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408 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 101 | quant-agents terence-lim/quant-agents Panel_binary_opPanel_coalescePanel_digitize+17 | 20 | <=2025-11-25 | 57/100 | D |
| 102 | tonl-mcp-bridge kryptomrx/tonl-mcp-bridge calculate_savingsconvert_to_tonlparse_tonl | 3 | 2026-07-28+ | 57/100 | D |
| 103 | MCP-Tools-Server yihong1120/MCP-Tools-Server crawl_site_tooldocs_add_directorydocs_add_document+18 | 21 | 2026-07-28+ | 56/100 | D |
| 104 | Memori-MCP 0xSaurabhx/Memori-MCP recallstore_memory | 2 | <=2025-11-25 | 56/100 | D |
| 105 | Multi-Agent-Orchestration Theepankumargandhi/Multi-Agent-Orchestration calculatorweb_search | 2 | 2026-07-28+ | 56/100 | D |
| 106 | My_AI gonicolas12/My_AI chatedit_fileextract_dates+18 | 21 | 2026-07-28+ | 56/100 | D |
| 107 | bitwig-mcp-server WeModulate/bitwig-mcp-server browse_device_presetsbrowse_insert_devicecancel_browser+17 | 20 | <=2025-11-25 | 56/100 | D |
| 108 | claude-memory hlsitechio/claude-memory memory_add_to_projectmemory_agent_knowledgememory_ingest+5 | 8 | 2026-07-28+ | 56/100 | D |
| 109 | llm-memory-bridge user0857/llm-memory-bridge delete_memorysave_memorysearch_memory+1 | 4 | 2026-07-28+ | 56/100 | D |
| 110 | llmc vmlinuzx/llmc edit_blockget_metricsinspect_code+18 | 21 | <=2025-11-25 | 56/100 | D |
| 111 | scaffold Beer-Bears/scaffold get_all_classes_nodes_namesget_all_functions_nodes_namesget_code_entity_information | 3 | 2026-07-28+ | 56/100 | D |
| 112 | skynet-agent esinecan/skynet-agent delete_memoryfind_entities_by_propertyfind_purposeful_connections+8 | 11 | 2026-07-28+ | 56/100 | D |
| 113 | BNFR55 red512/BNFR55 get_random_jokeget_time_in_londonget_time_in_new_york+1 | 4 | 2026-07-28+ | 55/100 | D |
| 114 | DAUT 2dogsandanerd/DAUT list_documentation_filesquery_ragread_documentation_file | 3 | 2026-07-28+ | 55/100 | D |
| 115 | KnowledgeMCP maxzrff/KnowledgeMCP knowledge-addknowledge-clearknowledge-context-create+8 | 11 | <=2025-11-25 | 55/100 | D |
| 116 | Markdown-RAG-MCP-Server ElvinBayramov/Markdown-RAG-MCP-Server delete_collectionindex_documentsindex_url+6 | 9 | <=2025-11-25 | 55/100 | D |
| 117 | Memo-MCP milasd/Memo-MCP add-memoget-journal-statsrebuild-journal-index+1 | 4 | 2026-07-28+ | 55/100 | D |
| 118 | Misaka-Cipher Aethvion/Misaka-Cipher add_effectbridgefetch_url+23 | 26 | 2026-07-28+ | 55/100 | D |
| 119 | PyRag nateislas/PyRag diagnosesearch_docs | 2 | <=2025-11-25 | 55/100 | D |
| 120 | chroma-mcp chroma-core/chroma-mcp chroma_create_collectionchroma_get_collection_countchroma_get_collection_info+2 | 5 | 2026-07-28+ | 55/100 | D |
| 121 | langchain-MCP baixianger/langchain-MCP langgraph_get_checkpointlanggraph_get_runlanggraph_get_thread+6 | 9 | 2026-07-28+ | 55/100 | D |
| 122 | mcp-rag dsvoevud/mcp-rag ask_questionfind_relevant_docsindex_folder+2 | 5 | <=2025-11-25 | 55/100 | D |
| 123 | mcp-skillset bobmatnyc/mcp-skillset findskillskill_get+2 | 5 | 2026-07-28+ | 55/100 | D |
| 124 | mcp-usecase teddynote-lab/mcp-usecase dify_ek_searchdify_workflowget_investor_trading+12 | 15 | 2026-07-28+ | 55/100 | D |
| 125 | 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 |
| 126 | mux-swarm jnotsknab/mux-swarm Filesystem_create_directoryFilesystem_edit_fileFilesystem_list_allowed_directories+13 | 16 | <=2025-11-25 | 55/100 | D |
| 127 | portfolio-copilot mohdasif2294/portfolio-copilot get_corporate_eventsget_holdingsget_ltp+6 | 9 | <=2025-11-25 | 55/100 | D |
| 128 | reactive-agents tylerjrbuell/reactive-agents analyze_sentimentcalculatefetch_data+7 | 10 | <=2025-11-25 | 55/100 | D |
| 129 | sushi-rag-mcp-server sbecker11/sushi-rag-mcp-server sushi_rag_querysushi_semantic_search | 2 | 2026-07-28+ | 55/100 | D |
| 130 | total-agent-memory vbcherepanov/total-agent-memory memory_consolidatememory_deletememory_export+17 | 20 | 2026-07-28+ | 55/100 | D |
| 131 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 132 | annas-archive-toolchain-mcp oatsvine/annas-archive-toolchain-mcp downloadsearch_catalogsearch_downloaded_text | 3 | <=2025-11-25 | 54/100 | D |
| 133 | build-your-own-ai-agent Lay4U/build-your-own-ai-agent calculatecalculatorextract_links+8 | 11 | 2026-07-28+ | 54/100 | D |
| 134 | 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 |
| 135 | pdfkb-mcp juanqui/pdfkb-mcp add_documentdelete_documentexport_knowledge_base+8 | 11 | <=2025-11-25 | 54/100 | D |
| 136 | python-mcp-server aquental/python-mcp-server add_itemadd_itemfetch_items+5 | 8 | 2026-07-28+ | 54/100 | D |
| 137 | rag-mcp-claude monthop-gmail/rag-mcp-claude rag_deleterag_ingestrag_list_collections+1 | 4 | <=2025-11-25 | 54/100 | D |
| 138 | sourcerer-mcp st3v3nmw/sourcerer-mcp find_similar_chunksget_chunk_codeget_index_status+2 | 5 | 2026-07-28+ | 54/100 | D |
| 139 | superagentx superagentxai/superagentx combine_successfulechofail_method+8 | 11 | <=2025-11-25 | 54/100 | D |
| 140 | ymca yaacov/ymca retrieve_memorystore_memory | 2 | <=2025-11-25 | 54/100 | D |
| 141 | Arthor-Agent arthurpanhku/Arthor-Agent assess_documentget_agent_gateway_statusget_assessment_status+2 | 5 | 2026-07-28+ | 53/100 | D |
| 142 | MCP-Mastery-with-Claude-and-Langchain laxmimerit/MCP-Mastery-with-Claude-and-Langchain addaddadd+28 | 31 | 2026-07-28+ | 53/100 | D |
| 143 | MCP-server mobinrt/MCP-server csv_ragcsv_rag.ingest_folderhealth.ping+1 | 4 | <=2025-11-25 | 53/100 | D |
| 144 | agent-craft Annyfee/agent-craft check_seatcreate_orderexecute_refund+8 | 11 | <=2025-11-25 | 53/100 | D |
| 145 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 146 | ast-mcp-server angrysky56/ast-mcp-server analyze_code_structureanalyze_source_fileask_uss_agent+12 | 15 | 2026-07-28+ | 53/100 | D |
| 147 | calq-mcp Calq-dev/calq-mcp component_deletecomponent_getcomponent_list+15 | 18 | <=2025-11-25 | 53/100 | D |
| 148 | doc-retrieval-mcp zhiwei1988/doc-retrieval-mcp get_document_outlineindex_documentslist_knowledge_bases+1 | 4 | <=2025-11-25 | 53/100 | D |
| 149 | llm-search snexus/llm-search rag_generate_answerrag_generate_answer_simplerag_retrieve_chunks+1 | 4 | 2026-07-28+ | 53/100 | D |
| 150 | shokunin EliasOulkadi/shokunin consolidate_memoriescontinue_sessionget_session_summary+8 | 11 | <=2025-11-25 | 53/100 | D |