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119 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | mcp-skillset bobmatnyc/mcp-skillset findskillskill_get+2 | 5 | 2026-07-28+ | 55/100 | D |
| 52 | mcp-usecase teddynote-lab/mcp-usecase dify_ek_searchdify_workflowget_investor_trading+12 | 15 | 2026-07-28+ |
| 55/100 |
| D |
| 53 | multimodal_search_mcp_architecture estelacode/multimodal_search_mcp_architecture image_to_image_search_tooltext_to_image_search_tool | 2 | 2025-06-18+ | 55/100 | D |
| 54 | mux-swarm jnotsknab/mux-swarm Filesystem_create_directoryFilesystem_edit_fileFilesystem_list_allowed_directories+13 | 16 | <=2025-11-25 | 55/100 | D |
| 55 | portfolio-copilot mohdasif2294/portfolio-copilot get_corporate_eventsget_holdingsget_ltp+6 | 9 | <=2025-11-25 | 55/100 | D |
| 56 | reactive-agents tylerjrbuell/reactive-agents analyze_sentimentcalculatefetch_data+7 | 10 | <=2025-11-25 | 55/100 | D |
| 57 | sushi-rag-mcp-server sbecker11/sushi-rag-mcp-server sushi_rag_querysushi_semantic_search | 2 | 2026-07-28+ | 55/100 | D |
| 58 | total-agent-memory vbcherepanov/total-agent-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 55/100 | D |
| 59 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 60 | annas-archive-toolchain-mcp oatsvine/annas-archive-toolchain-mcp downloadsearch_catalogsearch_downloaded_text | 3 | <=2025-11-25 | 54/100 | D |
| 61 | build-your-own-ai-agent Lay4U/build-your-own-ai-agent calculatecalculatorextract_links+8 | 11 | 2026-07-28+ | 54/100 | D |
| 62 | nautobot_mcp kvncampos/nautobot_mcp mcp_nautobot_dynamic_api_requestmcp_nautobot_kb_add_repomcp_nautobot_kb_init_repos+17 | 20 | <=2025-11-25 | 54/100 | D |
| 63 | pdfkb-mcp juanqui/pdfkb-mcp add_documentdelete_documentexport_knowledge_base+8 | 11 | <=2025-11-25 | 54/100 | D |
| 64 | python-mcp-server aquental/python-mcp-server add_itemadd_itemfetch_items+5 | 8 | 2026-07-28+ | 54/100 | D |
| 65 | rag-mcp-claude monthop-gmail/rag-mcp-claude rag_deleterag_ingestrag_list_collections+1 | 4 | <=2025-11-25 | 54/100 | D |
| 66 | sourcerer-mcp st3v3nmw/sourcerer-mcp find_similar_chunksget_chunk_codeget_index_status+2 | 5 | 2026-07-28+ | 54/100 | D |
| 67 | superagentx superagentxai/superagentx combine_successfulechofail_method+8 | 11 | <=2025-11-25 | 54/100 | D |
| 68 | ymca yaacov/ymca retrieve_memorystore_memory | 2 | <=2025-11-25 | 54/100 | D |
| 69 | Arthor-Agent arthurpanhku/Arthor-Agent assess_documentget_agent_gateway_statusget_assessment_status+2 | 5 | 2026-07-28+ | 53/100 | D |
| 70 | MCP-Mastery-with-Claude-and-Langchain laxmimerit/MCP-Mastery-with-Claude-and-Langchain addaddadd+28 | 31 | 2026-07-28+ | 53/100 | D |
| 71 | MCP-server mobinrt/MCP-server csv_ragcsv_rag.ingest_folderhealth.ping+1 | 4 | <=2025-11-25 | 53/100 | D |
| 72 | agent-craft Annyfee/agent-craft check_seatcreate_orderexecute_refund+8 | 11 | <=2025-11-25 | 53/100 | D |
| 73 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 74 | ast-mcp-server angrysky56/ast-mcp-server analyze_code_structureanalyze_source_fileask_uss_agent+12 | 15 | 2026-07-28+ | 53/100 | D |
| 75 | calq-mcp Calq-dev/calq-mcp component_deletecomponent_getcomponent_list+15 | 18 | <=2025-11-25 | 53/100 | D |
| 76 | doc-retrieval-mcp zhiwei1988/doc-retrieval-mcp get_document_outlineindex_documentslist_knowledge_bases+1 | 4 | <=2025-11-25 | 53/100 | D |
| 77 | llm-search snexus/llm-search rag_generate_answerrag_generate_answer_simplerag_retrieve_chunks+1 | 4 | 2026-07-28+ | 53/100 | D |
| 78 | shokunin EliasOulkadi/shokunin consolidate_memoriescontinue_sessionget_session_summary+8 | 11 | <=2025-11-25 | 53/100 | D |
| 79 | zerikai_memory KikeVen/zerikai_memory brief_workspacedrop_workspace_memoryget_workspace_brief+4 | 7 | <=2025-11-25 | 53/100 | D |
| 80 | Agentic-Doc-Search-RAG BrijeshRakhasiya/Agentic-Doc-Search-RAG search_security_policies | 1 | 2026-07-28+ | 52/100 | D |
| 81 | CoexistAI SPThole/CoexistAI crawl_and_create_kbcreate_knowledge_baseget_deep_research_aspects+11 | 14 | <=2025-11-25 | 52/100 | D |
| 82 | MCP-powered-Agentic-RAG EimanTahir071/MCP-powered-Agentic-RAG add_documentsclear_documentsget_stats+3 | 6 | <=2025-11-25 | 52/100 | D |
| 83 | Mynd jaffarkeikei/Mynd create_capability_tokenget_contextget_statistics+3 | 6 | 2026-07-28+ | 52/100 | D |
| 84 | a-mem-mcp-server tobs-code/a-mem-mcp-server add_fileadd_relationcreate_atomic_note+11 | 14 | 2026-07-28+ | 52/100 | D |
| 85 | aduib-mcp-router chaorenex1/aduib-mcp-router call_toolget_mcp_server_infolist_mcp_servers+8 | 11 | <=2025-11-25 | 52/100 | D |
| 86 | exasol-labs-text2sql-mcp-server exasol-labs/exasol-labs-text2sql-mcp-server sql_auditteach_sqltext_to_sql | 3 | <=2025-11-25 | 52/100 | D |
| 87 | fs-mcp-server boleyn/fs-mcp-server get_index_statusget_scheduler_statusget_similar_files+7 | 10 | <=2025-11-25 | 52/100 | D |
| 88 | mcp-fabric-ux-system Falkicon/mcp-fabric-ux-system askFabricDocs | 1 | <=2025-11-25 | 52/100 | D |
| 89 | mcp-registry chun-wei0413/mcp-registry learn_knowledgesearch_knowledge | 2 | 2026-07-28+ | 52/100 | D |
| 90 | projeto-rag-geometrico Dellos12/projeto-rag-geometrico alimentarretrievel_geometric_context | 2 | 2026-07-28+ | 52/100 | D |
| 91 | surreal-memory acidkill/surreal-memory memory_getmemory_searchsmem_context+9 | 12 | 2026-07-28+ | 52/100 | D |
| 92 | FlockParser B-A-M-N/FlockParser add_ollama_nodechat_with_documentsdiscover_ollama_nodes+5 | 8 | 2026-07-28+ | 51/100 | D |
| 93 | GP-MCP dkkdark/GP-MCP get_task_answer | 1 | 2026-07-28+ | 51/100 | D |
| 94 | Multi-Agent-Research-Orchestrator-with-MCP-Integration danhenriquex/Multi-Agent-Research-Orchestrator-with-MCP-Integration cached_searchcollection_infohealth+6 | 9 | <=2025-11-25 | 51/100 | D |
| 95 | SpectraScout avdhootpatankar/SpectraScout clear_all_opportunitiesclear_chat_historycomplete_task+17 | 20 | <=2025-11-25 | 51/100 | D |
| 96 | agentic-ai-workshop-2025 adityaarunsinghal/agentic-ai-workshop-2025 add_content_clustercreate_newspaperdiscover_stories+4 | 7 | <=2025-11-25 | 51/100 | D |
| 97 | ai-doc-analyzer-mcp beratcelik1/ai-doc-analyzer-mcp ask_questionlist_documentssearch_document+1 | 4 | 2026-07-28+ | 51/100 | D |
| 98 | ai-research-agent-mcp prabureddy/ai-research-agent-mcp create_evaluationcreate_research_runexecute_code+10 | 13 | <=2025-11-25 | 51/100 | D |
| 99 | chiken yuanjua/chiken add_documentadd_documents_batchget_collection_info+6 | 9 | <=2025-11-25 | 51/100 | D |
| 100 | chroma privetin/chroma create_documentdelete_documentlist_documents+3 | 6 | <=2025-11-25 | 51/100 | D |