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108 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-server exasol/mcp-server delete_bucketfs_directorydelete_bucketfs_filedescribe_exasol_builtin_function+26 | 29 | <=2025-11-25 | 77/100 | B |
| 2 |
| 4 |
| <=2025-11-25 |
| 71/100 |
| B |
| 3 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 4 | doris-mcp-server apache/doris-mcp-server exec_queryget_db_listget_db_table_list+5 | 8 | <=2025-11-25 | 69/100 | C |
| 5 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 6 | faostat-mcp berba-q/faostat-mcp faostat_get_balancefaostat_get_codesfaostat_get_data+14 | 17 | <=2025-11-25 | 67/100 | C |
| 7 | mineru-tianshu magicyuan876/mineru-tianshu get_queue_statsget_task_statuslist_tasks+1 | 4 | <=2025-11-25 | 67/100 | C |
| 8 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 9 | skypilot-code-sandbox alex000kim/skypilot-code-sandbox close_sessioncreate_sessionexecute_code+3 | 6 | <=2025-11-25 | 64/100 | C |
| 10 | jupyter-mcp-server datalayer/jupyter-mcp-server launch_sandboxlist_sandboxesterminate_sandbox+1 | 4 | <=2025-11-25 | 61/100 | C |
| 11 | HyperRAG adakco/HyperRAG evaluator.ragas.mcpretriever.mcp | 2 | <=2025-11-25 | 59/100 | D |
| 12 | customized-elasticsearch-mcp-server Coolgiserz/customized-elasticsearch-mcp-server read_single_newssearch_newssearch_news_with_secondary_filter+1 | 4 | <=2025-11-25 | 59/100 | D |
| 13 | datagovin-mcp-server the-data-gateway-initiative/datagovin-mcp-server agriculture_growth_ratebeneficiaries_under_pmkisancity_wise_wellness_centres+9 | 12 | <=2025-11-25 | 59/100 | D |
| 14 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 15 | wekadocs-matrix bgconley/wekadocs-matrix graph.childrengraph.describegraph.expand+8 | 11 | <=2025-11-25 | 59/100 | D |
| 16 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 17 | outerspace-apizr Alien6-Studio/outerspace-apizr analyze_fileconvert_notebookgenerate_dockerfile+4 | 7 | 2026-07-28+ | 58/100 | D |
| 18 | etim-mcp-server ziouzitsou/etim-mcp-server get_available_languagesget_class_detailsget_feature_details+4 | 7 | <=2025-11-25 | 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 | mcp RainLib/mcp ESGetAliasesESGetHealthESGetIndex+22 | 25 | 2026-07-28+ | 57/100 | D |
| 21 | FNewsCrawler noimank/FNewsCrawler extract-structured-dataextract-table-data | 2 | <=2025-11-25 | 56/100 | D |
| 22 | automl-stat-mcp u9401066/automl-stat-mcp cancel_jobconvert_to_binarydelete_dataset+7 | 10 | <=2025-11-25 | 56/100 | D |
| 23 | clio-agent iowarp/clio-agent ask_usercreate_a2ui_surfacecreate_artifact+16 | 19 | 2026-07-28+ | 56/100 | D |
| 24 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 25 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 26 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 27 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 28 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 29 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 30 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 31 | local-ydb-toolkit astandrik/local-ydb-toolkit local_ydb_add_dynamic_nodeslocal_ydb_apply_schemalocal_ydb_auth_check+17 | 20 | 2026-07-28+ | 51/100 | D |
| 32 | mcp_cla_pg harryvaldez/mcp_cla_pg db_1_pg96_blocking_sessionsdb_1_pg96_exec_querydb_1_pg96_hypopg_create_virtual_indexes+11 | 14 | 2026-07-28+ | 51/100 | D |
| 33 | n8n-fabric ry-ops/n8n-fabric credential_createcredential_deletecredential_list+23 | 26 | 2026-07-28+ | 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 | sample-dlc-mcp-server aws-samples/sample-dlc-mcp-server build_custom_dlc_imagecheck_aws_configurationcheck_docker_availability+20 | 23 | <=2025-11-25 | 51/100 | D |
| 36 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=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 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 39 | beam-mcp-server souravch/beam-mcp-server beam-wordcountcancel_jobcreate_job+9 | 12 | <=2025-11-25 | 50/100 | D |
| 40 | cloud-service-integration-with-MCP shashankk-42/cloud-service-integration-with-MCP create_storage_bucketdeploy_modelfailover_route+8 | 11 | <=2025-11-25 | 50/100 | D |
| 41 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 42 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 43 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 44 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 45 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 46 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 47 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 48 | 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 |
| 49 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 50 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |