"How to take a screenshot on a PC" matching MCP servers:

• 

  @vectros-ai/mcp-serverofficial

  vectros-ai

  A

  license

  -

  quality

  A

  maintenance

  MCP server for Vectros, a typed multi-tenant record store with hybrid search and citation-grounded RAG, enabling agents to query, search, and ask questions over their own indexed data.

  Updated 4 days ago (2026-08-13 00:16 UTC)

  345

  1

  Apache 2.0

• mcp-ai-workspace

  nickbiird

  A

  license

  -

  quality

  C

  maintenance

  Exposes document retrieval as an MCP tool, enabling LLMs to search a local vector store of markdown documents. Includes a retrieval evaluation harness to measure hit rate and MRR.

  Updated 2 months ago (2026-06-05 14:25 UTC)

  MIT

• ai-lab

  bunlongheng

  A

  license

  -

  quality

  B

  maintenance

  Enables Claude Code to search and retrieve from a local knowledge base of markdown notes using hybrid semantic+keyword search, keeping data entirely offline.

  Updated 13 days ago (2026-08-04 16:40 UTC)

  13

  MIT

• Document Q&A MCP Server

  Divyanshedunext

  F

  license

  -

  quality

  C

  maintenance

  Enables users to ingest PDF/DOCX/TXT/MD documents and ask natural language questions about them, using local embeddings and Groq-powered retrieval-augmented generation.

  Updated 9 days ago (2026-08-08 09:32 UTC)
• 

  Tribalofficial

  tribal-memory

  F

  license

  A

  quality

  A

  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.

  Updated 11 days ago (2026-08-06 15:46 UTC)

  10

  9

• GraphRAG Llama Index MCP

  T-NhanNguyen

  F

  license

  A

  quality

  D

  maintenance

  Enables AI agents to query a local knowledge graph built from document collections using hybrid search (BM25 + vector fusion) and entity-relationship extraction. Supports privacy-first, offline operation with tools for semantic search, entity graph exploration, and corpus statistics.

  Updated 5 months ago (2026-03-05 07:43 UTC)

  3

• mcp-semantic-search

  rohithmahesh3

  A

  license

  A

  quality

  D

  maintenance

  Indexes codebases using semantic embeddings for natural language search, enabling developers to find code with queries like 'how does authentication work'.

  Updated 7 months ago (2026-01-09 21:11 UTC)

  8

  1

  MIT

• Gemini Embedding 2 MCP Server

  AlaeddineMessadi

  A

  license

  A

  quality

  C

  maintenance

  A multimodal local memory MCP server that lets AI agents search across text, PDFs, images, audio, and video using Gemini Embedding 2 and a local ChromaDB.

  Updated 2 months ago (2026-06-25 00:23 UTC)

  7

  4

  MIT

• @rosalinddb/mcp

  rosalinddb

  A

  license

  A

  quality

  A

  maintenance

  Model Context Protocol server for RosalindDB, enabling AI clients to create datasets, ingest vectors, run similarity queries, and check usage on a cost-optimized vector search database.

  Updated 2 months ago (2026-06-07 23:05 UTC)

  11

  16

  Apache 2.0

• Hystersis MCP Server

  Himan-D

  A

  license

  A

  quality

  C

  maintenance

  Connects AI assistants to a persistent memory engine with Neo4j knowledge graph and ProMem extraction, enabling long-term context and associative memory across chats and workspaces.

  Updated 2 months ago (2026-06-18 20:15 UTC)

  6

  10

  MIT
• 

  mcp-server-qdrantofficial

  qdrant

  A

  license

  B

  quality

  C

  maintenance

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

  Updated 3 days ago (2026-08-14 00:13 UTC)

  2

  1,499

  Apache 2.0

• AWS MCP Server

  Havoc24k

  A

  license

  B

  quality

  D

  maintenance

  Enables Claude to interact with core AWS services like S3, EC2, RDS, and CloudWatch, along with a generic SDK wrapper for any AWS operation. It also supports cost monitoring and optional vector store capabilities for document ingestion and search.

  Updated 9 months ago (2025-11-25 15:26 UTC)

  10

  3

  The Unlicense

• Neo4j Knowledge Graph MCP

  henrychong-ai

  A

  license

  B

  quality

  B

  maintenance

  Provides LLM clients with a persistent, scalable knowledge graph memory system that supports semantic retrieval, contextual recall, and temporal awareness.

  Updated 3 days ago (2026-08-14 06:24 UTC)

  21

  89

  1

  MIT

• Universal AI Memory MCP Server

  vigneshsai890

  A

  license

  B

  quality

  C

  maintenance

  Provides a local-first secure memory store with encrypted payloads, entity extraction, and vector persistence, exposing read, write, and delete tools with granular capability controls.

  Updated 16 days ago (2026-08-01 02:50 UTC)

  4

  Apache 2.0

• mcp-server-qdrant

  ai-integr8tor

  A

  license

  B

  quality

  C

  maintenance

  An MCP server for storing and retrieving memories using Qdrant vector search, acting as a semantic memory layer.

  Updated 6 days ago (2026-08-11 16:25 UTC)

  2

  Apache 2.0

• MCP Router

  Maverick-LjXuan

  F

  license

  B

  quality

  D

  maintenance

  A service discovery and proxy for MCP servers that enables registration, discovery, and execution of tools on remote MCP servers. Uses vector-based similarity search through Alibaba Cloud services to intelligently route requests to appropriate MCP services.

  Updated a year ago (2025-08-14 02:36 UTC)

  3

• MCP OI-Wiki

  ShwStone

  F

  license

  B

  quality

  D

  maintenance

  Enhances large language models with competitive programming knowledge by leveraging OI-Wiki content through vector search, allowing models to retrieve relevant algorithms and techniques.

  Updated a year ago (2025-05-14 04:22 UTC)

  1

  24

• Meilisearch MCP Server

  OrionPotter

  A

  license

  B

  quality

  -

  maintenance

  Enables AI assistants to interact with Meilisearch through a standardized interface, supporting index and document management, search capabilities, settings configuration, task monitoring, and experimental vector search.

  Updated 9 months ago (2025-11-20 05:52 UTC)

  68

• PDP MCP Server

  VibeCoding4-JC

  A

  license

  C

  quality

  D

  maintenance

  An MCP server that provides RAG-powered Q\&A regarding Indonesia's Law No. 27 of 2022 on Personal Data Protection (UU PDP). It enables users to search for specific articles, legal definitions, data subject rights, and regulatory sanctions through Pinecone and OpenAI.

  Updated 8 months ago (2025-12-05 09:33 UTC)

  2

  MIT

• MCP RAG Agent

  elandy

  F

  license

  C

  quality

  C

  maintenance

  A local-first AI backend that combines Model Context Protocol, Retrieval-Augmented Generation, and an agent runtime to answer questions from a private knowledge base.

  Updated 19 days ago (2026-07-29 20:04 UTC)

  1