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488 tools

# Name Score Stars Last Commit Language
1 ForLoopCodes/contextplus 88.4 1.5k 6d ago TypeScript
2 varunvasudeva1/llm-server-docs 82.4 720 14d ago
3 bgauryy/octocode-mcp 76.7 750 3d ago TypeScript
4 elastic/mcp-server-elasticsearch 73.3 625 3d ago Rust
5 agentset-ai/agentset 71.9 1.9k 10d ago TypeScript
6 szczyglis-dev/py-gpt 69.7 1.7k 1mo ago Python
7 GreatScottyMac/context-portal 67.5 756 1mo ago Python
8 ganeshnikhil/J.A.R.V.I.S.2.0 65.7 227 5mo ago Python
9 cr7258/elasticsearch-mcp-server 65.3 256 1mo ago Python
10 arthurpanhku/DocSentinel 63.3 78 4d ago Python
11 yoniassia/memclawz 61.9 41 3d ago Python
12 husnainpk/SymDex 61.9 95 3d ago Python
13 doITmagic/rag-code-mcp 60.7 24 3d ago Go
14 VectifyAI/pageindex-mcp 60.6 261 1mo ago TypeScript
15 spring-ai-community/spring-ai-playground 59.4 98 19d ago Java
16 kahliburke/Kaimon.jl 59.1 27 3d ago Julia
17 artk0de/TeaRAGs-MCP 58.9 10 3d ago TypeScript
18 yoanbernabeu/S3-Documentation-MCP-Server 58.2 7 4d ago TypeScript
19 drcrypterdotru/sqlmap-skynet 57.4 82 18d ago Python
20 SerPeter/code-atlas 56.6 5 9d ago Python
21 1ch1n/mychatarchive 56.5 19 5d ago Python
22 hangwin/mcp-chrome 56.2 11k 2mo ago TypeScript
23 Hyperkorn/qdrant-neo4j-crawl4ai-mcp 56.0 2 2d ago Python
24 apify/mcp-server-rag-web-browser 55.5 198 6mo ago JavaScript
25 vm-wylbur/claude-mem 55.4 6 13d ago TypeScript
26 ValerianRey/RagThisCode 55.3 4 6d ago Python
27 stevereiner/flexible-graphrag 54.9 112 4d ago Python
28 aeriondyseti/vector-memory-mcp 54.8 3 4d ago TypeScript
29 besslframework-stack/project-tessera 54.8 8 3d ago Python
30 DefendTheDisabled/courtlistener-mcp 54.3 1 9d ago Python
31 Ruso-0/tokenguard 54.2 2 3d ago TypeScript
32 softerist/heuristic-mcp 54.1 21 19d ago JavaScript
33 intent-solutions-io/intent-mail 53.8 1 10d ago TypeScript
34 shetty4l/engram 53.6 2 8d ago TypeScript
35 zilliztech/mcp-server-milvus 53.6 220 2mo ago Python
36 dereklei12/zed-mcp-server-threadbridge 53.5 3 10d ago Rust
37 CiscoDevNet/devnet-content-search-mcp 53.3 1 4d ago
38 smallthinkingmachines/semantic-code-mcp 53.3 1 4d ago TypeScript
39 iSamBa/pdf2mcp 53.3 1 3d ago Python
40 JonasWZW/agentic-api-rag-mcpserver 53.3 1 4d ago Python
41 WazzaMo/vecfs 53.1 8 16d ago TypeScript
42 Razpines/UnityRAG 53.0 6 15d ago Python
43 botextractai/ai-web-agent-rag 52.9 8 3d ago TypeScript
44 nkapila6/mcp-local-rag 52.8 118 8d ago Python
45 elvismdev/mem0-mcp-selfhosted 52.8 43 4d ago Python
46 qdrant/mcp-server-qdrant 52.7 1.3k 1mo ago Python
47 di5rupt0r/codebase-rag 52.7 7 3d ago Python
48 borro/ragcli 52.3 2 3d ago Go
49 jerry-ai-dev/MODULAR-RAG-MCP-SERVER 52.3 188 6d ago Python
50 chroma-core/chroma-mcp 52.0 515 6mo ago Python
51 KotDath/aurora-grimoire 52.0 1 15d ago Rust
52 proofgeist/obsidian-notes-rag 51.8 3 15d ago Python
53 optave/codegraph 51.8 27 3d ago JavaScript
54 multidimensionalcats/kanban-mcp 51.7 67 7d ago Python
55 mknb66/mini-doubao 51.5 5 8d ago Java
56 markramm/pyrite 51.2 1 7d ago Python
57 DevNexsler/RAG-In-A-Box 51.1 3 3d ago Python
58 rbrcurtis/shared-agent-memory 50.8 1 6d ago TypeScript
59 ham-zax/satori 50.7 2 16d ago TypeScript
60 h7lu/RiMCP_hybrid 50.6 40 25d ago C#
61 zloeber/terraform-ingest 50.6 4 19d ago Python
62 pantalytics/pan_ai_pro 50.5 2 12d ago Python
63 srclight/srclight 50.4 14 7d ago Python
64 sderosiaux/mdvault 50.3 1 15d ago Python
65 jerrelblankenship/jb-kibana-mcp 50.3 1 10d ago TypeScript
66 DustyWalker/skill-router 50.3 1 15d ago JavaScript
67 us/qex 50.2 2 13d ago Rust
68 ByteTitan-star/Agent_SoulMate 50.1 3 14d ago Python
69 get-zeked/ai-agent-super-skill 50.1 2 13d ago
70 vrppaul/semantic-code-mcp 50.0 2 8d ago Python
71 lstudlo/ScholarMCP 50.0 12 6d ago TypeScript
72 alanshaka-real/claude-ai-memory 50.0 1 15d ago Python
73 ElvinBayramov/Markdown-RAG-MCP-Server 49.9 1 16d ago Python
74 bborbe/semantic-search 49.8 1 16d ago Python
75 blueraai/bluera-knowledge 49.7 10 4d ago TypeScript
76 kapillamba4/code-memory 49.7 24 3d ago Python
77 yj-liuzepeng/rag-mcp-server 49.6 5 7d ago Python
78 kvnpetit/structured-repo-context-mcp 49.5 1 17d ago TypeScript
79 one710/consciousness 49.3 3 21d ago TypeScript
80 0xK3vin/MegaMemory 49.3 62 13d ago TypeScript
81 appler1009/meta-mcp-search 49.3 1 7d ago TypeScript
82 BingoWon/apple-rag-mcp 49.3 110 3d ago TypeScript
83 Ashutosh0x/recall-ai 49.2 2 15d ago TypeScript
84 flupkede/codesearch 49.2 2 20d ago Rust
85 nonatofabio/local_faiss_mcp 49.1 24 8d ago Python
86 quintant/lumora 49.0 2 11d ago Rust
87 TanmayRawal/rag-mcp-server 49.0 1 4d ago Jupyter Notebook
88 IBazylchuk/paparats-mcp 48.7 6 6d ago TypeScript
89 jcfischer/supertag-cli 48.6 35 12d ago TypeScript
90 apolosan/design_patterns_mcp 48.6 18 1mo ago TypeScript
91 Context42-io/context42 48.6 2 22d ago Python
92 oneKn8/mcp-memory 48.3 1 20d ago Python
93 Zahaawii/Zahaawii-stack 47.9 1 11d ago Java
94 BhagyeshRashinkar/mcp-pdf-server 47.9 1 11d ago TypeScript
95 jardhel/seu-claude 47.7 12 1mo ago TypeScript
96 ipiton/agent-memory-mcp 47.4 12 9d ago Go
97 erancha/Summaries.AI-public 47.4 1 18d ago
98 nobitalqs/MODULAR-RAG-MCP-SERVER 47.4 1 13d ago Python
99 VecGrep/vecgrep 47.3 8 12d ago Python
100 sfrangulov/chroma-memory-mcp 47.2 1 13d ago JavaScript
101 omarkamali/semango 46.8 1 29d ago C++
102 iamjpsharma/fremem 46.8 1 24d ago Python
103 mdrideout/viberag 46.4 9 1mo ago TypeScript
104 marmyx77/omni-ai-mcp 46.2 2 8d ago Python
105 tensakulabs/mem0-mcp 46.1 3 1mo ago Python
106 prateekmishraptma/RAG_with_MCP 46.1 1 16d ago Jupyter Notebook
107 ChrisGVE/workspace-qdrant-mcp 45.9 1 3d ago Rust
108 ry-ops/qdrant-fabric 45.9 1 2d ago Python
109 JoaoMorais03/Tiburcio 45.8 1 7d ago TypeScript
110 NeuralRays/codexray 45.7 2 1mo ago TypeScript
111 flytohub/flyto-indexer 45.6 3 3d ago Python
112 sowmith95/KnowledgeHub 45.6 1 22d ago Python
113 kvncampos/nautobot_mcp 45.5 11 13d ago Python
114 f-liva/mantis-mcp 45.4 1 18d ago TypeScript
115 cluster2600/zvec-mcp 45.3 1 18d ago Python
116 FellowQuant/rag-server 45.2 1 24d ago Python
117 tkykenmt/opensearch-docs-search 45.1 2 1mo ago Python
118 provectus/awos-recruitment 45.0 6 3d ago Python
119 nicholaspsmith/Glancey 44.9 2 5d ago TypeScript
120 jeffgreendesign/textrawl 44.9 3 8d ago TypeScript
121 khalidsaidi/ragmap 44.9 2 7d ago TypeScript
122 rsanandres/atlas_mcp 44.9 1 29d ago Python
123 AmberLee2427/nancy-brain 44.9 2 7d ago Python
124 gogabrielordonez/mcp-ragchat 44.8 1 25d ago TypeScript
125 fencith/openviking-mcp 44.7 4 25d ago Python
126 omega-memory/memorystress 44.6 1 1mo ago Python
127 shadynagy111-eng/Macro-Pulse-Deterministic-Financial-Sentiment-Screener 44.6 1 1mo ago Jupyter Notebook
128 vmlinuzx/llmc 44.5 31 27d ago Python
129 timothywarner-org/context-engineering 44.4 17 24d ago Python
130 Brainwires/project-rag 44.4 4 1mo ago Rust
131 RobinsonFred/knowledge_assistant 44.4 1 1mo ago Python
132 Shivansh-UD/Insight-Agent 44.3 1 21d ago Python
133 monofuel/Regen 44.1 1 25d ago Nim
134 henrychong-ai/mcp-neo4j-knowledge-graph 44.0 1 3d ago TypeScript
135 UrbanDiver/local-deepwiki-mcp 44.0 1 3d ago Python
136 arthurmgraf/graphmind 44.0 1 2d ago Python
137 emersonmccuin-pixel/project-kg 44.0 1 22d ago Python
138 opensearch-project/opensearch-mcp-server-py 44.0 111 5d ago Python
139 ZodOpen/mcp-chrome 43.9 1 1mo ago TypeScript
140 doublemover/PairOfCleats 43.7 3 3d ago JavaScript
141 devforgely/ai-manus 43.6 1 28d ago Java
142 Ruy41321/MyChatBot 43.6 1 23d ago Python
143 disco-trooper/apple-notes-mcp 43.6 3 1mo ago TypeScript
144 xingyulu23/Academix 43.5 3 1mo ago Python
145 Milliman-CMHH/mcp-local-rag 43.1 2 3d ago Python
146 yksanjo/mcp-discovery 42.6 4 21d ago TypeScript
147 JMRussas/mcp-rag 42.2 1 5d ago Python
148 recursive-vibe/smart-fork 42.1 8 1mo ago Python
149 KumarVandit/starmap 41.8 1 1mo ago Python
150 jghiringhelli/codeseeker 41.7 9 13d ago TypeScript
151 olafgeibig/knowledge-mcp 41.7 38 1mo ago Python
152 nalindard/ai-online-store 41.6 1 1mo ago TypeScript
153 suatkocar/codegraph 41.5 1 13d ago Rust
154 srfrog/goldie-mcp 41.1 3 1mo ago Go
155 illegal-instruction-co/rememex 41.1 55 25d ago Rust
156 joinQuantish/codebase-rag 40.7 1 1mo ago TypeScript
157 gogogadgetbytes/smart-connections-mcp 40.7 1 1mo ago TypeScript
158 elastic/semantic-code-search-mcp-server 39.8 10 3d ago TypeScript
159 npcomplete777/ElasticSearch-mcp 39.7 1 27d ago Go
160 aws-samples/sample-nova-sonic-speech2speech-webrtc 39.6 13 1mo ago Python
161 BrenoAV/mcp-research-assistant 39.6 4 1mo ago Python
162 xbghc/semanticscholar-mcp 39.5 2 1mo ago TypeScript
163 RhydianJenkins/seek 39.2 1 1mo ago Go
164 sumitparakh/ai-collections 39.2 1 15d ago Python
165 Daniel-Barta/mcp-rag-server 39.0 5 1mo ago TypeScript
166 divmgl/clancey 38.7 9 1mo ago TypeScript
167 Eventual-Inc/local-image-search 38.5 3 1mo ago Python
168 wrxck/srag 38.5 20 1mo ago Rust
169 eztakesin/doc-indexer-mcp 38.5 1 1mo ago Rust
170 u9401066/HyperHierarchicalRAG 38.3 2 29d ago Python
171 harperreed/memory 38.2 4 1mo ago Go
172 omar-haris/smart-coding-mcp 38.1 191 2mo ago JavaScript
173 ItBurnsWhenICommit/lancer-mcp 37.8 4 1mo ago C#
174 faxioman/code-sage 37.7 6 1mo ago Rust
175 Aman-CERP/amanmcp 37.5 3 1mo ago Go
176 anilcancakir/skillsmp-mcp-server 37.4 3 1mo ago TypeScript
177 ProctorU/mcp-tools 37.2 1 1mo ago JavaScript
178 anrgct/autodev-codebase 36.9 111 1mo ago TypeScript
179 Wildcard-Official/deepcontext-mcp 36.9 270 5mo ago TypeScript
180 serkanyasr/rag-anythink-mcp 36.8 5 1mo ago Python
181 avenoxai/epstein-llm-friendly 36.5 1 1mo ago Python
182 Alby2007/PLTM-Claude 36.4 6 1mo ago Python
183 MarianMacik/slack-smart-search 36.4 1 1mo ago Python
184 jaksm/expo-docs-mcp 36.3 2 1mo ago TypeScript
185 pengbo-web/rag-mcp-server-main 36.2 1 1mo ago Python
186 Strand-AI/paper-intelligence 36.0 4 1mo ago Python
187 SDM002/Agentic-AI-ChatBot-MCP 35.8 1 1mo ago Python
188 NET-OF-BEING/context-continuity-mcp 35.6 1 1mo ago Python
189 zoonderkins/augment-lite-mcp 35.2 2 1mo ago Python
190 45nivas/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol-MCP- 35.1 1 1mo ago Python
191 mpnikhil/lenny-rag-mcp 34.7 4 1mo ago Python
192 marcus-waldman/litrev_mcp 34.5 1 1mo ago Python
193 thiagoaramizo/vetorial-search-service 34.4 1 1mo ago TypeScript
194 viamus/mcp-azure-storage-account 34.3 1 1mo ago C#
195 RafalWilinski/mcp-apple-notes 34.0 365 1y ago TypeScript
196 Mirrdhyn/code-rag-mcp 34.0 5 2mo ago Go
197 TocharianOU/elasticsearch-mcp 33.7 5 1mo ago TypeScript
198 noetic-sys/index 33.6 1 1mo ago Rust
199 Casey-Hemingway/semantic-image-search-mcp 33.6 1 2mo ago Python
200 machhakiran/kavi-research-assistant-mcp 33.5 1 2mo ago Python
201 sanketh91/DailyPost-mcp-t1 33.2 1 1mo ago Python
202 Eonchpy/Aurora 33.2 14 2mo ago Python
203 haelyons/local_flow 32.9 1 1mo ago Python
204 fabiosleal/sona-structured-object-notation-architecture 32.8 1 1mo ago Python
205 pzalutski-pixel/javalens-mcp 32.2 7 2mo ago Java
206 molaco/rust-code-mcp 32.1 10 1mo ago Rust
207 qduc/code-rag 32.0 1 2mo ago Python
208 aaronmeis/rag-chatbot-mcp 32.0 1 2mo ago Python
209 moorcheh-ai/moorcheh-mcp 31.9 2 2mo ago JavaScript
210 xplusplusai/fo-semantic-mcp 31.8 5 1mo ago
211 wenjtop/LangChainDemo 31.6 1 2mo ago HTML
212 jonny-jhnson/EventSight 31.5 36 2mo ago Python
213 rohithmahesh3/mcp-semantic-search 31.4 1 2mo ago Python
214 npcarter2025/Agentic_AI_Sandbox 31.4 1 1mo ago Python
215 YomnaWaleed/mcp_agent_dev_kit 31.0 1 2mo ago Python
216 techietag/spring-ai-agent 30.7 2 2mo ago Java
217 Vany/totalrecall 30.7 1 2mo ago Rust
218 prmichaelsen/index 30.6 1 1mo ago TypeScript
219 kokogo100/ragalgo-mcp-server 30.4 4 1mo ago JavaScript
220 kwanLeeFrmVi/mcp-rag-server 30.3 25 11mo ago TypeScript
221 bryankthompson/mcp-server-qdrant-enhanced 30.3 1 2mo ago Python
222 rileylemm/graphrag_mcp 30.2 57 11mo ago Python
223 akbarsahata/pdf-mcp-rag 30.0 1 2mo ago Python
224 MIMICLab/DocsRay 29.7 22 4mo ago Python
225 newtfire/digitai 29.3 2 2mo ago Python
226 agentset-ai/mcp-server 28.7 26 9mo ago JavaScript
227 Kannaseka/Dental-AI-Treament-Planner 28.6 1 2mo ago Python
228 PerkyZZ999/MemorizedMCP 28.5 5 4mo ago Rust
229 patakuti/local-knowledge-rag-mcp 28.5 7 3mo ago TypeScript
230 Mnehmos/mnehmos.index-foundry.mcp 28.4 6 2mo ago TypeScript
231 awesimon/elasticsearch-mcp 28.2 18 7mo ago TypeScript
232 neo4j-field/mcp-neo4j-vectordb 28.0 2 3mo ago Python
233 benhaotang/mcp-semantic-scholar-server 27.9 20 11mo ago Python
234 dcavadia/financial-mcp-agent 27.7 4 5mo ago HTML
235 RichDavidMu/hexo-blog-rag-mcp 27.6 1 2mo ago TypeScript
236 lastmile-ai/mcp-registry-search 27.4 9 5mo ago Python
237 athapong/aio-mcp 27.4 34 9mo ago Go
238 mobalab/wp-rag-mcp-server-dxt 27.3 1 1mo ago TypeScript
239 cardea-mcp/agentic-search 27.3 9 3mo ago Rust
240 maxzrff/KnowledgeMCP 27.3 5 3mo ago Python
241 NagarajMasub/local-rag-knowledgebase-mcp 27.3 1 2mo ago Python
242 PatrykIti/blender-ai-mcp 27.0 6 2mo ago Python
243 freakynit/snippets-mcp 26.9 1 3mo ago JavaScript
244 pythpythpython/openstax-mcp-server 26.9 1 3mo ago TypeScript
245 ZakariaEisa/Chat-ANYTHING 26.9 2 4mo ago Python
246 jieyefriic/code-context 26.8 1 3mo ago Python
247 seohyunjun/opensearch-mcp-server 26.8 11 10mo ago Python
248 AeaZer/mcp-elasticsearch 26.7 9 7mo ago Go
249 king-of-the-grackles/reddit-research-mcp 26.5 91 3mo ago Python
250 carlisia/mcp-factcheck 26.5 3 3mo ago Go
251 mjangali94/langchain-playground 26.4 4 2mo ago Python
252 extrawest/chatbot-with-vector-store-memory-mcp-tools-and-voice-mode 26.4 3 8mo ago Dart
253 flarexio/mcpblade 26.4 3 8mo ago Go
254 enablis-co/google-drive-mcp 26.3 1 4mo ago TypeScript
255 y3i12/nabu_nisaba 26.2 3 4mo ago Python
256 NSANTRA/RAG-MCP-Server 26.2 1 4mo ago Python
257 alexchilton/CAS_NLP_Module3_Calibre_Project 26.1 2 3mo ago Python
258 serkanyasr/agent_tiers 26.0 1 4mo ago Python
259 RoryMB/LocalKB 26.0 2 7mo ago Python
260 pedarias/langgraph-rag-mcp 25.9 16 8mo ago Jupyter Notebook
261 Ayushidata/IMB-movie-review-RAG-development 25.8 1 2mo ago Jupyter Notebook
262 kerim/zotero-mcp-skill 25.8 3 4mo ago
263 PancrePal-xiaoyibao/get_biji_mcp 25.8 2 2mo ago TypeScript
264 RGGH/mcp-qdrant 25.7 2 1mo ago Rust
265 codeprysm/codeprysm 25.6 1 2mo ago Rust
266 xiaoxu123195/ace-mcp-go 25.6 2 4mo ago Go
267 calumjs/GitHub.Issue.Searcher.MCP 25.6 2 9mo ago Python
268 Particular-Audience/adaptive-transformer-search-mcp 25.6 5 7mo ago Python
269 goldbar123467/AI-RAG-for-MCP-Server-and-Ai-Agents 25.6 1 2mo ago Python
270 VadimDu/Local_LLMs_stuff 25.5 1 5mo ago Jupyter Notebook
271 wesleygriffin/pdfrag 25.5 2 4mo ago Python
272 bbssppllvv/apple-docs-mcp-server 25.4 4 6mo ago JavaScript
273 blakazulu/search-mcp 25.4 3 2mo ago TypeScript
274 YongyanLiututu/Yan-AutoTravel- 25.4 59 2mo ago Java
275 rmtech1/txtai-assistant-mcp 25.4 14 10mo ago Python
276 zakariaelaoufi/deepref-mcp 25.3 1 6mo ago Python
277 silbaram/elasticsearch-mcp-server 25.3 5 9mo ago Java
278 samoilenkoalex/AI-Chatbot-with-Vector-Store-Memory-and-MCP-tools 25.2 1 6mo ago Dart
279 NocturnLabs/opencode-personal-knowledge 25.2 8 3mo ago TypeScript
280 EdmondFrank/mcp-probe-go 25.1 1 7mo ago Go
281 Cedriccmh/mcp-qdrant-custom 25.1 2 4mo ago Python
282 felix-windsor/Obsidian-Lumina-MCP 25.1 2 2mo ago TypeScript
283 SunilVarma24/agentic-rag-mcp-chatbot 25.0 1 7mo ago Python
284 ryansatj/MCP-Python 25.0 1 7mo ago Python
285 angrysky56/emotion_ai 25.0 10 8mo ago Python
286 praveenc/cloudscape-docs-mcp 25.0 1 3mo ago Python
287 suwa-sh/local-RAG-backend 25.0 1 7mo ago Python
288 nitishagar/OTel-query-mcp 24.9 1 8mo ago Python
289 jtsang4/better-qdrant-mcp 24.8 1 3mo ago Python
290 Luxter77/MCP-KBDB 24.8 3 7mo ago Python
291 Denyme24/CaseCanopy 24.7 1 9mo ago TypeScript
292 betmoar/FastApply-MCP 24.7 6 5mo ago Python
293 gokeep-projects/elasticsearch-mcp-server 24.7 1 3mo ago Java
294 AnshBhanushali/DocuQuest 24.7 1 9mo ago Python
295 shabib87/supernova-mcp-rag 24.6 1 10mo ago TypeScript
296 myonathanlinkedin/mcp-rag-scanner 24.6 1 10mo ago C#
297 Newform-AI/tiktok-api-docs-mcp 24.6 1 4mo ago TypeScript
298 gnix45/Wazuh_MCP_SERVER 24.6 2 5mo ago Python
299 mindover-me/mcp-demo 24.5 1 11mo ago Python
300 sirmews/mcp-pinecone archived 24.5 148 1y ago Python
301 DosiBridge/dosibridge-agent-CE 24.5 2 3mo ago TypeScript
302 yangtengze/LLM-utils 24.4 3 9mo ago JavaScript
303 RobThePCGuy/Claude-Patent-Creator 24.2 36 3mo ago Python
304 Shawnzheng011019/milvus-sdk-code-helper 24.1 2 7mo ago Python
305 vignesht30/mistral-test 24.1 5 2mo ago Python
306 iahiram/Modular-FAQ-Agent-with-MCP 23.9 1 2mo ago HTML
307 fazzlus/appler 23.9 10 5mo ago TypeScript
308 saleemh/doc-ingestor 23.8 5 7mo ago Python
309 qdrant/mcp-for-docs 23.7 8 5mo ago Python
310 ryddle/rag-mcp 23.7 1 3mo ago Python
311 baryhuang/mcp-server-any-openapi 23.6 81 11mo ago Python
312 butelo/mcp-dicionario-da-rag 23.6 2 11mo ago TypeScript
313 willccbb/imessage-mcp 23.4 14 1y ago Python
314 jarmentor/codebase-contextifier-9000 23.4 2 4mo ago Python
315 mohandshamada/RAG-MCP 23.4 2 3mo ago Python
316 mpx-ecology/mcp-server-rag 23.3 6 8mo ago TypeScript
317 codeMaestro78/markdown-notes-mcp 23.3 3 6mo ago Python
318 aditya452007/Ai-Agents 23.3 1 3mo ago Jupyter Notebook
319 KamaRajeshbabu/agentic-rag-chatbot 23.1 1 7mo ago Python
320 dhowfeekhasan/RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol 23.1 2 5mo ago Python
321 danyQe/codebase-mcp 23.1 37 5mo ago Python
322 ashishpatel26/Agentic-RAG-with-MCP-Server 23.1 35 10mo ago Python
323 tailabs/mcp-milvus 23.0 1 8mo ago Go
324 andrewlwn77/qdrant-mcp 23.0 1 8mo ago Python
325 genieincodebottle/rag-app-on-aws 23.0 55 8mo ago Python
326 Geoffrey-42/rag-groundx-mcp-server 23.0 1 8mo ago Python
327 lambda-capture/mcp-server 23.0 10 9mo ago JavaScript
328 NanGePlus/RagWithMilvusTest 22.9 40 6mo ago Python
329 phanithlim/chroma-mcp-server 22.9 1 8mo ago Python
330 PlumyCat/mcp-memory-server 22.9 1 8mo ago TypeScript
331 giuliolibrando/llm-rag-mcp-example 22.9 1 3mo ago Python
332 fintools-ai/rag-mcp 22.8 3 7mo ago Python
333 vishalmysore/mcp-rag-server 22.8 1 9mo ago Java
334 lizTheDeveloper/pdf-indexer-mcp 22.6 1 4mo ago Python
335 movetz/mcp-vectordb-optimizer 22.6 8 9mo ago
336 needle-ai/needle-mcp 22.5 96 7mo ago Python
337 manoharpalanisamy/Updated-Langchain-Series 22.5 1 1y ago Jupyter Notebook
338 bluewings1211/codebase-RAG 22.5 14 3mo ago Python
339 lhstorm/mcp_server_knowledge_engine 22.5 3 4mo ago Python
340 nam20485/advanced-memory 22.5 2 6mo ago Python
341 virex-84/SampleMcpServer 22.3 3 4mo ago C#
342 chakrateja70/Agentic-RAG-Chatbot 22.3 2 7mo ago Python
343 automataIA/mcp-py-json-doc 22.1 2 7mo ago Python
344 lyndonkl/graphragmcp 22.1 1 5mo ago Python
345 alejandro-ao/RAG-MCP 22.1 4 5mo ago Jupyter Notebook
346 Octodet/elasticsearch-mcp 22.1 3 8mo ago JavaScript
347 bmadigan/laravel-ai-log-analysis 22.1 3 4mo ago PHP
348 city-of-san-francisco/sf-rag-utils 22.0 1 1mo ago TypeScript
349 jl0703/finance-agentic-rag-chatbot 22.0 1 5mo ago Python
350 robaita/gen_ai_tutorials 22.0 2 9mo ago Jupyter Notebook
351 chakrikaguttameedi/agentic-rag-chatbot 21.9 5 7mo ago Python
352 Ayush-k-Shukla/gmail-mcp-server 21.9 6 9mo ago TypeScript
353 cbunting99/enhanced-mcp-memory 21.9 30 7mo ago Python
354 annali/HistorIQ 21.9 2 9mo ago HTML
355 garrardkitchen/ai-chat-example 21.8 2 10mo ago C#
356 gamma-omg/go-rag 21.8 1 4mo ago Go
357 ImVirtue/RagChatbot_MCPServer 21.8 6 11mo ago Python
358 GongLingRui/AIAgent 21.8 2 10mo ago Jupyter Notebook
359 Manchulaharshitha/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol 21.7 1 6mo ago Python
360 sathyaNarayanC/mcp-rag-server 21.6 1 6mo ago Python
361 weaviate/mcp-server-weaviate 21.6 161 9mo ago Go
362 SHMISHRA666/Agentic_AI_Hybrid_Planning_Decision_Making 21.6 1 6mo ago Python
363 mauricekastelijn/mcp-code-context 21.6 2 4mo ago PowerShell
364 sshashankshekhar30/AI-Concierge-with-Java-Spring-Boot-End-to-End-Blueprint-Voice-Avatar-Agent-Tools- 21.5 1 6mo ago
365 rajagopal17/mcpRAG 21.4 1 3mo ago Python
366 ShawnKyzer/fastapi-mcp 21.4 1 7mo ago Python
367 MROYNINJA/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol-MCP- 21.3 1 7mo ago Python
368 Sibuninja/AI-docs-assistant 21.3 1 7mo ago Python
369 danijeun/fanar-mcp-server 21.3 1 7mo ago JavaScript
370 samrasugu/mcp-server 21.3 1 7mo ago TypeScript
371 jinilpatel7/Agentic-RAG-MCP-Chatbot 21.3 1 7mo ago Python
372 Chintalasrikar/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol 21.3 1 7mo ago Python
373 Ravitejaa45/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol-MCP- 21.3 1 7mo ago Python
374 adityavarmaaa/rag-chatbot 21.2 1 7mo ago PowerShell
375 rak-shi/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-MCP 21.2 1 8mo ago
376 kushaljain0/CareerCoachAI 21.2 1 8mo ago Python
377 kavyasri-12/Agentic_RAG 21.1 1 8mo ago Python
378 vamsi10010/codeminder 21.1 1 3mo ago Python
379 RECTOR-LABS/markitdown-mcp-server 21.0 1 4mo ago Shell
380 alexhholmes/mcp-obsidian 21.0 2 5mo ago Python
381 sachin0034/Financial-Risk-and-Compliance-Manager---A2A 21.0 1 9mo ago Python
382 wishdudu/Streamlit-MCP 20.9 1 10mo ago Python
383 ixiion001/openai-filesearch-mcp 20.9 1 10mo ago TypeScript
384 pesichow/agentic-rag-chatbot 20.9 2 5mo ago Python
385 dzikrisyairozi/rag-mcp-pipeline-research 20.8 1 11mo ago Python
386 timerickson/personal-rag-mcp 20.8 1 4mo ago Python
387 ramalamadingdong/frc-rag-mcpserver 20.8 17 3mo ago Python
388 bjeremy23/rag-server 20.8 1 4mo ago Python
389 Snorman-zzz/stock-trading-bot 20.8 1 1y ago Python
390 iteam1/mcp-server-weaviate 20.8 1 3mo ago Python
391 M1T8E6/RAG-MCP 20.8 3 9mo ago Python
392 yzfly/fullscope-mcp-server 20.8 11 9mo ago Python
393 irtazaaslam/Research-Tool-using-RAG 20.7 1 1y ago Jupyter Notebook
394 pnocera/crawl4ai-rust-mcp 20.6 2 6mo ago Rust
395 Jackela/mcp-academic-rag-server 20.5 2 7mo ago Python
396 sathishkumartheta/rag-evaluation-mcp-server 20.4 1 9mo ago Python
397 qdrant/code-along-grounded-vibe-coding 20.4 2 7mo ago Shell
398 afrise/academic-search-mcp-server 20.4 105 1y ago Python
399 lgwanai/dify_rag_mcp 20.3 2 7mo ago Python
400 sansong089/rabbitmq-mcp-server 20.2 1 5mo ago JavaScript
401 undervolting/mcp.chroma 20.2 1 11mo ago Rust
402 Ashwins9001/ai-data-enhancement-poc 20.1 1 5mo ago Python
403 ShiDuLin/crawl4-mcp 20.1 2 9mo ago Python
404 ItsMistahJi/local_RAG_mcp 20.0 2 9mo ago Python
405 NISHAKAR06/FloatChat 20.0 2 2mo ago TypeScript
406 ruslanmv/watsonx-rag-mcp-server 19.9 2 10mo ago Python
407 vmm/rtfm-mcp 19.9 1 6mo ago TypeScript
408 KunjShah01/mcp-rag-search-server 19.9 2 11mo ago Python
409 stephen37/mcp-server-milvus 19.8 8 1y ago Python
410 edgardespinoza/mcp-rag-vector-spring-boot 19.8 1 6mo ago Java
411 msdanyg/smart-connections-mcp 19.8 18 5mo ago JavaScript
412 LUOQING1994/devmate 19.8 2 2mo ago Python
413 Coolgiserz/customized-elasticsearch-mcp-server 19.6 2 8mo ago Python
414 aliyun/alibabacloud-opensearch-mcp-server 19.6 12 10mo ago Python
415 weekitmo/mcp_godot_rag 19.3 24 9mo ago Python
416 msl2246/semanticsearch-mcp-server 19.3 1 8mo ago Python
417 Kamaljit12/Glob-botter-genai-app 19.2 1 9mo ago
418 madhankb/opensearch-mcp-integration 19.2 1 9mo ago YAML
419 styada/local-rag-omscs 19.0 1 10mo ago Python
420 alokkulkarni/employeemcpserver 19.0 1 11mo ago Java
421 hirokita117/qdrant-mcp-local 19.0 1 11mo ago Shell
422 kazuph/mcp-qdrant-docs 19.0 1 11mo ago TypeScript
423 hulk-pham/MCP-RAG 19.0 1 11mo ago Python
424 robbiemu/vault-mcp 19.0 2 2mo ago Python
425 mhnavid/research-assistant-using-langgraph-mcp 19.0 1 11mo ago Python
426 BjornMelin/qdrant-neo4j-crawl4ai-mcp 18.9 8 8mo ago Python
427 ferparra/graph-rag-mcp-server 18.8 7 5mo ago Python
428 mikeysrecipes/elasticsearch-mcp-server 18.8 1 7mo ago Python
429 capelabs/opensearch-mcp-server 18.7 4 9mo ago Shell
430 mhart/mcp-semantic-search 18.6 4 10mo ago TypeScript
431 alejandro-ao/simple-mcp-rag 18.6 1 3mo ago Jupyter Notebook
432 jesse-merhi/rag-anything-mcp 18.4 15 8mo ago Python
433 prof-fabiosantos/mcp-server-rag-groq 18.4 1 11mo ago Python
434 nguyenvanduocit/all-in-one-model-context-protocol 18.4 98 1y ago
435 y0zg/mcp-elasticsearch 18.2 2 6mo ago Python
436 rukshannet/mcp-agentic-rag 18.1 3 10mo ago Python
437 marlian/claude-qdrant-mcp 17.9 11 7mo ago JavaScript
438 astro-informatics/mcp-rag 17.9 1 5mo ago Python
439 pinecone-io/assistant-mcp 17.8 42 11mo ago Rust
440 aanno/cocoindex-code-mcp-server 17.8 29 4mo ago Python
441 fredac100/elasticsearch-memory-mcp 17.7 7 5mo ago Python
442 privetin/chroma 17.6 41 1y ago Python
443 SaM-92/mcp_autogen_sse_stdio 17.6 29 11mo ago Python
444 isaacpalomero/promptbook-mcp 17.6 3 3mo ago Python
445 ma3u/bookMCPServer 17.6 2 9mo ago Python
446 ShawnKyzer/strands-mcp 17.3 1 6mo ago Python
447 jbenshetler/mcp-ragex 17.3 16 6mo ago Python
448 PriyankGodhat/etabs-mcp-server-local-embeddings 17.1 9 10mo ago TypeScript
449 zhifengzhang-sz/qi-v2-knowledge 17.0 1 7mo ago TypeScript
450 Dormiveglia-elf/rag_memo_mcp 16.9 1 7mo ago Python
451 SeanPedersen/digger-solo-mcp-server 16.8 1 8mo ago Python
452 PranithChowdary/Real-time-web-search-RAG-with-MCP 16.8 5 6mo ago Python
453 ocean1/mcp_consciousness_bridge 16.7 16 8mo ago TypeScript
454 rajagopal17/agenticMCP_rag 16.6 1 10mo ago Python
455 sdkim96/mcp-app 16.5 1 11mo ago Python
456 pyautoml/Artificial-Intelligence 16.5 1 1y ago Python
457 byviz/mcp-server-elasticsearch-ai 15.9 4 8mo ago Python
458 sajal2692/mcp-weaviate 15.8 5 2mo ago Python
459 sharanteja29/Agentic-RAG-Chatbot-for-Multi-Format-Document-QA-using-Model-Context-Protocol--MCP- 15.6 1 6mo ago Python
460 da1y/mcp-server-elasticsearch 15.4 2 1y ago JavaScript
461 delorenj/mcp-qdrant-memory 15.4 25 1y ago TypeScript
462 AndrewJDawes/woo-ai-demo-mcp-server-weaviate-node 15.0 1 8mo ago TypeScript
463 xuyangbocn/rag-mcp-server 15.0 1 8mo ago HCL
464 allentcm/mcp-codebase-rag 14.8 12 6mo ago Python
465 Jimmy974/qdrant-mcp-server 14.7 1 1y ago Python
466 hyson666/pdf-rag-mcp-server 14.2 40 9mo ago Python
467 dan6684/smart-connections-mcp 13.3 4 4mo ago Python
468 Nonymaus/cursor-kg 13.3 8 9mo ago Rust
469 Cognitive-Stack/hermes-search-mcp 13.2 3 11mo ago TypeScript
470 sajitsasi/es_mcp_server 13.2 3 6mo ago Python
471 wrediam/better-qdrant-mcp-server 12.9 2 3mo ago TypeScript
472 wandermyz/wandering-rag 12.6 6 10mo ago Python
473 Ethan2298/personal-semantic-search-mcp 12.6 1 3mo ago Python
474 lukehollenback/mcp-mycelium 12.4 1 6mo ago TypeScript
475 sionic-ai/serverless-rag-mcp-server 12.1 39 1y ago Python
476 arkeodev/search-engine-with-rag-and-mcp 11.9 2 10mo ago Python
477 longevitycoach/bloodtest-mcp-server 11.9 1 8mo ago Python
478 jvanmelckebeke/mcp-synaptic 11.5 3 9mo ago Python
479 dl1683/ickyMCP 11.3 2 2mo ago Python
480 jedrazb/elastic-semantic-search-mcp-server 11.3 3 1y ago Python
481 ibrooksSDX/mcp-server-opensearch 11.1 4 1y ago Python
482 Parado-xy/semantic-search-mcp 11.0 6 6mo ago JavaScript
483 showjason/opensearch-mcp-server 10.3 2 8mo ago Python
484 tungetti/rag-mcp-server 10.3 2 8mo ago Python
485 endoumame/cloudflare-vectorize-mcp-server 10.2 1 7mo ago TypeScript
486 ain3sh/search-context archived 9.6 1 3mo ago JavaScript
487 rithin-pullela-aws/opensearch-mcp-server archived 9.0 1 9mo ago Python
488 agentesq/postman-weaviate-mcp-server 8.3 2 9mo ago JavaScript