"A tool or method for searching a codebase and providing relevant context" matching MCP servers:

• 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

• A-Share MCP Server

  firmmaple

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  security

  A

  license

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  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

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  security

  A

  license

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  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

  24mlight

  A

  security

  A

  license

  C

  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

• Chainflip Broker as a Service

  CumpsD

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  security

  A

  license

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  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

• No-as-a-Service (NoaaS)

  Koneisto

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  security

  A

  license

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  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

• 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

  7
• 

  @lex-tools/codebase-contextofficial

  lex-tools

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  security

  A

  license

  A

  quality

  A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).

  Last updated 2025-08-02

  1

  10

  3

  Apache 2.0

• A Share MCP

  24mlight

  A

  security

  A

  license

  C

  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

• Yes or No MCP

  a-polishchuk

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  security

  F

  license

  D

  quality

  A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

  Last updated 2025-06-04

  1

  2

• Two Truths and a Twist

  ErgodicLabs

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  security

  A

  license

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  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• Codebase MCP

  DeDeveloper23

  A

  security

  A

  license

  B

  quality

  A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.

  Last updated 2025-02-28

  5

  3

  16

  79

  MIT

• CodeBase Optimizer

  liadgez

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  security

  A

  license

  -

  quality

  Provides comprehensive codebase analysis including project structure evaluation, cross-language duplicate detection, microservices validation, and configuration optimization with AI-powered pattern learning that generates actionable improvement reports.

  Last updated 2025-07-01

  MIT

• Langflow Document Q&A Server

  GongRzhe

  A

  security

  A

  license

  C

  quality

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• Perplexity Tool for Claude

  letsbuildagent

  A

  security

  A

  license

  C

  quality

  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  5

  MIT

• Document Q&A MCP Server

  sprchr

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  security

  A

  license

  -

  quality

  Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

  Last updated 2026-01-05

  MIT

• Document Q&A MCP Server

  SY-MR-CODER

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  security

  A

  license

  -

  quality

  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• CTX: Context as Code (CaC)

  context-hub

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  security

  A

  license

  -

  quality

  CTX is a tool made to solve a big problem when chatting with LLMs like ChatGPT or Claude: giving them enough context about your project.

  Last updated 2026-03-11

  316

  MIT

• Context

  neuledge

  -

  security

  A

  license

  -

  quality

  Local-first documentation for AI agents

  Last updated 2026-04-09

  374

  150

  Apache 2.0

• Codebase MCP Server

  cmaujean

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  security

  A

  license

  -

  quality

  A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.

  Last updated 2025-08-12

  MIT

• Codebase MCP Server

  MyunghoBae

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  security

  A

  license

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  quality

  Provides secure and efficient tools for codebase analysis, including file management, metadata retrieval, and dependency tree traversal. It allows LLMs to explore project structures and search for configuration files within a restricted root directory.

  Last updated 2026-02-28

  4

  3

  MIT

• A-SOC Trust MCP Server

  agntor

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  security

  A

  license

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  quality

  Provides agent certification and trust verification tools for AI agents, enabling certification checks, trust score calculations, audit ticket issuance, and emergency kill switch activation through the A-SOC trust network.

  Last updated 2026-02-16

  1

  MIT

• Codebase MCP Server

  Ravenight13

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.

  Last updated 2025-10-20

• Headless Codebase Indexer

  y1hanh

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  security

  F

  license

  -

  quality

  A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.

  Last updated 2026-02-24

• Codebase RAG MCP Server

  allentcm

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  security

  F

  license

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  quality

  Enables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.

  Last updated 2025-09-08

  13

• MCP Codebase Insight

  tosin2013

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  security

  F

  license

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  quality

  A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.

  Last updated 2025-11-19

  11

• MCP Codebase Index

  NgoTaiCo

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  security

  F

  license

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  quality

  Enables semantic search across your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage. Supports 15+ programming languages with smart code chunking and real-time file change monitoring.

  Last updated 2025-11-27

  18

  19

• Codebase Contextifier 9000

  jarmentor

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  security

  F

  license

  -

  quality

  Enables semantic code search across multiple repositories using AST-aware chunking and relationship tracking. Supports local LLM embeddings, real-time indexing, and cross-codebase dependency analysis through vector and graph databases.

  Last updated 2025-10-31

  3

• AutoDev Codebase MCP Server

  anrgct

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  security

  F

  license

  -

  quality

  HTTP-based server that provides semantic code search capabilities to IDEs through the Model Context Protocol, allowing efficient codebase exploration without repeated indexing.

  Last updated 2026-01-30

  17

  115

• Share A Bot MCP A2A

  codeislaw101

  A

  security

  A

  license

  A

  quality

  Discover and connect your agents with other agents via A2A protocol. Share resources for free or fee.

  Last updated 2026-04-15

  6

  MIT

• graph-tool-call

  SonAIengine

  A

  security

  A

  license

  A

  quality

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Last updated 2026-04-09

  6

  6

  MIT

• Context MCP

  Raunak-dev-18

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  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

• You Need A Budget (YNAB) MCP

  Jtewen

  A

  security

  A

  license

  A

  quality

  An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.

  Last updated 2025-06-19

  14

  9

  MIT

• MCP Think Tool

  piotrpalek

  A

  security

  F

  license

  A

  quality

  An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.

  Last updated 2025-03-25

  1

  1

• Enterprise Rent-A-Car MCP

  markswendsen-code

  A

  security

  F

  license

  A

  quality

  Enables AI assistants to search for vehicles, manage reservations, and access Enterprise Plus loyalty account information through headless browser automation on enterprise.com. It supports the complete car rental workflow including vehicle searching, booking, modifications, and points balance checks.

  Last updated 2026-03-13

  7

  5

• agent-tool

  knewstimek

  A

  security

  A

  license

  A

  quality

  Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.

  Last updated 2026-04-17

  2

  51

  16

  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

• 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 2026-04-21

  42

  37

• MCP Tool

  PiuQiuPiaQia

  A

  security

  F

  license

  D

  quality

  A server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.

  Last updated 2025-10-15

  1

  1

• db-mcp-tool

  wirdes

  A

  security

  A

  license

  D

  quality

  A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.

  Last updated 2025-03-07

  9

  5

  MIT

• A VMware ESXi/vCenter

  bright8192

  -

  security

  A

  license

  -

  quality

  A VMware ESXi/vCenter management server based on MCP (Machine Control Protocol), providing simple REST API interfaces for virtual machine management.

  Last updated 2025-07-01

  57

  MIT

• Model Context Protocol Server

  arkeodev

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  security

  A

  license

  -

  quality

  Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.

  Last updated 2025-04-27

  2

  MIT

• Context Sync

  Intina47

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  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 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

• MCP Think Tool

  DannyMac180

  -

  security

  A

  license

  -

  quality

  An MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.

  Last updated 2025-04-01

  131

  MIT

• Codebase Insights MCP Server

  llanterme

  -

  security

  A

  license

  -

  quality

  Analyzes API codebases from GitHub and Bitbucket repositories to generate Postman collections, business reports, and detailed code insights. Supports multiple frameworks including FastAPI, Spring Boot, Flask, Express, and OpenAPI/Swagger specifications.

  Last updated 2026-03-25

  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 2026-04-20

  8,150

• 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

• 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-portal

  GreatScottyMac

  -

  security

  A

  license

  -

  quality

  context-portal

  Last updated 2026-01-27

  760

  Apache 2.0