Related Servers

• mcp-rag-server

  kwanLeeFrmVi

  A

  license

  -Not graded

  quality

  D

  maintenance

  An MCP server that indexes documents and serves relevant context to LLMs via Retrieval Augmented Generation (RAG).

  Updated a year ago (2025-04-18 17:10 UTC)

  48

  37

  MIT

• sol-luna-orchestrator

  mahadansar

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that enables a supervising OpenAI Codex agent to delegate bounded implementation tasks to isolated worker threads with enforced file scopes and verification, optionally running in parallel git worktrees.

  Updated 4 days ago (2026-08-30 12:26 UTC)

  5

  779

  6

  MIT

• Solr MCP

  allenday

  A

  license

  -Not graded

  quality

  D

  maintenance

  A Python server that enables AI assistants to perform hybrid search queries against Apache Solr indexes through the Model Context Protocol, combining keyword precision with vector-based semantic understanding.

  Updated a year ago (2025-03-25 12:48 UTC)

  20

  MIT

• MCP Knowledge Service

  hyh0620

  A

  license

  -Not graded

  quality

  B

  maintenance

  Provides hybrid retrieval (dense + BM25 + RRF) with collection-based isolation and document ingestion for private knowledge access via MCP.

  Updated a month ago (2026-07-24 08:54 UTC)

  MIT

• RAG MCP Server

  ali-48

  F

  license

  C

  quality

  D

  maintenance

  Combines a knowledge graph with RAG (Retrieval-Augmented Generation) capabilities for semantic code indexing and search. Enables creating entity relationships, managing observations, and performing semantic searches across indexed codebases.

  Updated 7 months ago (2026-02-10 00:17 UTC)

  13

• rag

  FrameMuse

  F

  license

  -Not graded

  quality

  B

  maintenance

  A CLI tool and MCP server that turns markdown documentation into a searchable, queryable knowledge base.

  Updated a month ago (2026-07-25 19:48 UTC)

  22

Related Servers

• MCP RAG Server

  amaralphp

  A

  license

  -Not graded

  quality

  C

  maintenance

  Enables document ingestion, semantic search, and retrieval-augmented generation via MCP tools and REST API, using vector embeddings and intelligent chunking.

  Updated a month ago (2026-07-28 13:03 UTC)

  MIT

• rag-mcp-server

  Hizafa-Nadeem

  F

  license

  -Not graded

  quality

  C

  maintenance

  Enables hybrid vector and keyword search over Azure AI Search indexes via an MCP tool, supporting query with embedding generation.

  Updated 2 months ago (2026-07-11 13:36 UTC)

• mcp-rag-assistant

  EdwinIN01

  F

  license

  -Not graded

  quality

  C

  maintenance

  Provides RAG-based knowledge retrieval and document management as MCP tools, supporting hybrid search, reranking, and retrieval process visualization.

  Updated 2 months ago (2026-07-07 04:13 UTC)

• enterprise-knowledge

  Enesp4rl4k

  A

  license

  -Not graded

  quality

  C

  maintenance

  Enables AI agents to securely search and ingest corporate documents via MCP, offering hybrid retrieval, PII sanitization, role-based access control, and citation validation.

  Updated 9 days ago (2026-08-25 23:41 UTC)

  MIT
• 

  doc-searchofficial

  SodaShikenn

  A

  license

  -Not graded

  quality

  C

  maintenance

  MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.

  Updated 14 days ago (2026-08-20 07:30 UTC)

  MIT

• Elasticsearch MCP Server

  Dhananjayrbiraris

  A

  license

  -Not graded

  quality

  D

  maintenance

  Exposes Elasticsearch semantic search capabilities as MCP tools, enabling ELSER, kNN, and hybrid search with automatic index setup.

  Updated 4 months ago (2026-04-28 09:41 UTC)

  MIT