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193 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 52 | Company-MCP nstjuliana/Company-MCP |
| 10 |
| 2026-07-28+ |
| 55/100 |
| D |
| 53 | citus-mcp codeforall/citus-mcp citus_activitycitus_advisorcitus_cluster_summary+32 | 35 | 2025-06-18+ | 55/100 | D |
| 54 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 55 | kyomi-connect kyomi-ai/kyomi-connect dry_runexecute_queryexecute_query_stream_arrow+1 | 4 | <=2025-11-25 | 55/100 | D |
| 56 | mcp-consulting-kit JRM-FusionAL/mcp-consulting-kit bulk_analyze_issuescomment_on_redditcreate_devto_article+20 | 23 | 2026-07-28+ | 55/100 | D |
| 57 | mcp-sqlvectordb OriginHubAI/mcp-sqlvectordb chdb_initial_promptget_vector_querylist_databases+11 | 14 | <=2025-11-25 | 55/100 | D |
| 58 | mcp-server-mas-sequential-thinking shubham-gofynd/mcp-server-mas-sequential-thinking analyzeconfirm_actioncreate_proposal+17 | 20 | 2026-07-28+ | 54/100 | D |
| 59 | node-api eianray/node-api meridian_buffermeridian_clipmeridian_convert+7 | 10 | 2026-07-28+ | 54/100 | D |
| 60 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 61 | publisher malloydata/publisher get_contextlist_packagesquery | 3 | 2026-07-28+ | 54/100 | D |
| 62 | rag-template ydkulks/rag-template clear_documentsget_statsingest_csv+2 | 5 | 2026-07-28+ | 54/100 | D |
| 63 | Recall Keerthivasan-Venkitajalam/Recall get_learning_statsintrospect_schemaretrieve_learnings+5 | 8 | 2026-07-28+ | 53/100 | D |
| 64 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 65 | cherry-evals marinone94/cherry-evals get_datasethybrid_search_exampleslist_datasets+2 | 5 | <=2025-11-25 | 53/100 | D |
| 66 | orionbelt-semantic-layer ralfbecher/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 53/100 | D |
| 67 | ph_mcp_server WidgetA/ph_mcp_server get_github_trending_reportget_latest_productsget_latest_report+6 | 9 | <=2025-11-25 | 53/100 | D |
| 68 | spica-mcp-server Mozan0/spica-mcp-server answer_questionbucket-createbucket-data-create+39 | 42 | 2026-07-28+ | 53/100 | D |
| 69 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 70 | 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 |
| 71 | hey SamuelGong/hey ask_question_about_audiodownload_papersfunction_risk+15 | 18 | 2026-07-28+ | 52/100 | D |
| 72 | mcp-data-platform txn2/mcp-data-platform notify | 1 | 2026-07-28+ | 52/100 | D |
| 73 | pnda-mcp rodcar/pnda-mcp dataset_detailsdataset_search | 2 | <=2025-11-25 | 52/100 | D |
| 74 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 75 | dataflow-mcp dataflow-operator/dataflow-mcp generate_dataflow_manifestlist_dataflow_connectorslist_dataflow_transformations+2 | 5 | 2026-07-28+ | 51/100 | D |
| 76 | Aix-DB apconw/Aix-DB ask_usersql_db_list_tablessql_db_query+1 | 4 | <=2025-11-25 | 50/100 | D |
| 77 | Fabric-SQL-Assistant sulaiman013/Fabric-SQL-Assistant ask_databaseconfigure_databasediscover_schema+3 | 6 | 2026-07-28+ | 50/100 | D |
| 78 | Snaplicator bhpark1013/Snaplicator add_table_to_publicationchoose_publicationcompare_schemas+25 | 28 | 2026-07-28+ | 50/100 | D |
| 79 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 80 | 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 |
| 81 | erp-report-engine gulmezeren2-byte/erp-report-engine agingcheck_querydescribe_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 82 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 83 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 84 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 85 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 86 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 87 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 88 | mcp-pymilvus-code-generate-helper brcarry/mcp-pymilvus-code-generate-helper milvus-code-translate-helpermilvus-orm-client-code-convert-helpermilvus-pypmilvus-code-generate-helper | 3 | <=2025-11-25 | 48/100 | F |
| 89 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 90 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 91 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 92 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 93 | 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 |
| 94 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |
| 95 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 96 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 97 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 98 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 99 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 100 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |