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114 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | aeola thomasindrias/aeola get_ingestion_statusget_productingest_merchant+2 | 5 | 2026-07-28+ | 80/100 | A |
| 2 |
| 7 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 4 | neoimage looptech-ai/neoimage generate_image_geminigenerate_image_openai | 2 | 2026-07-28+ | 71/100 | B |
| 5 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 6 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 7 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 8 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 9 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 10 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 11 | mcp-server-example inbarajaldrin/mcp-server-example add_inventory_itemget_inventoryget_item_by_id+9 | 12 | 2026-07-28+ | 60/100 | C |
| 12 | website-review-mcp Augmented-Advisors/website-review-mcp capture_presentation_screenshotscapture_screenshotscheck_broken_links+4 | 7 | 2026-07-28+ | 60/100 | C |
| 13 | HyperRAG adakco/HyperRAG evaluator.ragas.mcpretriever.mcp | 2 | <=2025-11-25 | 59/100 | D |
| 14 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 15 | mcp-server-mariadb-vector DavidRamosSal/mcp-server-mariadb-vector mariadb_create_vector_storemariadb_delete_vector_storemariadb_insert_documents+2 | 5 | 2026-07-28+ | 59/100 | D |
| 16 | dolex outsidedata/dolex analyze_dataclean_columnclear_cache+17 | 20 | 2026-07-28+ | 58/100 | D |
| 17 | mcp_server_client muralianand12345/mcp_server_client describe_tablefind_relationshipsget_foreign_keys+9 | 12 | 2025-06-18+ | 58/100 | D |
| 18 | tecton-mcp tecton-ai/tecton-mcp get_full_tecton_sdk_reference_toolquery_documentation_index_toolquery_example_code_snippet_index_tool+3 | 6 | <=2025-11-25 | 58/100 | D |
| 19 | Agent-Ecosystem-Salesperson-and-Payment biabeogo147/Agent-Ecosystem-Salesperson-and-Payment calc_shippingcreate_orderfind_product+4 | 7 | 2026-07-28+ | 57/100 | D |
| 20 | gpt-image-1-mcp naporin0624/gpt-image-1-mcp batch-editedit-imagegenerate-image | 3 | 2026-07-28+ | 57/100 | D |
| 21 | FNewsCrawler noimank/FNewsCrawler extract-structured-dataextract-table-data | 2 | <=2025-11-25 | 56/100 | D |
| 22 | foundry-apim-mcp-server karpikpl/foundry-apim-mcp-server chatconnectcreate_agent+4 | 7 | 2026-07-28+ | 56/100 | D |
| 23 | imagegen-mcp spartanz51/imagegen-mcp image-to-imagetext-to-image | 2 | 2026-07-28+ | 56/100 | D |
| 24 | python-paymcp-server-demo PayMCP/python-paymcp-server-demo generate | 1 | <=2025-11-25 | 56/100 | D |
| 25 | texas-grocery-mcp mgwalkerjr95/texas-grocery-mcp cart_addcart_add_manycart_add_with_retry+22 | 25 | <=2025-11-25 | 56/100 | D |
| 26 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 27 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 28 | smart-agent Smart75850/smart-agent bilibili_comment_toolbilibili_detail_toolbilibili_rank_tool+23 | 26 | 2026-07-28+ | 55/100 | D |
| 29 | sushi-rag-mcp-server sbecker11/sushi-rag-mcp-server sushi_rag_querysushi_semantic_search | 2 | 2026-07-28+ | 55/100 | D |
| 30 | ddg-agent-payable-services daedalusdevelopmentgroup/ddg-agent-payable-services ddg_agent_distribution_targetsddg_agent_readiness_scorecardddg_agent_status+28 | 31 | 2025-06-18+ | 54/100 | D |
| 31 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 32 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 33 | coderunner instavm/coderunner browser_clickbrowser_fill_inputbrowser_screenshot+16 | 19 | 2025-06-18+ | 53/100 | D |
| 34 | oenskeskyen-mcp mhattingpete/oenskeskyen-mcp add_wishlist_itemget_product_metadataget_user_profile+3 | 6 | <=2025-11-25 | 53/100 | D |
| 35 | penquify MAXMARDONES/penquify penquify_generate_datasetpenquify_generate_documentpenquify_generate_photos+2 | 5 | 2026-07-28+ | 53/100 | D |
| 36 | spica-mcp-server Mozan0/spica-mcp-server answer_questionbucket-createbucket-data-create+39 | 42 | 2026-07-28+ | 53/100 | D |
| 37 | chatbot_Shopify Mobeen-Dev/chatbot_Shopify add_cartline_itemscreate_new_cart_with_itemsfile_search+6 | 9 | <=2025-11-25 | 52/100 | D |
| 38 | ekitchen-ingestion ramizarif/ekitchen-ingestion detailed_health_checkget_analytics_healthget_cost_analytics+14 | 17 | <=2025-11-25 | 52/100 | D |
| 39 | hey SamuelGong/hey ask_question_about_audiodownload_papersfunction_risk+15 | 18 | 2026-07-28+ | 52/100 | D |
| 40 | pnda-mcp rodcar/pnda-mcp dataset_detailsdataset_search | 2 | <=2025-11-25 | 52/100 | D |
| 41 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 42 | ai-tools samctur/ai-tools generate_imagestore_image_metadata | 2 | 2026-07-28+ | 51/100 | D |
| 43 | Fabric-SQL-Assistant sulaiman013/Fabric-SQL-Assistant ask_databaseconfigure_databasediscover_schema+3 | 6 | 2026-07-28+ | 50/100 | D |
| 44 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 45 | clawpay xodn348/clawpay browse_and_buyget_balancelist_transactions+6 | 9 | 2026-07-28+ | 50/100 | D |
| 46 | mcp-server profullstack/mcp-server aggregate_newscheck_domain_availabilitycheck_email_validity+16 | 19 | 2026-07-28+ | 50/100 | D |
| 47 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 48 | mouse-mcp cameronsjo/mouse-mcp discoverget_attractionsget_destinations+4 | 7 | <=2025-11-25 | 50/100 | D |
| 49 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 50 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |