"How to install MCP (Mod Coder Pack)" matching MCP servers:

• velesdb-memory

  cyberlife-coder

  F

  license

  A

  quality

  A

  maintenance

  Local-first agent-memory MCP server with a why() tool: recall a fact together with its connected subgraph (multi-hop), so linked memories surface even when they share no words with the query. remember/recall/relate/forget/why over one fused vector + graph + columnar engine a single offline Rust binary.

  Last updated 2026-07-18

  8

  75

• Tiny Chat

  to-aoki

  A

  license

  -

  quality

  C

  maintenance

  A lightweight RAG system that provides an MCP server for searching and interacting with vector-based knowledge bases. It enables users to perform retrieval-augmented generation and search across Qdrant collections through a standardized interface.

  Last updated 2025-12-19

  2

  MIT
• 

  mcp-server-qdrantofficial

  qdrant

  A

  license

  B

  quality

  D

  maintenance

  This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

  Last updated 2026-07-10

  2

  1,461

  Apache 2.0
• 

  Tribalofficial

  tribal-memory

  F

  license

  A

  quality

  B

  maintenance

  Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.

  Last updated 2026-06-28

  10

  8

• semantic-code-mcp

  vrppaul

  F

  license

  A

  quality

  D

  maintenance

  A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.

  Last updated 2026-03-08

  3

  2

• Neo4j GraphRAG MCP Server

  neo4j-field

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables LLMs to perform semantic and fulltext searches within Neo4j while executing complex, search-augmented Cypher queries for GraphRAG applications. It provides tools for database schema discovery and supports multi-provider embeddings to facilitate advanced graph traversals.

  Last updated 2026-07-17

  5

  2

  MIT

• scrapedatshi-mcp

  scrapedatshi

  A

  license

  A

  quality

  B

  maintenance

  Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and vector DB providers.

  Last updated 2026-07-18

  12

  MIT

• redflag-mcp

  govindgnair23

  F

  license

  A

  quality

  B

  maintenance

  An MCP server that provides queryable access to Anti-Money Laundering (AML) red flag knowledge from regulatory documents. It enables compliance officers to ask natural-language questions and receive relevant, sourced red flags from a local vector database.

  Last updated 2026-07-13

  7

• mcp-codesearch

  michaelkrauty

  A

  license

  A

  quality

  B

  maintenance

  MCP server for semantic code search with AST-aware chunking, hybrid vectors, and query syntax.

  Last updated 2026-07-11

  11

  1

  Apache 2.0
• 

  dakera-mcpofficial

  Dakera-AI

  F

  license

  A

  quality

  B

  maintenance

  Self-hosted MCP-native agent memory server. Gives AI agents persistent, decay-weighted memory via 83 MCP tools — no cloud, full control. RocksDB+HNSW backend. Works with Claude Code, Cursor, and any MCP-compatible agent.

  Last updated 2026-07-16

  14

  7

• memory-bank-mcp

  gcorroto

  A

  license

  A

  quality

  D

  maintenance

  MCP server for semantic code indexing using vector embeddings, enabling AI agents to maintain persistent memory of codebases through natural language queries and intelligent chunking.

  Last updated 2026-01-28

  19

  7

  4

  MIT

• mcp-server-test

  JussCubs

  F

  license

  A

  quality

  D

  maintenance

  mcp-server-test

  Last updated 2025-04-04

  4

• dex-kline-mcp

  kukapay

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that streams K-line (candlestick) data from decentralized exchanges (DEXs) to power your AI agents and workflows.

  Last updated 2025-07-02

  1

  4

  MIT

• Memory Box MCP Server

  amotivv

  A

  license

  A

  quality

  C

  maintenance

  Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.

  Last updated 2025-09-22

  12

  9

  MIT

• cocoindex MCP

  datarian

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that incrementally indexes repositories and documents into a Postgres + pgvector store using CocoIndex, and exposes semantic search over them.

  Last updated 2026-07-01

  3

  1

  MIT

• CockroachDB MCP Server

  amineelkouhen

  A

  license

  A

  quality

  -

  maintenance

  The CockroachDB MCP Server is a natural language interface designed for agentic applications and LLMs to manage, monitor and query data in CockroachDB.

  Last updated 2026-01-25

  29

  1

  Python

• CockroachDB MCP Server

  amineelkouhen

  A

  license

  A

  quality

  B

  maintenance

  A natural language interface that enables LLMs and agentic applications to manage, monitor, and query data in CockroachDB through MCP (Model Content Protocol).

  Last updated 2026-07-16

  29

  12

  Python

  MIT

• MCP RAG Server

  LuizDoPc

  A

  license

  A

  quality

  D

  maintenance

  Provides local Retrieval-Augmented Generation (RAG) capabilities using Ollama for embeddings and ChromaDB for vector storage. It enables users to ingest and perform semantic searches across PDF, Markdown, and TXT documents within MCP-compatible clients.

  Last updated 2025-09-25

  4

  37

  1

  MIT

• Moatless MCP Server

  TwT23333

  F

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server for advanced code analysis and editing with semantic search capabilities, enabling AI assistants to perform complex code operations through a standardized interface.

  Last updated 2025-08-08

  15

  1
• 

  Redis MCP Serverofficial

  redis

  A

  license

  B

  quality

  B

  maintenance

  The official Redis MCP Server is a natural language interface designed for agentic applications to efficiently manage and search data in Redis.

  Last updated 2026-07-17

  51

  548

  MIT