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92 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | orionbelt-analytics ralfbecher/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 77/100 | B |
| 2 | homelab-monitor SikamikanikoBG/homelab-monitor get_ai_modelsget_alertsget_benchmark+16 | 19 | 2026-07-28+ | 74/100 | B |
| 3 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 4 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 5 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 | 68/100 | C |
| 6 | heddle goweft/heddle buildcapture_screendaily_briefing+10 | 13 | <=2025-11-25 | 67/100 | C |
| 7 | zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 | 4 | <=2025-11-25 | 65/100 | C |
| 8 | ai-agent-orchestrator MentalVibez/ai-agent-orchestrator cancel_runcode_searchdirectory_list+8 | 11 | 2026-07-28+ | 64/100 | C |
| 9 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 10 | kb-arena xmpuspus/kb-arena job_statuslist_corporalist_strategies+3 | 6 | 2026-07-28+ | 61/100 | C |
| 11 | reddit-research-mcp king-of-the-grackles/reddit-research-mcp create_feeddelete_feeddiscover_operations+11 | 14 | 2025-06-18+ | 60/100 | C |
| 12 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 13 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 14 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 15 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 16 | VASPilot JiaxuanLiu-Arsko/VASPilot analyze_crystal_structurecreate_crystal_structurejson_approx_search_tool+3 | 6 | 2026-07-28+ | 58/100 | D |
| 17 | paper-intelligence Strand-AI/paper-intelligence convert_pdfembed_documentget_header_context+5 | 8 | 2026-07-28+ | 58/100 | D |
| 18 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 19 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 20 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 21 | quant-agents terence-lim/quant-agents Panel_binary_opPanel_coalescePanel_digitize+17 | 20 | <=2025-11-25 | 57/100 | D |
| 22 | mcp-usecase teddynote-lab/mcp-usecase dify_ek_searchdify_workflowget_investor_trading+12 | 15 | 2026-07-28+ | 55/100 | D |
| 23 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 24 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 25 | annas-archive-toolchain-mcp oatsvine/annas-archive-toolchain-mcp downloadsearch_catalogsearch_downloaded_text | 3 | <=2025-11-25 | 54/100 | D |
| 26 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 27 | 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 |
| 28 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 29 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 30 | exasol-labs-text2sql-mcp-server exasol-labs/exasol-labs-text2sql-mcp-server sql_auditteach_sqltext_to_sql | 3 | <=2025-11-25 | 52/100 | D |
| 31 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 32 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 33 | ai-research-agent-mcp prabureddy/ai-research-agent-mcp create_evaluationcreate_research_runexecute_code+10 | 13 | <=2025-11-25 | 51/100 | D |
| 34 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 35 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 36 | vmware-mcp-server adrianlizman/vmware-mcp-server analyze_vm_performanceclone_vmcreate_snapshot+22 | 25 | <=2025-11-25 | 51/100 | D |
| 37 | Aix-DB apconw/Aix-DB ask_usersql_db_list_tablessql_db_query+1 | 4 | <=2025-11-25 | 50/100 | D |
| 38 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 39 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |
| 40 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 41 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 42 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 43 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 44 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 45 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 46 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 47 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 48 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 49 | mcpsshclient jonnadul/mcpsshclient new-ssh-connectionrun-safe-command | 2 | 2026-07-28+ | 44/100 | F |
| 50 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |