Loading ToolBench
209 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 |
| plydb kineticloom/plydb get_semantic_contextquery |
| 2 |
| 2025-06-18+ |
| 69/100 |
| C |
| 2 | dcurvin-mcp-server seunghwan2020/dcurvin-mcp-server get_api_schema_detailget_api_schema_summaryget_field_description+3 | 6 | <=2025-11-25 | 68/100 | C |
| 3 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 4 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 5 | pantrydb camille-vanhoffelen/pantrydb addPantryItemlistPantryItemsremovePantryItem | 3 | 2026-07-28+ | 68/100 | C |
| 6 | boyce boyce-io/boyce ask_boyceget_schemaingest_definition+4 | 7 | 2026-07-28+ | 66/100 | C |
| 7 | mcp-server-presentation vishraj/mcp-server-presentation add_customeradd_employeeadd_order+11 | 14 | 2026-07-28+ | 66/100 | C |
| 8 | orionbelt-analytics ralforion/orionbelt-analytics add_rdf_knowledgeapply_semantic_namescleanup_workspace+23 | 26 | <=2025-11-25 | 66/100 | C |
| 9 | outris-identity-mcp outris-dev-user/outris-identity-mcp assess_fraud_riskcheck_jobcheck_whatsapp+3 | 6 | 2026-07-28+ | 66/100 | C |
| 10 | brewsource-mcp CharlRitter/brewsource-mcp bjcp_lookupfind_breweriessearch_beers | 3 | <=2025-11-25 | 65/100 | C |
| 11 | alibabacloud-polardb-mcp-server aliyun/alibabacloud-polardb-mcp-server execute_sqlexecute_sqlimport_knowledge_base+15 | 18 | <=2025-11-25 | 64/100 | C |
| 12 | alphafold-sovereign-mcp smaniches/alphafold-sovereign-mcp export_research_datasetfind_drug_gene_networkget_knowledge_graph_stats+2 | 5 | <=2025-11-25 | 64/100 | C |
| 13 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 14 | us-census-bureau-data-api-mcp uscensusbureau/us-census-bureau-data-api-mcp fetch-aggregate-datafetch-dataset-geographylist-datasets+2 | 5 | 2026-07-28+ | 64/100 | C |
| 15 | aitour26-WRK542-prototype-agents-with-the-ai-toolkit-and-model-context-protocol microsoft/aitour26-WRK542-prototype-agents-with-the-ai-toolkit-and-model-context-protocol get_stock_level_by_product_idtransfer_stock | 2 | 2026-07-28+ | 63/100 | C |
| 16 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 17 | kf-mcp-servers ShadowWalker2014/kf-mcp-servers cms_activate_versioncms_delete_filecms_discard_draft+14 | 17 | 2026-07-28+ | 63/100 | C |
| 18 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 19 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 20 | schemabrain Arun-kc/schemabrain describe_columndescribe_entitydescribe_table+9 | 12 | 2026-07-28+ | 63/100 | C |
| 21 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 22 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 23 | pysr-mcp-server archetana/pysr-mcp-server export_equationfit_symbolic_regressionget_equations+2 | 5 | 2026-07-28+ | 62/100 | C |
| 24 | Contextcore lucifer-ux/Contextcore fetch_contentget_codebase_contextget_codebase_index+9 | 12 | 2026-07-28+ | 61/100 | C |
| 25 | indexing-co-mcp indexing-co/indexing-co-mcp backfillchartclear_events+11 | 14 | 2026-07-28+ | 61/100 | C |
| 26 | kb-arena xmpuspus/kb-arena job_statuslist_corporalist_strategies+3 | 6 | 2026-07-28+ | 61/100 | C |
| 27 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 28 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 29 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 30 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 31 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 32 | lakevision lakevision-project/lakevision get_all_table_namesget_data_changeget_file_data+14 | 17 | 2026-07-28+ | 60/100 | C |
| 33 | mcp-statcan Aryan-Jhaveri/mcp-statcan fetch_vectors_to_databaseget_all_cubes_listget_all_cubes_list_lite+8 | 11 | 2026-07-28+ | 60/100 | C |
| 34 | Paylink pavankumaryeluri/Paylink CheckoutGetTransactionHandleWebhook+2 | 5 | <=2025-11-25 | 49/100 | F |
| 35 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 36 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 37 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 38 | magento-graphql-docs-mcp florinel-chis/magento-graphql-docs-mcp get_documentget_element_detailsget_related_documents+5 | 8 | <=2025-11-25 | 49/100 | F |
| 39 | mcp-observatory rajatarun/mcp-observatory cancel_shipmentchange_subscription_plancreate_expedited_shipment+10 | 13 | 2026-07-28+ | 49/100 | F |
| 40 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 41 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 42 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 43 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 44 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 45 | propiedades-mx juanpasaflipz/propiedades-mx conversational-searchdocumentationenhance-query+16 | 19 | <=2025-11-25 | 48/100 | F |
| 46 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 47 | spring-boot-ai rogervinas/spring-boot-ai bookgetWeather | 2 | 2026-07-28+ | 48/100 | F |
| 48 | zurich-apt-hunt-agent noahmeurer/zurich-apt-hunt-agent fetch_unevaluated_listingsfetch_unscraped_listingsinsert_fresh_listings+2 | 5 | 2026-07-28+ | 48/100 | F |
| 49 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 50 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |