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218 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | copilot-memory-mcp LabForgeDev/copilot-memory-mcp create_memorydelete_memorylist_memories+2 | 5 | <=2025-11-25 | 83/100 | A |
| 2 | RAG-MCP-Project SAKET-SK/RAG-MCP-Project |
| 18 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | chroma-mcp-http-server L0rdHelmchen/chroma-mcp-http-server chroma.add_textschroma.query | 2 | 2026-07-28+ | 49/100 | F |
| 4 | code-rag-mcp zhiwei1988/code-rag-mcp delete_repo_indexget_file_contextindex_repo+2 | 5 | <=2025-11-25 | 49/100 | F |
| 5 | ctxai vs4vijay/ctxai bashgit_addgit_branch+8 | 11 | 2026-07-28+ | 49/100 | F |
| 6 | gmail-mcp-server Ayush-k-Shukla/gmail-mcp-server create-labeldelete-emaildelete-gmail-label+7 | 10 | 2026-07-28+ | 49/100 | F |
| 7 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |
| 8 | mcp-history JJGantt/mcp-history get_historyget_responseget_session+3 | 6 | 2026-07-28+ | 49/100 | F |
| 9 | mcp-research-assistant CyprianFusi/mcp-research-assistant delete_research_topicget_topic_infolist_research_topics+2 | 5 | 2026-07-28+ | 49/100 | F |
| 10 | mcp_testlab jimthompson5802/mcp_testlab addanalyze_sentimentanalyze_situation+2 | 5 | 2025-06-18+ | 49/100 | F |
| 11 | pa_agent amanzoni1/pa_agent coinmarketcap_mcpextract_tablesget_stock_news+8 | 11 | <=2025-11-25 | 49/100 | F |
| 12 | project-mind-mcp Nik0lay1/project-mind-mcp analyze_code_complexitycancel_indexingget_annotations+18 | 21 | <=2025-11-25 | 49/100 | F |
| 13 | promptenhance dcs-soni/promptenhance enhance_promptget_project_infoindex_project+1 | 4 | 2026-07-28+ | 49/100 | F |
| 14 | windtools-mcp ZahidGalea/windtools-mcp get_initialization_statusindex_repositorylist_dir+1 | 4 | <=2025-11-25 | 49/100 | F |
| 15 | ChatAgent WwHeshi/ChatAgent convert_zh_name_from_en_namecreate_mcp_servercreate_mcp_stdio_server+17 | 20 | 2026-07-28+ | 48/100 | F |
| 16 | Chatbot_AMDIE A2SIA-AA/Chatbot_AMDIE cancel_sessionsend_message_helperspawn_wrapper | 3 | <=2025-11-25 | 48/100 | F |
| 17 | Langchain-Chatchat Kestrong/Langchain-Chatchat built_in_toolschat_routerchild_tools+5 | 8 | <=2025-11-25 | 48/100 | F |
| 18 | MCP-examples pingcy/MCP-examples add_numbersadd_numberscalculate+12 | 15 | 2026-07-28+ | 48/100 | F |
| 19 | SyberAgent cyberzhang1/SyberAgent analyze_audiocall_agentchat+14 | 17 | <=2025-11-25 | 48/100 | F |
| 20 | ai-concepts dilumdarshana/ai-concepts convertCurrencygetDatabaseSchemaqueryDatabase | 3 | 2026-07-28+ | 48/100 | F |
| 21 | chroma-mcp-custom bryankthompson/chroma-mcp-custom chroma_add_documentschroma_continue_thought_chainchroma_create_collection+14 | 17 | <=2025-11-25 | 48/100 | F |
| 22 | daz-obsidian-mcp darrenoakey/daz-obsidian-mcp search_fullsearch_snippets | 2 | <=2025-11-25 | 48/100 | F |
| 23 | mcp_agent_dev_kit YomnaWaleed/mcp_agent_dev_kit get_account_balanceget_customer_infoget_last_transactions+1 | 4 | 2026-07-28+ | 48/100 | F |
| 24 | mcp_server_framework Lapeyus/mcp_server_framework convert_markdown_to_htmlget_cwdget_cwd+5 | 8 | <=2025-11-25 | 48/100 | F |
| 25 | ollama-agent Alsecerc/ollama-agent execute_cli_commandget_memorygoogle_search+1 | 4 | 2026-07-28+ | 48/100 | F |
| 26 | project-vectorizer starkbaknet/project-vectorizer get_file_contentget_project_statslist_files+1 | 4 | <=2025-11-25 | 48/100 | F |
| 27 | Augmentorium wangdangel/Augmentorium graphlist_projectsproject+2 | 5 | 2025-06-18+ | 47/100 | F |
| 28 | DeepMCPAgent cryxnet/DeepMCPAgent add_triggercheck_budgetcheck_mission+16 | 19 | 2026-07-28+ | 47/100 | F |
| 29 | MODULAR-RAG-MCP-SERVER jerry-ai-dev/MODULAR-RAG-MCP-SERVER get_document_summarylist_collectionsquery_knowledge_hub | 3 | <=2025-11-25 | 47/100 | F |
| 30 | Memwyre memwyreai/Memwyre delete_memorygenerate_promptget_all_tags+7 | 10 | 2026-07-28+ | 47/100 | F |
| 31 | RAG-MCP-Server NSANTRA/RAG-MCP-Server citationProvidercollectionStatsdeleteCollection+8 | 11 | 2026-07-28+ | 47/100 | F |
| 32 | RagThisCode ValerianRey/RagThisCode similarity_search | 1 | 2026-07-28+ | 47/100 | F |
| 33 | calibremcp sandraschi/calibremcp calibre_ocrenhance_metadatait_book_curator_helper+6 | 9 | 2025-06-18+ | 47/100 | F |
| 34 | go-rag gamma-omg/go-rag RAG tool | 1 | 2026-07-28+ | 47/100 | F |
| 35 | hammer wwebec/hammer hammer_chathammer_debug_statehammer_memory_query+1 | 4 | 2026-07-28+ | 47/100 | F |
| 36 | mcp-rag-local renl/mcp-rag-local greet_usermemorize_multiple_textsmemorize_pdf_file+2 | 5 | 2026-07-28+ | 47/100 | F |
| 37 | mcp-servers-playground Sumanshu-Nankana/mcp-servers-playground add_bookadd_note_to_fileadd_person_to_member_database+20 | 23 | 2026-07-28+ | 47/100 | F |
| 38 | n8n-MCP-RAG christinec-dev/n8n-MCP-RAG build_prompt_flexibleexpand_queriesextract_json+5 | 8 | 2026-07-28+ | 47/100 | F |
| 39 | profile-rag jsuryanm/profile-rag get_job_detailsjob_searchresume_search | 3 | <=2025-11-25 | 47/100 | F |
| 40 | rag-mcp-server Jevintlie/rag-mcp-server rag.getrag.search | 2 | 2025-06-18+ | 47/100 | F |
| 41 | 10-days-of-agents MaitreeVaria/10-days-of-agents calculatorcalculatordescribe_table_tool+19 | 22 | 2026-07-28+ | 46/100 | F |
| 42 | Cognisphere IhateCreatingUserNames2/Cognisphere analyze_emotionclassify_and_route_query_toolconnect_external_agent+8 | 11 | 2026-07-28+ | 46/100 | F |
| 43 | MCP-rag-with-Chromadb rexnzm/MCP-rag-with-Chromadb add_documentsclear_databasedelete_document+2 | 5 | <=2025-11-25 | 46/100 | F |
| 44 | Optivise biswajitpanday/Optivise optidev_code_analyzeroptidev_context_analyzeroptidev_debug_helper+2 | 5 | <=2025-11-25 | 46/100 | F |
| 45 | fastmcp-server-test AlbertoUAH/fastmcp-server-test get_all_company_docsget_document_countquery_company_docs | 3 | 2026-07-28+ | 46/100 | F |
| 46 | frc-rag-mcpserver ramalamadingdong/frc-rag-mcpserver embed_queryget_latest_versionlist_available_languages+2 | 5 | <=2025-11-25 | 46/100 | F |
| 47 | mcp-dev-agent lwsinclair/mcp-dev-agent add_memoryadd_repo_memoryanalyze_file_content+13 | 16 | <=2025-11-25 | 46/100 | F |
| 48 | mcp-hub reddy-sh/mcp-hub addask_agile_docsask_inspection_data+10 | 13 | 2026-07-28+ | 46/100 | F |
| 49 | mcp-mind-palace andrewginns/mcp-mind-palace get_entry_detailspropose_new_knowledgesearch_knowledge+1 | 4 | <=2025-11-25 | 46/100 | F |
| 50 | mcp-rag javier-abia/mcp-rag clear_all_datadelete_documentgenerate_response+5 | 8 | <=2025-11-25 | 46/100 | F |