Loading ToolBench
150 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 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 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 | alphafold-sovereign-mcp smaniches/alphafold-sovereign-mcp export_research_datasetfind_drug_gene_networkget_knowledge_graph_stats+2 | 5 | <=2025-11-25 | 64/100 | C |
| 7 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 8 | 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 |
| 9 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 10 | kusto-mcp johnib/kusto-mcp execute-queryinitialize-connectionreport-issue+4 | 7 | 2026-07-28+ | 63/100 | C |
| 11 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 12 | schemabrain Arun-kc/schemabrain describe_columndescribe_entitydescribe_table+9 | 12 | 2026-07-28+ | 63/100 | C |
| 13 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 14 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 15 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 16 | Contextcore lucifer-ux/Contextcore fetch_contentget_codebase_contextget_codebase_index+9 | 12 | 2026-07-28+ | 61/100 | C |
| 17 | indexing-co-mcp indexing-co/indexing-co-mcp backfillchartclear_events+11 | 14 | 2026-07-28+ | 61/100 | C |
| 18 | mcp-spark-documentation martoc/mcp-spark-documentation read_documentationsearch_documentation | 2 | 2026-07-28+ | 61/100 | C |
| 19 | openstax-mcp-server pythpythpython/openstax-mcp-server generate_jupyter_notebookgenerate_practice_problemsget_module_content+4 | 7 | 2026-07-28+ | 61/100 | C |
| 20 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 21 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 22 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 23 | jdatamunch-mcp jgravelle/jdatamunch-mcp aggregateanalyze_perfcheck_column_drop_safe+34 | 37 | 2026-07-28+ | 60/100 | C |
| 24 | mcp-server-example inbarajaldrin/mcp-server-example add_inventory_itemget_inventoryget_item_by_id+9 | 12 | 2026-07-28+ | 60/100 | C |
| 25 | 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 |
| 26 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 27 | magento-graphql-docs-mcp florinel-chis/magento-graphql-docs-mcp get_documentget_element_detailsget_related_documents+5 | 8 | <=2025-11-25 | 49/100 | F |
| 28 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 29 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 30 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 31 | 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 |
| 32 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 33 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 34 | propiedades-mx juanpasaflipz/propiedades-mx conversational-searchdocumentationenhance-query+16 | 19 | <=2025-11-25 | 48/100 | F |
| 35 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 36 | zurich-apt-hunt-agent noahmeurer/zurich-apt-hunt-agent fetch_unevaluated_listingsfetch_unscraped_listingsinsert_fresh_listings+2 | 5 | 2026-07-28+ | 48/100 | F |
| 37 | 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 |
| 38 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 39 | mcp-voice-app mkg5599/mcp-voice-app list_productsrag_querysearch_products+1 | 4 | 2026-07-28+ | 47/100 | F |
| 40 | photoshoot-ai-design photoshootapp/photoshoot-ai-design photoshoot_batchphotoshoot_editphotoshoot_generate+3 | 6 | 2026-07-28+ | 47/100 | F |
| 41 | MCP-Receipe-Medical akashsmu/MCP-Receipe-Medical analyze_and_suggest_recipeanalyze_food_imageanalyze_food_image_url+4 | 7 | <=2025-11-25 | 46/100 | F |
| 42 | Multi-AI-Agent-Catering-System-with-MCP-Integration phanhpp/Multi-AI-Agent-Catering-System-with-MCP-Integration dietary_strategy_analyzerlist_all_specializationssave_recipe | 3 | <=2025-11-25 | 46/100 | F |
| 43 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 44 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 45 | mcp-a2a-aoa AgentOrientedArchitecture/mcp-a2a-aoa analyze_price_trendscheck_stockdiscover_agents+12 | 15 | <=2025-11-25 | 46/100 | F |
| 46 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 47 | mcpserver itscartmanbrah/mcpserver back-in-stockbrandscategories+11 | 14 | 2026-07-28+ | 46/100 | F |
| 48 | node-paymcp-server-demo PayMCP/node-paymcp-server-demo generate | 1 | <=2025-11-25 | 46/100 | F |
| 49 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 50 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |