"Context compression techniques and methods" matching MCP servers:

• methods-mcp

  webwebb56

  -

  security

  F

  license

  -

  quality

  Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.

  Last updated 2026-04-18

• mcp-image-compression

  InhiblabCore

  A

  security

  A

  license

  C

  quality

  MCP server for local compression of various image formats

  Last updated 2025-06-14

  1

  5

  31

  MIT

• Context

  neuledge

  -

  security

  A

  license

  -

  quality

  Local-first documentation for AI agents

  Last updated 2026-04-09

  374

  150

  Apache 2.0

• Codebase Context

  PatrickSys

  A

  security

  A

  license

  A

  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 2026-04-18

  10

  156

  41

• 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

• 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

  18

  1

  MIT

• 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

• 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

• 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

  760

  Apache 2.0

• 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

• Task Context MCP Server

  l0kifs

  A

  security

  A

  license

  A

  quality

  Enables AI agents to autonomously manage and improve execution processes for repetitive task types by storing reusable task contexts with associated artifacts (practices, rules, prompts, learnings) and providing full-text search across historical best practices.

  Last updated 2025-12-20

  8

  1

  MIT

• context-awesome

  bh-rat

  A

  security

  F

  license

  A

  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

  47

• git-context-mcp

  muhannad-hash

  A

  security

  A

  license

  A

  quality

  git blame tells you who wrote a line. This tells you why.

  Last updated 2026-04-13

  5

  124

  MIT

• Fulcra Context MCP

  fulcradynamics

  A

  security

  A

  license

  A

  quality

  fulcra-context-mcp

  Last updated 2026-03-27

  8

  4

  Python

  Apache 2.0

• MCP Context Manager

  transparentlyok

  A

  security

  A

  license

  A

  quality

  Enables efficient code navigation and retrieval through natural language search, BM25 ranking, and fuzzy matching across multiple programming languages. It drastically reduces token usage by allowing Claude to query specific code symbols and logic instead of reading entire files.

  Last updated 2026-04-12

  13

  22

  13

  MIT

• 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

• Context MCP

  Raunak-dev-18

  A

  security

  A

  license

  A

  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

• Code Context Provider MCP

  AB498

  A

  security

  A

  license

  A

  quality

  Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.

  Last updated 2025-09-22

  1

  61

  22

  MIT

• Context MCP Server

  LangGPT

  A

  security

  A

  license

  A

  quality

  A Model Context Protocol server that provides web content fetching capabilities with robots.txt checking removed, allowing LLMs to retrieve and convert web content to markdown.

  Last updated 2025-07-20

  2

  1

  MIT

• Massive Context MCP

  egoughnour

  A

  security

  A

  license

  A

  quality

  An MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.

  Last updated 2026-01-25

  17

  MIT

• BCB Payment Methods MCP Server

  derikfernandes

  A

  security

  A

  license

  A

  quality

  Enables access to Brazil's Central Bank (BCB) Open Data API for payment methods, allowing queries about PIX, card transactions, ATM terminals, interchange rates, and other payment statistics through natural language.

  Last updated 2025-11-11

  8

  MIT

• MCP Context Provider

  doobidoo

  A

  security

  A

  license

  B

  quality

  Provides persistent tool context that survives across Claude Desktop chat sessions, automatically injecting tool-specific rules, syntax preferences, and best practices. Eliminates the need to re-establish context in each new conversation.

  Last updated 2026-04-10

  10

  28

  Apache 2.0

• Fast Context MCP

  SammySnake-d

  A

  security

  A

  license

  B

  quality

  Enables AI-driven semantic code search by leveraging Windsurf's reverse-engineered protocol to perform multi-round local searches using natural language. It automatically executes bundled ripgrep and file operations to return relevant code snippets and file paths to MCP-compatible clients.

  Last updated 2026-02-28

  2

  71

  147

  MIT

• Divide and Conquer MCP Server

  landicefu

  A

  security

  A

  license

  B

  quality

  Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.

  Last updated 2025-06-26

  15

  45

  7

  MIT

• MCP Project Context Server

  aaronfeingold

  A

  security

  A

  license

  B

  quality

  A persistent memory layer for Claude Code that maintains project information, technology stack, tasks, decisions, and session history between coding sessions, eliminating the need to re-explain project context.

  Last updated 2025-07-22

  9

  MIT

• Context Continuation MCP

  core3-coder

  A

  security

  A

  license

  B

  quality

  Provides intelligent context management for AI development sessions, allowing users to track token usage, manage conversation context, and seamlessly restore context when reaching token limits.

  Last updated 2025-11-18

  8

  0

  2

  Apache 2.0

• Google Calendar and Meet MCP

  INSIDE-HAIR

  A

  security

  F

  license

  B

  quality

  Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.

  Last updated 2025-08-29

  24

  2

• Context Engine MCP Server

  Kirachon

  A

  security

  F

  license

  B

  quality

  A local-first, agent-agnostic MCP server that provides semantic search, persistent memory, and automated code review capabilities for development workflows. It leverages the Auggie SDK to offer advanced tools for codebase indexing, implementation planning, and deterministic static analysis.

  Last updated 2026-04-19

  42

  37

• MCP File Context Server

  bsmi021

  A

  security

  A

  license

  B

  quality

  A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.

  Last updated 2025-07-10

  6

  5

  36

  MIT

• URL-Context-MCP MCP

  nanameru

  A

  security

  F

  license

  B

  quality

  The URL-Context-MCP MCP Server provides a tool to analyze and summarize the content of URLs using Google Gemini's URL Context capability via the Gemini API. Now also supports optional grounding with Google Search alongside URL Context. The server is designed to follow prompt-only orchestration: con

  Last updated 2025-08-21

  2

  5

  7

• Custom Context MCP Server

  omer-ayhan

  A

  security

  A

  license

  B

  quality

  A Model Context Protocol server that transforms text into structured JSON data using templates with placeholders.

  Last updated 2025-04-07

  2

  1

  MIT

• Personal Context MCP Server

  matipojo

  A

  security

  F

  license

  B

  quality

  Enables managing personal information with dynamic topic-based organization (tasks, meetings, contacts, etc.), supporting optional OTP authentication and AES-256 encryption for sensitive data with automatic backups.

  Last updated 2026-04-15

  10

  6

• Usage And Billing MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  C

  quality

  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

• GCP Billing and Monitoring MCP

  RadiumGu

  A

  security

  A

  license

  C

  quality

  Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.

  Last updated 2025-12-15

  40

  1

  Apache 2.0

• 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 2026-04-20

  8,150

• code-context-mcp

  VelimirMueller

  -

  security

  A

  license

  -

  quality

  Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.

  Last updated 2026-04-16

  101

  3

  MIT

• Oracle Context MCP Server

  Dennesssy

  -

  security

  A

  license

  -

  quality

  Provides AI agents with secure, natural-language access to Oracle Cloud Infrastructure through 69 tools covering services like compute, storage, networking, and databases. It features deep IAM integration and supports deployment across platforms like Claude Desktop, Cursor, and OCI Generative AI.

  Last updated 2026-04-13

  MIT

• Code Graph Context

  andrew-hernandez-paragon

  -

  security

  A

  license

  -

  quality

  Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.

  Last updated 2026-04-14

  927

  13

  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 2026-04-19

  304

  10

  MIT
• 

  Fraim Context MCPofficial

  fraim-ai

  -

  security

  F

  license

  -

  quality

  Enables semantic search of project documentation using hybrid vector and full-text search with fast and deep query modes for immediate results or complex multi-round synthesis.

  Last updated 2026-02-06

• Code Context Manager

  theraaz

  -

  security

  A

  license

  -

  quality

  Provides intelligent code context management and semantic search capabilities for software development, enabling natural language queries to find relevant code snippets, functions, and classes across Python, JavaScript, TypeScript, and SQL codebases.

  Last updated 2025-10-05

  MIT

• Bluesky Context Server

  laulauland

  -

  security

  A

  license

  -

  quality

  A simple MCP server that can enable MCP clients to query Bluesky instances.

  Last updated 2025-08-10

  30

  MIT

• Sketch Context MCP

  jshmllr

  -

  security

  A

  license

  -

  quality

  MCP server to provide Sketch layout information to AI coding agents like Cursor

  Last updated 2026-02-05

  7

  69

  MIT

• Jira-Context-MCP

  rahulthedevil

  -

  security

  A

  license

  -

  quality

  MCP server to provide Jira Tickets information to AI coding agents like Cursor

  Last updated 2025-07-10

  726

  25

  MIT

• Persistent Context MCP

  corbyjamesibm

  -

  security

  A

  license

  -

  quality

  A memory management system that enables AI assistants to store, search, and visualize persistent conversation contexts using a Neo4j graph database. It provides an MCP server for integration with Claude Desktop along with a web-based dashboard for managing relationship-based knowledge.

  Last updated 2025-08-13

  MIT

• Claude Context Local

  FarhanAliRaza

  A

  security

  F

  license

  -

  quality

  Provides semantic code search capabilities that run 100% locally using EmbeddingGemma embeddings. Enables finding code by meaning across 15 file extensions and 9+ programming languages without API costs or sending code to the cloud.

  Last updated 2025-11-13

  214

• Context Bank MCP

  vulh1209

  -

  security

  A

  license

  -

  quality

  An MCP server that provides an interface for querying the AtherOS knowledge base through an API, allowing users to create chat sessions and send queries to retrieve information.

  Last updated 2025-03-18

  34

  MIT

• Fast Context MCP

  TripQi

  -

  security

  A

  license

  -

  quality

  Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-grep protocol to query local codebases with natural language. It executes local search tools like ripgrep and tree-node-cli to return relevant file paths and line ranges to MCP-compatible clients.

  Last updated 2026-02-23

  187

  MIT

• mcp-context-protector

  trailofbits

  -

  security

  A

  license

  -

  quality

  A security wrapper for MCP servers that provides trust-on-first-use pinning, guardrail scanning, and protection against prompt injection attacks. It acts as an intermediary layer to ensure universal compatibility and secure enforcement of server configurations across various MCP host applications.

  Last updated 2026-04-14

  218

  Apache 2.0