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35 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | zero-shot-ai-agents talhabinjaved/zero-shot-ai-agents approve_plancreate_issuecreate_repo+12 | 15 | <=2025-11-25 | 49/100 |
| F |
| 2 | platform-engineering codetocloudorg/platform-engineering CreatePrSuggestionFixMyTestsAgentGetPrMetadata+11 | 14 | 2026-07-28+ | 48/100 | F |
| 3 | search-mcp CaptainCrouton89/search-mcp ask-perplexityget-markdowngithub-search-code+5 | 8 | 2026-07-28+ | 48/100 | F |
| 4 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 5 | preflight-mcp jonnyhoo/preflight-mcp arxiv_searchpreflight_checkpreflight_create_bundle+11 | 14 | 2025-06-18+ | 46/100 | F |
| 6 | spoon-awesome-skill XSpoonAi/spoon-awesome-skill github_toolgrok_researchpolymarket+1 | 4 | 2026-07-28+ | 46/100 | F |
| 7 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 8 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 9 | harbor oSEAItic/harbor coingecko.coincoingecko.pricescoingecko.trending+13 | 16 | 2026-07-28+ | 45/100 | F |
| 10 | langgraph-claude-azure-mcp mm-repos/langgraph-claude-azure-mcp format_documentssearch_and_analyzesearch_and_summarize+1 | 4 | <=2025-11-25 | 45/100 | F |
| 11 | MCP-Excel-Manager DCode-v05/MCP-Excel-Manager append_rowlist_excel_filesread_range+2 | 5 | <=2025-11-25 | 44/100 | F |
| 12 | 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 |
| 13 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 14 | tidymodels-mcp JavOrraca/tidymodels-mcp generate_r_codeget_file_contentget_repository_content+4 | 7 | 2026-07-28+ | 42/100 | F |
| 15 | p2pclaw-mcp-server Agnuxo1/p2pclaw-mcp-server extractCodeBlocksgenerateExecutionHashrunPythonTool+1 | 4 | 2026-07-28+ | 41/100 | F |
| 16 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 17 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 18 | dataops_mcp_server rohithay/dataops_mcp_server AnalyzeQueryCostToolCreateOptimizationPRToolDetectCostAnomalies+2 | 5 | <=2025-11-25 | 34/100 | F |
| 19 | world-intel-mcp marc-shade/world-intel-mcp | 0 | 2026-07-28+ | 33/100 | F |
| 20 | anish-projects anishtallapureddy/anish-projects Azure Cosmos DBAzure SQLDatabricks+21 | 24 | 2026-07-28+ | 32/100 | F |
| 21 | codeanalyst_agent baner29/codeanalyst_agent get_file_contentssearch_code | 2 | 2026-07-28+ | 32/100 | F |
| 22 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 23 | openbb-widgets-json-mcp DidierRLopes/openbb-widgets-json-mcp ai-agents_ai-agentsapps_appsdata-integration+33 | 36 | 2026-07-28+ | 23/100 | F |
| 24 | ResearchGravity Dicoangelo/ResearchGravity auto_delegate_monitorcoherence_arcscoherence_moments+21 | 24 | <=2025-11-25 | 12/100 | F |
| 25 | data-product-hub armalite/data-product-hub analyze_dbt_modelanalyze_dbt_model_with_aianalyze_dbt_model_with_git_context+6 | 9 | 2026-07-28+ | 12/100 | F |
| 26 | researchtwin martinfrasch/researchtwin discoverget_contextget_datasets+5 | 8 | <=2025-11-25 | 11/100 | F |
| 27 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 28 | mcp-agents caio-moliveira/mcp-agents brave_web_searchcheck_data_typescontext7_analyst+14 | 17 | 2026-07-28+ | 7/100 | F |
| 29 | Gemini-Data-Analysis-Research-MCP-Server falahgs/Gemini-Data-Analysis-Research-MCP-Server analyze-datagenerate-thinkingsend-email | 3 | 2026-07-28+ | 5/100 | F |
| 30 | NerdCabalMCP Tuesdaythe13th/NerdCabalMCP analyze_research_budgetarchival_systemcompliance_check+17 | 20 | 2026-07-28+ | 0/100 | F |
| 31 | anylogic-mcp-server kishorkukreja/anylogic-mcp-server connect_anylogicexport_simulation_resultsget_auth_instructions+6 | 9 | <=2025-11-25 | 0/100 | F |
| 32 | azhot Maicarons/azhot AcfunAllBaidu+32 | 35 | 2026-07-28+ | 0/100 | F |
| 33 | demandscope baobabcat/demandscope github_repo_signalgithub_trendhn_signal+3 | 6 | 2026-07-28+ | 0/100 | F |
| 34 | mcp-paperqa-server benediktweishaupt/mcp-paperqa-server add_documentcheck_indexing_statusget_contexts+7 | 10 | <=2025-11-25 | 0/100 | F |
| 35 | summoner-agents Summoner-Network/summoner-agents | 0 | 2026-07-28+ | 0/100 | F |