retrieve memories and journal entries using AI-powered semantic similarity without any local setup required.

  Last updated 2025-09-13

• Context Apps

  tubasasakunn

  -

  security

  F

  license

  -

  quality

  This MCP server provides an AI-powered productivity suite that connects Todo, Idea, Journal, and Timer apps with AI

  Last updated 2025-07-26

  6

• Gemini Context MCP Server

  ogoldberg

  -

  security

  F

  license

  -

  quality

  An MCP server implementation that maximizes Gemini's 2M token context window with tools for efficient context management and caching across multiple AI client applications.

  Last updated 2025-04-07

  29

• MCP Context Hub

  DiegoNogueiraDev

  -

  security

  F

  license

  -

  quality

  A local MCP server for RAG memory, semantic search, and context optimization using Ollama and SQLite. It serves as a central hub that manages document embeddings, text compression, and proxies calls to other sub-MCP servers.

  Last updated 2026-02-10

• Talk to Figma MCP

  pipethedev

  A

  security

  A

  license

  -

  quality

  Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.

  Last updated 2025-06-02

  38

  2,133

  1

  MIT

• mcp-for-docs

  shayonpal

  A

  security

  A

  license

  -

  quality

  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0