RAG Systems

Tools and platforms for Retrieval-Augmented Generation (RAG), integrating external data sources with language models. Enables context retrieval, relevant document fetching, hybrid search, and dynamic knowledge injection into AI/LLM workflows.

MCP ServersBrowse all →

docmancerofficial
Knowledge & Memory RAG Systems Developer Tools
docmancer
A
license
A
quality
B
maintenance
Local-first memory for coding agents. Discovers the memory, instructions, and rules Claude Code, Codex, and Cursor already wrote on your machine, combines them into one canonical Markdown tree, and serves grounded, cited recall through tools like ask_memory and canonical_memory.
Updated 3 days ago (2026-08-13 15:35 UTC)
8
20
121
MIT
EnConvert MCP Serverofficial
RAG Systems Browser Automation Web Scraping
enconvert
A
license
A
quality
A
maintenance
Enables AI agents to convert files, render web pages to markdown/PDF/screenshots, search the live web, extract structured data, ingest RAG-ready chunks, and monitor pages for changes through a single API key.
Updated 10 days ago (2026-08-06 09:47 UTC)
20
24
720
7
MIT
qai-consultant-mcp
AI & Machine Learning RAG Systems Testing & QA Tools
gvasile29
A
license
A
quality
A
maintenance
Keyless, local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client. Standards-grounded retrieval, deterministic QA effort estimation, automated QA document quality review (0-100 rubric), and JUnit/CSV test-results flakiness analysis.
Updated 7 days ago (2026-08-09 21:03 UTC)
2
5
4
Apache 2.0
deepset-mcpofficial
AI & Machine Learning RAG Systems Developer Tools
deepset-ai
A
license
B
quality
A
maintenance
Enables AI agents to build and debug pipelines on the Haystack Enterprise AI platform through 30+ specialized tools, and provides a Python SDK for programmatic access.
Updated 3 days ago (2026-08-13 14:12 UTC)
50
4
Apache 2.0
Needle MCP Serverofficial
RAG Systems Documentation Access Search
needle-ai
A
license
A
quality
D
maintenance
A server that allows users to manage documents and perform Claude-powered searches using Needle through the Claude Desktop application.
Updated a year ago (2025-07-27 13:34 UTC)
7
101
MIT
mcp-server-qdrantofficial
Vector Databases RAG Systems Knowledge & Memory
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
Paper Search MCP
Research & Data Search RAG Systems
openags
A
license
B
quality
C
maintenance
An MCP server for searching and downloading academic papers from multiple sources including arXiv, PubMed, bioRxiv, and Sci-Hub, designed for seamless integration with large language models like Claude Desktop.
Updated a month ago (2026-07-02 01:05 UTC)
795
57
2,417
MIT
mcp-upstageofficial
AI & Machine Learning RAG Systems Research & Data
UpstageAI
A
license
B
quality
C
maintenance
Enables AI assistants to extract and structure content from documents (PDFs, images, Office files) via Upstage AI's APIs, with seamless Claude Desktop integration.
Updated a year ago (2025-08-25 08:32 UTC)
2
13
MIT
Adb MySQL MCP Serverofficial
Databases RAG Systems
aliyun
A
license
B
quality
B
maintenance
A universal interface that enables AI Agents to seamlessly communicate with Adb MySQL databases, allowing them to retrieve database metadata and execute SQL operations.
Updated 17 days ago (2026-07-30 05:55 UTC)
3
32
Apache 2.0
Redis MCP Serverofficial
Databases RAG Systems Vector Databases
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.
Updated 11 days ago (2026-08-05 12:04 UTC)
53
563
MIT
Vault Cortex
Knowledge & Memory Note Taking RAG Systems
aliasunder
A
license
A
quality
A
maintenance
MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-protected. Runs locally via Docker or remotely with Obsidian Sync + OAuth 2.1.
Updated 3 days ago (2026-08-13 06:03 UTC)
2
30
850
17
MIT
rmbr
Knowledge & Memory RAG Systems
SRock44
A
license
A
quality
A
maintenance
Embedded memory and retrieval engine for AI agents, providing local-first memory with MCP support for multi-agent access control.
Updated 3 days ago (2026-08-14 01:07 UTC)
10
3
2
MIT
Calypso Multimodal RAG MCPofficial
RAG Systems Search AI & Machine Learning
calypso-so
A
license
A
quality
B
maintenance
A hosted multimodal RAG MCP server that enables natural language queries over text and visual content (PDFs, images, etc.) with verifiable citations, easily run via npx with a Calypso API key.
Updated 2 months ago (2026-06-09 14:40 UTC)
4
100
2
MIT
bikkyofficial
Knowledge & Memory RAG Systems Vector Databases
bikky-dev
A
license
A
quality
A
maintenance
Provides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies, and curates knowledge from supported transcript sources.
Updated 7 days ago (2026-08-09 09:14 UTC)
18
60
1
AGPL 3.0
Zilliz MCP Serverofficial
Vector Databases RAG Systems Databases
zilliztech
A
license
A
quality
D
maintenance
Enables AI agents to interact with Milvus vector databases and Zilliz Cloud through natural language, allowing users to create clusters, manage collections, insert vector data, and perform semantic searches directly from their AI assistants.
Updated a year ago (2025-07-03 09:06 UTC)
16
34
Apache 2.0
Haypile
RAG Systems Search
BenyD
A
license
A
quality
A
maintenance
Hybrid search over your local documents, with file and page citations. One binary, fully local.
Updated 6 days ago (2026-08-10 07:30 UTC)
4
2
2
AGPL 3.0
Chroma MCP Serverofficial
Vector Databases RAG Systems Knowledge & Memory
chroma-core
A
license
A
quality
D
maintenance
A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
Updated a year ago (2025-09-17 20:20 UTC)
13
585
Apache 2.0
Moorcheh MCP Serverofficial
RAG Systems Vector Databases AI & Machine Learning
moorcheh-ai
A
license
A
quality
D
maintenance
Enables interaction with Moorcheh AI services including namespace management, document embedding, vector search, and AI-powered answers through the Model Context Protocol.
Updated 3 months ago (2026-05-13 17:41 UTC)
13
21
4
Apache 2.0
@houtini/contentmarketingideasofficial
Marketing Content Management Systems RAG Systems
houtini-ai
A
license
B
quality
C
maintenance
Content Marketing Ideas MCP server: an editorial copilot enabling source monitoring, brief generation, voice-matched article drafting, RAG search, and WordPress publishing through natural language in Claude.
Updated 4 months ago (2026-04-09 13:50 UTC)
59
7
MIT
mcp-reposkeinofficial
Code Analysis RAG Systems Developer Tools
reposkein
A
license
A
quality
A
maintenance
Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.
Updated 4 days ago (2026-08-12 20:56 UTC)
8
11
Apache 2.0
Ragionex Memory MCPofficial
Knowledge & Memory RAG Systems
ragionex
A
license
A
quality
B
maintenance
Dynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation.
Updated a month ago (2026-07-13 07:37 UTC)
10
23
1
MIT
june-mcpofficial
Knowledge & Memory RAG Systems
Junemind
A
license
A
quality
C
maintenance
Official MCP server connecting hosts to a June knowledge graph for agent memory, search, and cited answers.
Updated 12 days ago (2026-08-05 05:06 UTC)
10
MIT
@wopal/mcp-server-hotnewsofficial
Search RAG Systems
wopal-cn
A
license
B
quality
C
maintenance
A Model Context Protocol server that provides real-time hot trending topics from major Chinese social platforms and news sites.
Updated 2 years ago (2024-12-22 10:48 UTC)
1
1,917
201
MIT
Skrape MCP Serverofficial
Web Scraping RAG Systems
skrapeai
A
license
B
quality
D
maintenance
This server converts webpages into clean, structured Markdown optimized for language model consumption, removing unnecessary content and supporting JavaScript rendering.
Updated a year ago (2025-07-30 15:17 UTC)
1
12
MIT
Memphoraofficial
Knowledge & Memory RAG Systems Autonomous Agents
Memphora
A
license
A
quality
D
maintenance
Adds persistent memory to AI assistants by connecting to the Memphora cloud platform, allowing them to store and recall facts across conversations. It enables tools for searching memories, extracting insights, and maintaining long-term user context and preferences.
Updated 8 months ago (2025-12-10 06:08 UTC)
5
3
MIT
Loreofficial
Knowledge & Memory RAG Systems Autonomous Agents
agentkitai
A
license
B
quality
A
maintenance
Cross-agent memory server: hybrid (vector + full-text + knowledge-graph) recall, per-user private/shared visibility, write-side secret/PII redaction, and as-of-date bi-temporal fact queries. Auto-injection hooks for Claude Code / Cursor / Codex; self-hostable on PostgreSQL or SQLite.
Updated 8 days ago (2026-08-09 01:23 UTC)
46
7
MIT
ScrapeGraph MCP Serverofficial
Web Scraping RAG Systems Browser Automation
ScrapeGraphAI
A
license
A
quality
B
maintenance
A production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.
Updated a month ago (2026-07-17 08:36 UTC)
8
93
MIT
DocImprint Documentofficial
RAG Systems Search AI & Machine Learning
sawftware-apps
A
license
A
quality
C
maintenance
Verifiable document intelligence for AI agents. Extract text, tables, and structured data from PDFs and URLs. Summarize, answer questions, check claims, and translate — all with cited evidence. Store tamper-evident evidence bundles with cryptographic signatures and on-chain attestation via Base L2. Cross-document semantic search and Q&A across named collections. Pay per call with USDC
Updated 21 days ago (2026-07-26 09:02 UTC)
22
15
1
MIT
byteask-embedded-docsofficial
RAG Systems Embedded system Documentation Access
ByteAsk
A
license
A
quality
B
maintenance
An MCP server for source-grounded, page-cited evidence retrieval tailored for embedded and firmware development, returning verbatim snippets with exact citations or 'no match' to prevent fabrications.
Updated 2 months ago (2026-06-20 13:57 UTC)
3
23
MIT
Root Signals MCP Serverofficial
RAG Systems Code Execution Autonomous Agents
root-signals
A
license
A
quality
F
maintenance
Root Signals MCP Server
Updated 19 days ago (2026-07-28 10:26 UTC)
3
12
MIT

MCP ConnectorsBrowse all →

MarkupBase AOAuth
MarkupBase turns AI-generated Markdown and HTML into durable, versioned artifacts that people can review and discuss. Its MCP server lets agents publish new versions, preserve contextual comments, include hosted images, and respond to feedback through secure account-linked identities, creating a clear human review boundary without requiring real-time editing.
Content Management Systems RAG Systems Workplace & Productivity
122
Palim A
Hosted MCP memory: save sessions/decisions once, search from Claude, Cursor, ChatGPT. EU-hosted FTS.
Knowledge & Memory Search RAG Systems
452
ToolSnap MCP A
Deterministic AI agent microtools, no accounts/API keys. fetch_extract: 98% token cut. 38 tools.
Blockchain RAG Systems Web Scraping
1731
Search Fragments A
For queries a model can't confidently place: resolves or declines. Built to decline, not guess.
RAG Systems Search
12
Dodo Knowledge MCP A
A semantic search server that gives AI assistants instant access to Dodo Payments documentation and knowledge base.
Search Documentation Access RAG Systems
12
Lawbster A
MCP server for German & EU law. Verified, citable legal context for any LLM. Daily updates from official sources, hosted in Germany
Legal & Compliance RAG Systems Vector Databases
113
Fast.io A
AI-first file sharing and collaboration. 251 tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. 50GB free, no credit card.
Cloud Storage RAG Systems File Systems
193
ColdState Knowledge Search A
**ColdState Knowledge Search MCP Server** https://github.com/daniel-coldstate/coldstate-mcp Semantic search over 64.6M knowledge entries — the structured alternative to web search APIs and web scraping for LLM agents. No crawling, no rate limits, sub-3s responses. Cloud-hosted at services.coldstate.ai
Search Knowledge & Memory RAG Systems
162
Citation Check A
Free mechanical checks for AI text: unnamed counts, dangling references, bad arithmetic, misquotes.
RAG Systems Search Documentation Access
11
ctx A
Turn a GitHub repo or docs site into agent-ready context: pack it or search it, over MCP.
RAG Systems Search Documentation Access
611
Bay Run A
Discover, prove, route, and serve small AI specialists with fast RAG and private agent memory.
AI & Machine Learning RAG Systems
31
Stoic Sage A
Semantic search over the Stoic corpus — Marcus Aurelius' Meditations, Seneca's essays, and Epictetus' Discourses, Enchiridion and Fragments. Search by theme or citation, fetch any passage, or get the daily reflection. Public domain translations, no auth.
Search RAG Systems Art & Culture
31
Tru8 Evidence Research A
Source-traced evidence research for AI agents. We organise the evidence; you decide.
Research & Data Search RAG Systems
31
fresh A
Know whether an AI agent should REUSE or REFETCH a URL before retrieving it again.
Browser Automation Web Scraping RAG Systems
21
Fidenta Verify A
Independent fact-checking for AI answers: a verdict and sources for every claim.
RAG Systems Search
51
search A
Collaborative, cache-first web search for agents — cited answers from a shared live-web pool.
Search RAG Systems
32
trip2g A
Serve a folder of Markdown notes as an MCP server: hybrid search, reading, and sourced answers.
RAG Systems Note Taking Search
11234
Persistent Project Context for xAI Grok B
Persistent project context for xAI Grok. IANA-registered .faf format.
RAG Systems Search
19317
Pastepile A
Durable, versioned memory for AI assistants. Remote memory needs a Pastepile subscription.
Knowledge & Memory RAG Systems
121
consistency-gate A
Check claims against a fact-store: consistent, contradicts, or unverifiable — with a receipt.
RAG Systems Knowledge & Memory
31

RAG Systems

MCP ServersBrowse all →

docmancerofficial

EnConvert MCP Serverofficial

qai-consultant-mcp

deepset-mcpofficial

Needle MCP Serverofficial

mcp-server-qdrantofficial

Paper Search MCP

mcp-upstageofficial

Adb MySQL MCP Serverofficial

Redis MCP Serverofficial

Vault Cortex

rmbr

Calypso Multimodal RAG MCPofficial

bikkyofficial

Zilliz MCP Serverofficial

Haypile

Chroma MCP Serverofficial

Moorcheh MCP Serverofficial

@houtini/contentmarketingideasofficial

mcp-reposkeinofficial

Ragionex Memory MCPofficial

june-mcpofficial

@wopal/mcp-server-hotnewsofficial

Skrape MCP Serverofficial

Memphoraofficial

Loreofficial

ScrapeGraph MCP Serverofficial

DocImprint Documentofficial

byteask-embedded-docsofficial

Root Signals MCP Serverofficial

MCP ConnectorsBrowse all →