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67 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 | mcp-server |
| 9 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 4 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 | 68/100 | C |
| 5 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 6 | zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 | 4 | <=2025-11-25 | 65/100 | C |
| 7 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 8 | kb-arena xmpuspus/kb-arena job_statuslist_corporalist_strategies+3 | 6 | 2026-07-28+ | 61/100 | C |
| 9 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 10 | reddit-research-mcp king-of-the-grackles/reddit-research-mcp create_feeddelete_feeddiscover_operations+11 | 14 | 2025-06-18+ | 60/100 | C |
| 11 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 12 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 13 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 14 | VASPilot JiaxuanLiu-Arsko/VASPilot analyze_crystal_structurecreate_crystal_structurejson_approx_search_tool+3 | 6 | 2026-07-28+ | 58/100 | D |
| 15 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 16 | paper-intelligence Strand-AI/paper-intelligence convert_pdfembed_documentget_header_context+5 | 8 | 2026-07-28+ | 58/100 | D |
| 17 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 18 | quant-agents terence-lim/quant-agents Panel_binary_opPanel_coalescePanel_digitize+17 | 20 | <=2025-11-25 | 57/100 | D |
| 19 | mcp-usecase teddynote-lab/mcp-usecase dify_ek_searchdify_workflowget_investor_trading+12 | 15 | 2026-07-28+ | 55/100 | D |
| 20 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 21 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 22 | annas-archive-toolchain-mcp oatsvine/annas-archive-toolchain-mcp downloadsearch_catalogsearch_downloaded_text | 3 | <=2025-11-25 | 54/100 | D |
| 23 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 24 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 25 | exasol-labs-text2sql-mcp-server exasol-labs/exasol-labs-text2sql-mcp-server sql_auditteach_sqltext_to_sql | 3 | <=2025-11-25 | 52/100 | D |
| 26 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 27 | ai-research-agent-mcp prabureddy/ai-research-agent-mcp create_evaluationcreate_research_runexecute_code+10 | 13 | <=2025-11-25 | 51/100 | D |
| 28 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 29 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 30 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 31 | Aix-DB apconw/Aix-DB ask_usersql_db_list_tablessql_db_query+1 | 4 | <=2025-11-25 | 50/100 | D |
| 32 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 33 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 34 | mcp plusplusoneplusplus/mcp agentdata_frame_serviceget_session_image+2 | 5 | 2026-07-28+ | 49/100 | F |
| 35 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 36 | 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 |
| 37 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 38 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 39 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 40 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 41 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 42 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 43 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 44 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 45 | python-mcp-server Hawaiideveloper/python-mcp-server ai_chat_toolanalyze_code_intelligence_toolanalyze_image_tool+18 | 21 | <=2025-11-25 | 43/100 | F |
| 46 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 47 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 48 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 49 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 50 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |