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215 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | Paylink pavankumaryeluri/Paylink |
| 5 |
| <=2025-11-25 |
| 49/100 |
| F |
| 2 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 3 | dp-mcp devraj21/dp-mcp analyze_table_patternsask_natural_language_querybackup_table_to_minio+14 | 17 | <=2025-11-25 | 49/100 | F |
| 4 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 5 | lyraios GalaxyLLMCI/lyraios call_contractcreate_cpi_transactiondelete_tool+13 | 16 | <=2025-11-25 | 49/100 | F |
| 6 | magento-graphql-docs-mcp florinel-chis/magento-graphql-docs-mcp get_documentget_element_detailsget_related_documents+5 | 8 | <=2025-11-25 | 49/100 | F |
| 7 | mcp-observatory rajatarun/mcp-observatory cancel_shipmentchange_subscription_plancreate_expedited_shipment+10 | 13 | 2026-07-28+ | 49/100 | F |
| 8 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 9 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 10 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 | F |
| 11 | 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 |
| 12 | mqtt_uns_viewer slalaure/mqtt_uns_viewer add_semantic_tagscreate_alertcreate_mapper+25 | 28 | 2026-07-28+ | 48/100 | F |
| 13 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 14 | omcp_py fastomop/omcp_py Get_information_SchemaSelect_Queryanalyze_omop_data+11 | 14 | <=2025-11-25 | 48/100 | F |
| 15 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 16 | propiedades-mx juanpasaflipz/propiedades-mx conversational-searchdocumentationenhance-query+16 | 19 | <=2025-11-25 | 48/100 | F |
| 17 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 18 | spring-boot-ai rogervinas/spring-boot-ai bookgetWeather | 2 | 2026-07-28+ | 48/100 | F |
| 19 | zurich-apt-hunt-agent noahmeurer/zurich-apt-hunt-agent fetch_unevaluated_listingsfetch_unscraped_listingsinsert_fresh_listings+2 | 5 | 2026-07-28+ | 48/100 | F |
| 20 | 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 |
| 21 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 22 | dajet-mcp-server zhichkin/dajet-mcp-server ExecuteQueryGetDatabaseDescriptionGetDatabaseMetadata+7 | 10 | 2025-06-18+ | 47/100 | F |
| 23 | mcp-voice-app mkg5599/mcp-voice-app list_productsrag_querysearch_products+1 | 4 | 2026-07-28+ | 47/100 | F |
| 24 | mcp_ecommerce_server brazeiro63/mcp_ecommerce_server affiliate_store_productsaffiliate_storesaffiliate_stores_active+13 | 16 | 2026-07-28+ | 47/100 | F |
| 25 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 26 | photoshoot-ai-design photoshootapp/photoshoot-ai-design photoshoot_batchphotoshoot_editphotoshoot_generate+3 | 6 | 2026-07-28+ | 47/100 | F |
| 27 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 28 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 29 | MCP-Receipe-Medical akashsmu/MCP-Receipe-Medical analyze_and_suggest_recipeanalyze_food_imageanalyze_food_image_url+4 | 7 | <=2025-11-25 | 46/100 | F |
| 30 | ModelContextProtocol mksien83/ModelContextProtocol book-hotelcancel-hotelget-sample-data+5 | 8 | <=2025-11-25 | 46/100 | F |
| 31 | 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 |
| 32 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 33 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 34 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 35 | dblink-mcp patricksabry1/dblink-mcp add_database_connectioncompare_query_resultsdetect_schema_differences+2 | 5 | <=2025-11-25 | 46/100 | F |
| 36 | dbt-doctor Astoriel/dbt-doctor analyze_dagaudit_projectcheck_test_coverage+9 | 12 | <=2025-11-25 | 46/100 | F |
| 37 | gorse dataontap/gorse approve_beta_requestcreate-checkout-sessionget_user_devices+5 | 8 | 2026-07-28+ | 46/100 | F |
| 38 | mcp-a2a-aoa AgentOrientedArchitecture/mcp-a2a-aoa analyze_price_trendscheck_stockdiscover_agents+12 | 15 | <=2025-11-25 | 46/100 | F |
| 39 | mcpserver itscartmanbrah/mcpserver back-in-stockbrandscategories+11 | 14 | 2026-07-28+ | 46/100 | F |
| 40 | node-paymcp-server-demo PayMCP/node-paymcp-server-demo generate | 1 | <=2025-11-25 | 46/100 | F |
| 41 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 42 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 43 | GrabonInsurance-MCP saketh12e/GrabonInsurance-MCP classify_deal_intentgenerate_copyget_insurance_quote+1 | 4 | 2026-07-28+ | 45/100 | F |
| 44 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 45 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 46 | autumn-mcp-server SirTenzin/autumn-mcp-server create_customerget_autumn_userget_billing_portal+1 | 4 | 2026-07-28+ | 45/100 | F |
| 47 | connect-server Danejw/connect-server create_profiledelete_profileget_profile+4 | 7 | <=2025-11-25 | 45/100 | F |
| 48 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 49 | full-stack-saas-mcp chipgpt/full-stack-saas-mcp get-profileget-vaultsubmit-vault-combination+1 | 4 | 2025-06-18+ | 45/100 | F |
| 50 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |