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264 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 101 | cherry-evals marinone94/cherry-evals |
| 5 |
| <=2025-11-25 |
| 53/100 |
| D |
| 102 | orionbelt-semantic-layer ralfbecher/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 53/100 | D |
| 103 | ph_mcp_server WidgetA/ph_mcp_server get_github_trending_reportget_latest_productsget_latest_report+6 | 9 | <=2025-11-25 | 53/100 | D |
| 104 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 105 | codebox-ai tomconte/codebox-ai execute_code | 1 | <=2025-11-25 | 52/100 | D |
| 106 | dcurvin-mcp-server-v2 seunghwan2020/dcurvin-mcp-server-v2 get_api_schema_detailget_api_schema_summaryget_field_description+3 | 6 | <=2025-11-25 | 52/100 | D |
| 107 | knowlyr-gym liuxiaotong/knowlyr-gym build_preferencescalibrate_rewardconvert_logs+21 | 24 | 2026-07-28+ | 52/100 | D |
| 108 | mcp-analyst-toolkit miptgirl/mcp-analyst-toolkit describe_tableexecute_sql_queryget_github_pr_details+2 | 5 | 2026-07-28+ | 52/100 | D |
| 109 | mcp-data-platform txn2/mcp-data-platform notify | 1 | 2026-07-28+ | 52/100 | D |
| 110 | mcp-data-server kedarnath30/mcp-data-server analyze_csvask_questioncreate_powerbi_dataset+4 | 7 | 2026-07-28+ | 52/100 | D |
| 111 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 112 | dataflow-mcp dataflow-operator/dataflow-mcp generate_dataflow_manifestlist_dataflow_connectorslist_dataflow_transformations+2 | 5 | 2026-07-28+ | 51/100 | D |
| 113 | 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 |
| 114 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 115 | 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 |
| 116 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 117 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 118 | Aix-DB apconw/Aix-DB ask_usersql_db_list_tablessql_db_query+1 | 4 | <=2025-11-25 | 50/100 | D |
| 119 | ClawForge jackjin1997/ClawForge deleteexportextract_news_from_netease+13 | 16 | <=2025-11-25 | 50/100 | D |
| 120 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 121 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 122 | 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 |
| 123 | dune-mcp nice-bills/dune-mcp analyze_query_erroranalyze_resultsarchive_query+14 | 17 | <=2025-11-25 | 50/100 | D |
| 124 | erp-report-engine gulmezeren2-byte/erp-report-engine agingcheck_querydescribe_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 125 | memvid_mcp_server angrysky56/memvid_mcp_server add_chunksadd_pdfadd_text+4 | 7 | <=2025-11-25 | 50/100 | D |
| 126 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 127 | research-mcp-server ricleedo/research-mcp-server arxiv-get-latex-sourcearxiv-get-paperarxiv-search+11 | 14 | 2026-07-28+ | 50/100 | D |
| 128 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 129 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 130 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 131 | mcp-monitoring-agent abubakar61170/mcp-monitoring-agent consult_runbookcreate_dynamic_alertexecute_remediation_action+4 | 7 | 2026-07-28+ | 49/100 | F |
| 132 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 133 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 134 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 135 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 136 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 137 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 138 | rlang-mcp-python saidsurucu/rlang-mcp-python create_ggplotexecute_r_codeexecute_r_file+4 | 7 | 2026-07-28+ | 48/100 | F |
| 139 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 140 | 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 |
| 141 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 142 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 143 | code-sandbox-mcp philschmid/code-sandbox-mcp run_javascript_coderun_python_code | 2 | 2026-07-28+ | 47/100 | F |
| 144 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |
| 145 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 146 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 147 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 148 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 149 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 150 | dblink-mcp patricksabry1/dblink-mcp add_database_connectioncompare_query_resultsdetect_schema_differences+2 | 5 | <=2025-11-25 | 46/100 | F |