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112 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 |
| aws-open-data-mcp domdomegg/aws-open-data-mcp get_datasetsearch_datasets |
| 2 |
| 2025-06-18+ |
| 78/100 |
| B |
| 2 | dartwork-mpl dartworklabs/dartwork-mpl fetch_github_documentget_color_valuemix_colors | 3 | 2026-07-28+ | 74/100 | B |
| 3 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 4 | galaxium-travels-infrastructure-tsuedbro thomassuedbroecker/galaxium-travels-infrastructure-tsuedbro book_flightcancel_bookingget_bookings+3 | 6 | 2026-07-28+ | 72/100 | B |
| 5 | wp-blockmarkup-mcp pluginslab/wp-blockmarkup-mcp get_block_markupget_block_schemalist_block_attributes+3 | 6 | 2026-07-28+ | 72/100 | B |
| 6 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 7 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 8 | magento-graphql-docs-mcp florinel-chis/magento-graphql-docs-mcp get_documentget_element_detailsget_related_documents+5 | 8 | <=2025-11-25 | 49/100 | F |
| 9 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 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 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 12 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 13 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 14 | zurich-apt-hunt-agent noahmeurer/zurich-apt-hunt-agent fetch_unevaluated_listingsfetch_unscraped_listingsinsert_fresh_listings+2 | 5 | 2026-07-28+ | 48/100 | F |
| 15 | 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 |
| 16 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 17 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 18 | 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 |
| 19 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 20 | mcp-a2a-aoa AgentOrientedArchitecture/mcp-a2a-aoa analyze_price_trendscheck_stockdiscover_agents+12 | 15 | <=2025-11-25 | 46/100 | F |
| 21 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 22 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 23 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 24 | GrabonInsurance-MCP saketh12e/GrabonInsurance-MCP classify_deal_intentgenerate_copyget_insurance_quote+1 | 4 | 2026-07-28+ | 45/100 | F |
| 25 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 26 | autumn-mcp-server SirTenzin/autumn-mcp-server create_customerget_autumn_userget_billing_portal+1 | 4 | 2026-07-28+ | 45/100 | F |
| 27 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 28 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 29 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 30 | ontology-mcp-server-RL-Stable-Baselines3 shark8848/ontology-mcp-server-RL-Stable-Baselines3 commerce.add_to_cartcommerce.cancel_ordercommerce.check_stock+17 | 20 | <=2025-11-25 | 45/100 | F |
| 31 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 32 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 33 | Ctrip-Style-AI-Travel-Assistant Haohao-end/Ctrip-Style-AI-Travel-Assistant book_car_rentalbook_excursionbook_hotel+13 | 16 | <=2025-11-25 | 43/100 | F |
| 34 | MCP_TERMINAL_SERVER gabriellemosc/MCP_TERMINAL_SERVER get_vehiclehealth_checksearch_vehicles | 3 | <=2025-11-25 | 43/100 | F |
| 35 | Rini-MCP-server mori-mmmm/Rini-MCP-server rini_code_generationrini_create_and_execute_mcp_serverrini_get_all_from_url+9 | 12 | <=2025-11-25 | 43/100 | F |
| 36 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 37 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 38 | McpServer Adriano-Severino/McpServer AtualizarAsyncBaixarModeloCadastrarAsync+9 | 12 | 2026-07-28+ | 42/100 | F |
| 39 | RecipesMessengerAuto c-azb/RecipesMessengerAuto creative_searchget_recipe | 2 | 2026-07-28+ | 42/100 | F |
| 40 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 41 | mindual-mcp Mindual-AI/mindual-mcp answer_querylookup_troublepropose_next_action+1 | 4 | 2026-07-28+ | 42/100 | F |
| 42 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 43 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 44 | mcp31-print-server GS-Bacon/mcp31-print-server add_printerdelete_printerdiscover_printers+5 | 8 | 2026-07-28+ | 41/100 | F |
| 45 | p2pclaw-mcp-server Agnuxo1/p2pclaw-mcp-server extractCodeBlocksgenerateExecutionHashrunPythonTool+1 | 4 | 2026-07-28+ | 41/100 | F |
| 46 | skills aahl/skills detailsearchtranscribe | 3 | <=2025-11-25 | 41/100 | F |
| 47 | MCP-servers Ankit0200/MCP-servers generate_chartread_tableread_table+2 | 5 | 2026-07-28+ | 40/100 | F |
| 48 | RAG-MCP cr21/RAG-MCP preety_print_product_metadata_responseproduct_metadata_analysis_for_refine_or_tuning_search_resultreturn_ranked_product_response_from_ranked_index | 3 | <=2025-11-25 | 40/100 | F |
| 49 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 50 | springboot-mcp-server jssaggu/springboot-mcp-server createOrdergetAvailableCakesgetOrderStatus | 3 | 2026-07-28+ | 40/100 | F |