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Home
/ Search & retrieval
Search & retrieval
RAG, vector and retrieval entries by score
The in-house score (cross-source mentions x traction) ranked over this category: 498 entries. Same sort key as the Top rated board - for a key you can check, use the GitHub Stars board.
awesome
vectorize-io/hindsight
🐍 ☁️ 🏠 - Hindsight: long-term memory for AI agents modeled on human memory
MCP servers
#1
50,458
★
yesterday
awesome
wonderwhy-er/DesktopCommanderMCP
📇 🏠 🍎 🪟 🐧 - Manage and execute programs, and read, write, search and edit code and text files
MCP servers
#2
10,073
★
yesterday
awesome
sooperset/mcp-atlassian
🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud…
MCP servers
#3
6,008
★
yesterday
awesome
scrapeless-ai/scrapeless-mcp-server
🐍 ☁️ - Web search via the Scrapeless Google SERP API
MCP servers
#4
169
★
yesterday
awesome
roadwy/cve-search_mcp
🐍 🏠 - Query the CVE-Search API: browse vendors and products, get CVEs by ID and list the latest updated CVEs
MCP servers
#5
107
★
yesterday
awesome
fr0gger/MCP_Security
📇 ☁️ - Query the ORKL API to fetch threat reports, analyze threat actors and retrieve intelligence sources
MCP servers
#6
52
★
yesterday
awesome
doggybee/mcp-server-leetcode
📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles,…
MCP servers
#7
43
★
yesterday
awesome
genomoncology/biomcp
🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info
MCP servers
#8
656
★
yesterday
awesome
lharries/whatsapp-mcp
🐍 🏎️ - Search personal WhatsApp messages and contacts, and send messages to individuals or groups
MCP servers
#9
6,634
★
yesterday
awesome
exa-labs/exa-mcp-server
🎖️ 📇 ☁️ - Real-time web search using the Exa AI Search API
MCP servers
#10
5,138
★
yesterday
awesome
grafana/mcp-grafana
🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
MCP servers
#11
3,567
★
yesterday
awesome
blazickjp/arxiv-mcp-server
☁️ 🐍 - Search arXiv papers, read original LaTeX sections, get BibTeX from arXiv metadata and set topic…
MCP servers
#12
3,221
★
yesterday
awesome
Aas-ee/open-webSearch
🐍 📇 ☁️ - Multi-engine web search across Bing, Baidu, DuckDuckGo, Brave, Exa and CSDN
MCP servers
#13
1,869
★
yesterday
awesome
chigwell/telegram-mcp
🐍 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send…
MCP servers
#14
1,833
★
yesterday
awesome
nickclyde/duckduckgo-mcp-server
🐍 ☁️ - Web search using DuckDuckGo, with content fetching and parsing
MCP servers
#15
1,537
★
yesterday
awesome
brave/brave-search-mcp-server
📇 ☁️ - Web search using Brave's Search API
MCP servers
#16
1,504
★
yesterday
awesome
apecloud/ApeRAG
🐍 ☁️ 🏠 - RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs…
MCP servers
#17
1,322
★
yesterday
awesome
Ihor-Sokoliuk/MCP-SearXNG
📇 🏠/☁️ - Web search via SearXNG
MCP servers
#18
1,310
★
yesterday
awesome
bgauryy/octocode-mcp
☁️ 📇 🍎 🪟 🐧 - Research, analysis and discovery across GitHub and npm in real time
MCP servers
#19
950
★
yesterday
awesome
karanb192/reddit-mcp-buddy
📇 🏠 - Browse Reddit posts, search content and analyze user activity
MCP servers
#20
858
★
yesterday
awesome
redis/mcp-redis
🐍 🏠 - Manage and search data in Redis
MCP servers
#21
637
★
yesterday
awesome
chroma-core/chroma-mcp
🎖️ 🐍 ☁️ 🏠 - Access local and cloud Chroma instances for retrieval
MCP servers
#22
599
★
yesterday
awesome
openbnb-org/mcp-server-airbnb
📇 ☁️ - Search Airbnb and get listing details
MCP servers
#23
548
★
yesterday
awesome
kagisearch/kagimcp
☁️ 📇 - Search the web with Kagi Search
MCP servers
#24
544
★
yesterday
awesome
pskill9/web-search
📇 🏠 - Web search using Google search results
MCP servers
#25
472
★
yesterday
awesome
shinpr/mcp-local-rag
📇 🏠 - Local document search: semantic search over PDF, DOCX, TXT and Markdown files with LanceDB vector…
MCP servers
#26
415
★
yesterday
awesome
K-Dense-AI/claude-skills-mcp
🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported
MCP servers
#27
407
★
yesterday
awesome
chaindead/telegram-mcp
🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve…
MCP servers
#28
349
★
yesterday
awesome
cr7258/elasticsearch-mcp-server
🐍 🏠 - Interact with Elasticsearch
MCP servers
#29
313
★
yesterday
awesome
Govcraft/rust-docs-mcp-server
🦀 🏠 - Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization
MCP servers
#30
299
★
yesterday
awesome
burningion/video-editing-mcp
🐍 - Add, analyze, search and generate video edits from your Video Jungle collection
MCP servers
#31
293
★
yesterday
awesome
jae-jae/g-search-mcp
📇 🏠 - Google search with parallel queries for multiple keywords
MCP servers
#32
273
★
yesterday
awesome
hannesrudolph/mcp-ragdocs
🐍 🏠 - Retrieve and process documentation through vector search to augment responses with relevant…
MCP servers
#33
265
★
yesterday
awesome
gannonh/firebase-mcp
☁️ - Firebase services including Auth, Firestore and Storage
MCP servers
#34
247
★
yesterday
awesome
hellokaton/unsplash-mcp-server
🐍 ☁️ - Unsplash image search
MCP servers
#35
237
★
yesterday
awesome
adhikasp/mcp-twikit
🐍 ☁️ - Interact with Twitter search and timeline
MCP servers
#36
236
★
yesterday
awesome
omega-memory/omega-memory
🐍 🏠 🍎 🪟 🐧 - Local-first persistent memory for coding agents with semantic search, auto-capture, cross-session…
MCP servers
#37
224
★
yesterday
awesome
reading-plus-ai/mcp-server-deep-research
📇 ☁️ - Autonomous deep research with structured query elaboration and concise reporting
MCP servers
#38
214
★
yesterday
awesome
deadletterq/mcp-opennutrition
📇 🏠 - Local search of foods, nutrition facts and barcodes in the OpenNutrition database
MCP servers
#39
208
★
yesterday
awesome
andybrandt/mcp-simple-arxiv
🐍 ☁️ - Search and read papers from arXiv
MCP servers
#40
202
★
yesterday
awesome
34892002/bilibili-mcp-js
📇 🏠 - Search Bilibili content, with LangChain integration examples
MCP servers
#41
194
★
yesterday
awesome
serpapi/serpapi-mcp
🐍 ☁️ 🏠 🍎 🪟 🐧 - Search results from Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay and more via SerpApi, plus…
MCP servers
#42
180
★
yesterday
awesome
andybrandt/mcp-simple-pubmed
🐍 ☁️ - Search and read medical and life sciences papers from PubMed
MCP servers
#43
171
★
yesterday
awesome
docker/hub-mcp
🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images
MCP servers
#44
169
★
yesterday
awesome
aaronjmars/web3-research-mcp
📇 ☁️ - Deep research for crypto, running fully locally
MCP servers
#45
168
★
yesterday
awesome
entanglr/zettelkasten-mcp
🐍 🏠 - Zettelkasten knowledge management: create, link and search atomic notes
MCP servers
#46
167
★
yesterday
awesome
aliyun/alibabacloud-tablestore-mcp-server
☕ 🐍 ☁️ - Alibaba Cloud Tablestore: add documents and search them semantically by vectors and scalars, suited…
MCP servers
#47
157
★
yesterday
awesome
redleaves/context-keeper
🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management: short- and long-term memory with vector, timeline…
MCP servers
#48
155
★
yesterday
awesome
BurtTheCoder/mcp-virustotal
📇 🪟 ☁️ - Query the VirusTotal API: scan URLs, analyze file hashes and retrieve IP address reports
MCP servers
#49
150
★
yesterday
awesome
cameronrye/openzim-mcp
🐍 🏠 - Search and navigate Wikipedia and other ZIM-format knowledge archives offline, with smart retrieval and…
MCP servers
#50
145
★
yesterday
awesome
wso2/fhir-mcp-server
🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR…
MCP servers
#51
137
★
yesterday
awesome
nkapila6/mcp-local-rag
🏠 🐍 - Primitive RAG-like web search that runs locally, without external APIs
MCP servers
#52
134
★
yesterday
awesome
chanmeng/google-news-mcp-server
📇 ☁️ - Google News via SerpAPI: search headlines, stories and related topics, with automatic topic…
MCP servers
#53
129
★
yesterday
awesome
mikechao/brave-search-mcp
📇 ☁️ - Web, image, news, video and local point-of-interest search using Brave's Search API
MCP servers
#54
128
★
yesterday
awesome
aikts/yandex-tracker-mcp
🐍 ☁️ 🏠 - Search and retrieve Yandex Tracker issues, queues and users
MCP servers
#55
123
★
yesterday
awesome
st3v3nmw/sourcerer-mcp
🏎️ ☁️ - Semantic code search and navigation that reduces token waste
MCP servers
#56
119
★
yesterday
awesome
vectorize-io/vectorize-mcp-server
☁️ 📇 - Retrieval, private deep research, file-to-Markdown extraction and text chunking via Vectorize
MCP servers
#57
115
★
yesterday
awesome
8enSmith/mcp-open-library
📇 ☁️ - Search for book information via the Open Library API
MCP servers
#58
96
★
yesterday
awesome
ConechoAI/openai-websearch-mcp
🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool
MCP servers
#59
94
★
yesterday
awesome
OctagonAI/octagon-deep-research-mcp
🎖️ 📇 ☁️ 🏠 - Deep research agent from Octagon
MCP servers
#60
93
★
yesterday
awesome
ragieai/mcp-server
📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and…
MCP servers
#61
91
★
yesterday
awesome
optuna/optuna-mcp
🎖️ 🐍 🏠 🐧 🍎 - Orchestrate hyperparameter search and other optimization tasks with Optuna
MCP servers
#62
88
★
yesterday
awesome
isnow890/naver-search-mcp
📇 ☁️ - Naver Search API integration: blog, news and shopping search plus DataLab analytics
MCP servers
#63
88
★
yesterday
awesome
leehanchung/bing-search-mcp
📇 ☁️ - Web search using the Microsoft Bing Search API
MCP servers
#64
80
★
yesterday
awesome
discourse/discourse-mcp
🎖️ 💎 ☁️ 🏠 🍎 🪟 🐧 - Discourse forum integration: search topics, read posts, manage categories and tags,…
MCP servers
#65
76
★
yesterday
awesome
erithwik/mcp-hn
🐍 ☁️ - Search Hacker News, get top stories and more
MCP servers
#66
76
★
yesterday
awesome
ukkit/memcord
🐍 🏠 🐧 🍎 - Organize and search chat history with AI-generated summaries and secure memory
MCP servers
#67
74
★
yesterday
awesome
r-huijts/rijksmuseum-mcp
📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API
MCP servers
#68
72
★
yesterday
awesome
Linked-API/linkedapi-mcp
🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data
MCP servers
#69
70
★
yesterday
awesome
HenryHaoson/Yuque-MCP-Server
📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics…
MCP servers
#70
69
★
yesterday
awesome
sawa-zen/vrchat-mcp
📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more
MCP servers
#71
67
★
yesterday
awesome
0xdaef0f/job-searchoor
📇 🏠 - Search job listings with filters for date, keywords, remote work options and more
MCP servers
#72
65
★
yesterday
awesome
nihalxkumar/arch-mcp
🐍 🏠 🐧 - Search the Arch Wiki and AUR, get package info, check for updates, install packages and analyze…
MCP servers
#73
59
★
yesterday
awesome
IvanAmador/vercel-ai-docs-mcp
📇 🏠 - AI-powered search and querying of the Vercel AI SDK documentation
MCP servers
#74
50
★
yesterday
awesome
Tomatio13/mcp-server-tavily
☁️ 🐍 - Search via the Tavily AI search API
MCP servers
#75
50
★
yesterday
awesome
pinecone-io/assistant-mcp
🎖️ 🦀 ☁️ - Connect to your Pinecone Assistant and retrieve context from its knowledge engine
MCP servers
#76
46
★
yesterday
awesome
pragmar/mcp-server-webcrawl
🐍 🏠 - Search and retrieve web crawler data from WARC, wget, Katana, SiteOne and InterroBot crawls
MCP servers
#77
46
★
yesterday
awesome
ac3xx/mcp-servers-kagi
📇 ☁️ - Kagi search API integration
MCP servers
#78
44
★
yesterday
awesome
DappierAI/dappier-mcp
🐍 ☁️ - Real-time web search and premium data from media brands via Dappier: news, financial markets, sports,…
MCP servers
#79
44
★
yesterday
awesome
wende/cicada
🐍 🏠 🍎 🪟 🐧 - Code intelligence for Elixir: module search, function tracking and PR attribution via tree-sitter…
MCP servers
#80
41
★
yesterday
awesome
vezlo/src-to-kb
📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings…
MCP servers
#81
40
★
yesterday
awesome
stass/exif-mcp
📇 🏠 🐧 🍎 🪟 - Examine image metadata such as EXIF, XMP, JFIF and GPS for searching and analyzing photo libraries
MCP servers
#82
40
★
yesterday
awesome
qiniu/qiniu-mcp-server
🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services
MCP servers
#83
39
★
yesterday
awesome
artmann/package-registry-mcp
🏠 📇 🍎 🪟 🐧 - Search and get up-to-date information about npm, Cargo, PyPI and NuGet packages
MCP servers
#84
39
★
yesterday
awesome
yamanoku/baseline-mcp-server
📇 🏠 - Search Baseline status using the Web Platform API
MCP servers
#85
37
★
yesterday
awesome
InsForge/insforge-mcp
📇 ☁️ - Backend-as-a-service for agents building full-stack apps: auth, PostgreSQL database, storage and…
MCP servers
#86
36
★
yesterday
awesome
nonatofabio/local-faiss-mcp
🐍 🏠 🍎 🐧 - Local FAISS vector database for RAG with document ingestion (PDF, TXT, MD, DOCX), semantic search,…
MCP servers
#87
36
★
yesterday
awesome
mikechao/metmuseum-mcp
📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API
MCP servers
#88
35
★
yesterday
awesome
Xuanwo/mcp-server-opendal
🐍 🏠 ☁️ - Access any storage backend through Apache OpenDAL
MCP servers
#89
35
★
yesterday
awesome
magarcia/mcp-server-giphy
📇 ☁️ - Search and retrieve GIFs through the Giphy API
MCP servers
#90
35
★
yesterday
awesome
fireproof-storage/mcp-database-server
📇 ☁️ - Fireproof ledger database with multi-user sync
MCP servers
#91
31
★
yesterday
awesome
vectara/vectara-mcp
🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform
MCP servers
#92
29
★
yesterday
awesome
macrocosm-os/macrocosmos-mcp
🎖️ 🐍 ☁️ - Real-time X, Reddit and YouTube data with filtering by search phrase, user and date
MCP servers
#93
29
★
yesterday
awesome
Aiven-Open/mcp-aiven
🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch…
MCP servers
#94
28
★
yesterday
awesome
joelio/stocky
🐍 ☁️ 🏠 - Search and download royalty-free stock photos from Pexels and Unsplash, with rich metadata and…
MCP servers
#95
28
★
yesterday
awesome
hbg/mcp-paperswithcode
🐍 ☁️ - Search papers via the Papers with Code API
MCP servers
#96
26
★
yesterday
awesome
olostep/olostep-mcp-server
📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get…
MCP servers
#97
24
★
yesterday
awesome
billster45/mcp-chatgpt-responses
🐍 ☁️ - Talk to ChatGPT and use its web search capability
MCP servers
#98
24
★
yesterday
awesome
r-huijts/opentk-mcp
📇 ☁️ - Search Dutch Parliament (Tweede Kamer) documents, debates, activities and legislative cases, based on…
MCP servers
#99
23
★
yesterday
awesome
JamesANZ/memory-mcp
📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM…
MCP servers
#100
22
★
yesterday
awesome
kukapay/nearby-search-mcp
🐍 ☁️ - Nearby place search with IP-based location detection
MCP servers
#101
22
★
yesterday
awesome
adawalli/nexus
📇 ☁️ - Web search using Perplexity Sonar models, with source citations
MCP servers
#102
22
★
yesterday
awesome
longevity-genie/opengenes-mcp
🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research
MCP servers
#103
21
★
yesterday
awesome
alexbakers/mcp-ipfs
📇 ☁️ - Upload to and manipulate IPFS storage
MCP servers
#104
21
★
yesterday
awesome
willianpinho/large-file-mcp
📇 🏠 🍎 🪟 🐧 - Large-file handling with chunking, navigation, streaming, regex search and LRU caching
MCP servers
#105
18
★
yesterday
awesome
angheljf/nyt
📇 ☁️ - Search articles using the NYTimes API
MCP servers
#106
18
★
yesterday
awesome
the0807/GeekNews-MCP-Server
🐍 ☁️ - Retrieve and process news from GeekNews
MCP servers
#107
18
★
yesterday
awesome
louis030195/easy-obsidian-mcp
📇 🏠 🍎 🪟 🐧 - Create, read, update and search notes in local Obsidian vaults via filesystem access
MCP servers
#108
17
★
yesterday
awesome
jyjune/mcp_vms
🐍 🏠 🪟 - Retrieve live and recorded video from a CCTV recording program (VMS) and control it, such as opening…
MCP servers
#109
17
★
yesterday
awesome
campertunity/mcp-server
🎖️ 📇 🏠 - Search campgrounds worldwide on Campertunity, check availability and get booking links
MCP servers
#110
17
★
yesterday
awesome
gemy411/multi-research-agents
☁️ - Multi-agent research system for coding or general research tasks
MCP servers
#111
16
★
yesterday
awesome
parallel-web/task-mcp
☁️ - Deep research and batch task execution via Parallel
MCP servers
#112
16
★
yesterday
awesome
erikhoward/adls-mcp-server
🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download…
MCP servers
#113
6
★
yesterday
awesome
MervinPraison/praisonai-mcp
🐍 - AI agent framework with tools for search, memory, workflows, code execution and file operations, turning…
MCP servers
#114
1
★
yesterday
awesome
BurtTheCoder/mcp-shodan
📇 🪟 ☁️ - Query the Shodan API and Shodan CVEDB: IP lookups, device searches, DNS lookups, vulnerability…
MCP servers
#115
yesterday
awesome
SkillFlow MCP Server
Search and discover AI agent skills from the SkillFlow marketplace
MCP servers
#116
yesterday
awesome
modelcontextprotocol/server-git
🐍 🏠 - Read, search and analyze local Git repositories
MCP servers
#117
91,311
★
yesterday
awesome
topoteretes/cognee
📇 🏠 - Memory manager for AI apps and agents using graph and vector stores, with ingestion from many data…
MCP servers
#118
32,403
★
yesterday
awesome
mediar-ai/screenpipe
🎖️ 🦀 🏠 🍎 - Local screen and audio capture with timestamped indexing, SQL and embedding storage, semantic…
MCP servers
#119
21,900
★
yesterday
awesome
mickaelkerjean/filestash
🏎️ ☁️ - Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, Git, FTPS, Google Cloud, Azure Blob,…
MCP servers
#120
14,802
★
yesterday
awesome
bram2w/baserow
Baserow database integration: search and list tables, and create, read, update and delete rows
MCP servers
#121
6,110
★
yesterday
awesome
microsoft/mcp
🎖️ #️⃣ ☁️ - Access Azure services including Storage, Cosmos DB and Azure Monitor
MCP servers
#122
3,777
★
yesterday
awesome
devflowinc/trieve
🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search and retrieve information from datasets through Trieve
MCP servers
#123
2,720
★
yesterday
awesome
doobidoo/mcp-memory-service
📇 🏠 - Memory service with semantic search, persistent storage and autonomous memory consolidation
MCP servers
#124
2,020
★
yesterday
awesome
bitbonsai/mcp-obsidian
📇 🏠 🍎 🪟 🐧 - Safe read/write access to Obsidian vaults: search, batch operations, tag management and…
MCP servers
#125
1,683
★
yesterday
awesome
duaraghav8/MCPJungle
🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents
MCP servers
#126
1,293
★
yesterday
awesome
vercel/next-devtools-mcp
🎖️ 📇 🏠 - Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for…
MCP servers
#127
829
★
yesterday
awesome
agentic-mcp-tools/memora
🐍 🏠 ☁️ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2) and…
MCP servers
#128
733
★
yesterday
awesome
mamertofabian/mcp-everything-search
🐍 🏠 🪟 - Windows file search using the Everything SDK
MCP servers
#129
366
★
yesterday
awesome
QuackbackIO/quackback
📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote,…
MCP servers
#130
318
★
yesterday
awesome
saurabhsharma2u/search-console-mcp
Interact with Google Search Console and Bing Webmaster Tools
MCP servers
#131
303
★
yesterday
awesome
lyonzin/knowledge-rag
Offline RAG for Claude Code w
MCP servers
#132
296
★
yesterday
awesome
king-of-the-grackles/reddit-research-mcp
🐍 ☁️ - Reddit market and competitive research: find subreddits via semantic search, fetch posts and comments…
MCP servers
#133
254
★
yesterday
awesome
MarcellM01/TinySearch
Self-hosted web research: SearXNG s
MCP servers
#134
232
★
yesterday
awesome
vasylenko/claude-desktop-extension-bear-notes
📇 🏠 🍎 - Search, read, create and update Bear notes locally
MCP servers
#135
205
★
yesterday
awesome
hanzili/comet-mcp
📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task…
MCP servers
#136
182
★
yesterday
awesome
fatwang2/search1api-mcp
📇 ☁️ - Web search via Search1API
MCP servers
#137
173
★
yesterday
awesome
video-creator/ffmpeg-mcp
Local video search, trimming, stitching and playback through conversation, using the ffmpeg command line
MCP servers
#138
153
★
yesterday
awesome
codefuturist/email-mcp
📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email across multiple accounts: read, search, send, schedule and manage mail, with…
MCP servers
#139
128
★
yesterday
awesome
pminervini/deep-research-mcp
🐍 ☁️ 🏠 - Deep research via the OpenAI Responses API or Open Deep Research (smolagents), with web search and…
MCP servers
#140
115
★
yesterday
awesome
lennney/agent-search-mcp
Search across DuckDu
MCP servers
#141
111
★
yesterday
awesome
SimplyLiz/CodeMCP
🏎️ 🏠 🍎 🪟 🐧 - Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search,…
MCP servers
#142
110
★
yesterday
awesome
keboola/keboola-mcp-server
🐍 - Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API
MCP servers
#143
85
★
yesterday
awesome
patsnap/patent-literature-search-mcp
Patent & Literature Search MCP < mcp-name: io.github.patsnap/patent-literature-search-mcp Search global patents and scientific literature in natural language, directly inside Claude, Cursor, or any MCP-compatible AI tool.
MCP servers
#144
83
★
yesterday
awesome
reflex-search/reflex
Local, offline full-text code se
MCP servers
#145
76
★
yesterday
awesome
zoharbabin/web-researcher-mcp
Web search via Goog
MCP servers
#146
69
★
yesterday
awesome
danmartuszewski/hop
🏎️ - SSH connection manager with a TUI dashboard for discovering, searching and running commands on remote…
MCP servers
#147
65
★
yesterday
awesome
tomohiro-owada/devrag
🏎️ 🏠 🍎 🪟 🐧 - Local RAG for semantic vector search over Markdown documents with sqlite-vec and…
MCP servers
#148
64
★
yesterday
awesome
WenyuChiou/research-hub
Research workspace f
MCP servers
#149
64
★
yesterday
awesome
Trade-Agent/trade-agent-mcp
🎖️ ☁️ - Trade stocks and crypto on brokerages such as Robinhood, E*Trade, Coinbase and Kraken via Trade Agent
MCP servers
#150
60
★
yesterday
awesome
LadislavSopko/mcp-ai-server-visual-studio
️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees,…
MCP servers
#151
53
★
yesterday
awesome
henilcalagiya/mcp-apple-notes
🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search
MCP servers
#152
52
★
yesterday
awesome
CSCSoftware/AiDex
📇 🏠 🍎 🪟 🐧 - Persistent Tree-sitter code index for precise, compact code search in languages including C#,…
MCP servers
#153
46
★
yesterday
awesome
pallaprolus/mendeley-mcp
🐍 ☁️ - Search your Mendeley library, browse folders, get document metadata, search the global catalog and add…
MCP servers
#154
43
★
yesterday
awesome
czottmann/kagi-ken-mcp
📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token
MCP servers
#155
42
★
yesterday
awesome
rhein1/agoragentic-integrations
Public adapters and discovery catalog for Triptych OS (Agent OS): agent frameworks, MCP/A2A/x402 protocols, workflows, wallets, SDKs, and examples for execute-first routing, governed handoffs, and receipt-aware agent commerce.
MCP servers
#156
41
★
yesterday
awesome
jtalk22/slack-mcp-server
📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval
MCP servers
#157
32
★
yesterday
awesome
cevatkerim/unsplash-mcp
🐍 ☁️ - Unsplash photo search, random photos and download tracking, with ready-to-use attribution text and…
MCP servers
#158
32
★
yesterday
awesome
nicholasglazer/gnosis-mcp
🐍 🏠 - Make Markdown documentation searchable: loads it into SQLite or PostgreSQL with keyword search and…
MCP servers
#159
29
★
yesterday
awesome
dorukardahan/domain-search-mcp
📇 ☁️ - Domain availability and prices from Porkbun, Namecheap, GoDaddy, RDAP and WHOIS, with bulk search,…
MCP servers
#160
28
★
yesterday
awesome
telly6/searchpin
Multi-engine parallel web search with re-ranking t
MCP servers
#161
28
★
yesterday
awesome
parallel-web/search-mcp
☁️ - Web search for AI via Parallel
MCP servers
#162
26
★
yesterday
awesome
HatmanStack/ragstack-mcp
🐍 ☁️ 🍎 🪟 🐧 - Access RAGStack serverless knowledge bases on AWS: search, chat with AI answers, upload…
MCP servers
#163
25
★
yesterday
awesome
marlinjai/email-mcp
📇 ☁️ 🏠 - Unified email across Gmail, Outlook, iCloud and generic IMAP/SMTP: search, send, organize and…
MCP servers
#164
24
★
yesterday
awesome
cq27-dev/rag-rat
Local repo intelligence: hybrid BM25/vector
MCP servers
#165
24
★
yesterday
awesome
j0hanz/filesystem-context-mcp-server
📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection
MCP servers
#166
24
★
yesterday
awesome
Embassy-of-the-Free-Mind/sourcelibrary-v2
📇 ☁️ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) from Source…
MCP servers
#167
23
★
yesterday
awesome
tadas-github/a2asearch-mcp
Search a directory
MCP servers
#168
21
★
yesterday
awesome
arthurpanhku/DragonMCP
Greater China local services: Meituan
MCP servers
#169
21
★
yesterday
awesome
isaac-levine/forage
📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without…
MCP servers
#170
19
★
yesterday
awesome
GetCacheOverflow/CacheOverflow
📇 ☁️ - Knowledge marketplace where agents search, publish and unlock previously solved problems, earning…
MCP servers
#171
19
★
yesterday
awesome
olgasafonova/mediawiki-mcp-server
🏎️ ☁️ 🏠 🍎 🪟 🐧 - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis) to search, read and edit…
MCP servers
#172
19
★
yesterday
awesome
smith-and-web/obsidian-mcp-server
📇 🏠 🍎 🪟 🐧 - Remote Obsidian vault management over SSE: notes, directories, frontmatter, tags, search and link…
MCP servers
#173
19
★
yesterday
awesome
austenstone/myinstants-mcp
📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories
MCP servers
#174
18
★
yesterday
awesome
torrentclaw/torrentclaw-mcp
🎖️ 📇 ☁️ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability…
MCP servers
#175
16
★
yesterday
awesome
Role1776/mcp-retrieval
Read-only web search vi
MCP servers
#176
16
★
yesterday
awesome
checkra1neth/xbird
📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using…
MCP servers
#177
15
★
yesterday
awesome
ArchAI-Labs/fastmcp-sonarqube-metrics
🐍 🏠 🪟 🐧 🍎 - Retrieve SonarQube project information: current and historical metrics, issues and health status
MCP servers
#178
14
★
yesterday
awesome
StacklokLabs/ocireg-mcp
🏎️ ☁️ - Interact with OCI registries: retrieve container image information, list tags and more
MCP servers
#179
13
★
yesterday
awesome
bluzername/lennys-quotes
📇 🏠 - Search Lenny's Podcast transcripts with YouTube timestamps for product management insights on PRDs,…
MCP servers
#180
13
★
yesterday
awesome
vitorpavinato/ncbi-mcp-server
🐍 ☁️ 🏠 - NCBI and PubMed literature search with analytics, caching, MeSH integration, related article…
MCP servers
#181
13
★
yesterday
awesome
srinath1510/alltrails-mcp-server
🐍 ☁️ - Search AllTrails hiking trails and get detailed trail information
MCP servers
#182
13
★
yesterday
awesome
aktsmm/skill-ninja-mcp-server
📇 🏠 🍎 🪟 🐧 - Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace…
MCP servers
#183
12
★
yesterday
awesome
kshern/mcp-tavily
☁️ 📇 - Search via the Tavily AI search API
MCP servers
#184
12
★
yesterday
awesome
arjun1194/insta-mcp
📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search…
MCP servers
#185
12
★
yesterday
awesome
ztuskes/garmin-documentation-mcp-server
📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples
MCP servers
#186
11
★
yesterday
awesome
hmk/box-mcp-server
📇 ☁️ - Box integration for listing, reading and searching files
MCP servers
#187
11
★
yesterday
awesome
AppVisionOS/apple-search-ads-mcp
MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 — 74 typed tools
MCP servers
#188
11
★
yesterday
awesome
JerryLiu369/agent-web-search
/8MQZG0?referralCode=JerryLiu369"> Works with **Codex CLI**, **Claude Code**, **OpenCode**, **Hermes**, **DeepSeek Harness (DSH)**, ordinary shell scripts, Python applications, and remote Streamable HTTP MCP clients.
MCP servers
#189
11
★
yesterday
awesome
Crawleo/Crawleo-MCP
☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API
MCP servers
#190
11
★
yesterday
awesome
serkan-ozal/driflyte-mcp-server
🎖️ 📇 ☁️ 🏠 - Query and retrieve topic-specific knowledge from recursively crawled and indexed web pages via…
MCP servers
#191
11
★
yesterday
awesome
ferrants/memvid-mcp-server
🐍 🏠 - Local server for memvid storage and semantic search
MCP servers
#192
10
★
yesterday
awesome
michael-denyer/memory-mcp
🐍 🏠 🍎 🪟 🐧 - Two-tier memory (hot cache and cold semantic search) that promotes frequently used patterns,…
MCP servers
#193
10
★
yesterday
awesome
HughesCuit/heventure-search-mcp
Free, API-key-free MCP web search server — DuckDuckGo, Bing, Google + optional SerpAPI/Tavily. Works with Claude Desktop, Cursor, and any MCP client.
MCP servers
#194
10
★
yesterday
awesome
gupta-kush/spotify-mcp
🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network…
MCP servers
#195
9
★
yesterday
awesome
Pearch-ai/mcp_pearch
🎖️ 🐍 ☁️ - People search engine for talent discovery
MCP servers
#196
9
★
yesterday
awesome
searchcraft-inc/searchcraft-mcp-server
🎖️ 📇 ☁️ - Manage Searchcraft clusters, create search indexes, generate an index from a data file and import…
MCP servers
#197
9
★
yesterday
awesome
shopsavvy/shopsavvy-mcp-server
🎖️ 📇 ☁️ - ShopSavvy product and price data: search by barcode, ASIN or URL, get product details, compare…
MCP servers
#198
9
★
yesterday
awesome
alimo7amed93/webhook-tester-mcp
🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com
MCP servers
#199
8
★
yesterday
awesome
g1itchbot8888-del/agent-memory
🐍 🏠 - Three-layer agent memory (identity, active, archive) with semantic search, graph relationships and…
MCP servers
#200
8
★
yesterday
