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92 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | ai-docs-vector-db-hybrid-scraper BjornMelin/ai-docs-vector-db-hybrid-scraper add_documentanalyze_contentclear_cache+15 | 18 | 2025-06-18+ | 49/100 | F |
| 2 |
| ferrumdeck sattyamjjain/ferrumdeck get_test_resultsgit_addgit_branch+10 |
| 13 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 4 | mcp-on-vercel-monad YCrydev/mcp-on-vercel-monad decimal_to_hexdecode_calldatadecode_transaction+9 | 12 | <=2025-11-25 | 48/100 | F |
| 5 | tmux-claude-mcp-server michael-abdo/tmux-claude-mcp-server enhancedReadenhancedSendexecuteParallel+16 | 19 | <=2025-11-25 | 48/100 | F |
| 6 | claude-mcp-setup souravs72/claude-mcp-setup add_tasks_to_goalclear_cachecreate_directory+28 | 31 | <=2025-11-25 | 47/100 | F |
| 7 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 8 | openbridge-mcp openbridge/openbridge-mcp cancel_subscriptioncreate_jobcreate_subscription+25 | 28 | 2026-07-28+ | 47/100 | F |
| 9 | orbit alinsgit/orbit add_host_elevatedadd_service_to_pathadd_to_path+42 | 45 | 2026-07-28+ | 47/100 | F |
| 10 | symfony-mcp-server klapaudius/symfony-mcp-server code-analyzerhello-world | 2 | 2025-06-18+ | 47/100 | F |
| 11 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 12 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 13 | aeamcp openSVM/aeamcp analyzeMcpServerCompatibilityestimateRegistrationFeesgetAgent+15 | 18 | 2025-06-18+ | 46/100 | F |
| 14 | borgos vizi2000/borgos analyze_codedelete_filedeploy_project+11 | 14 | <=2025-11-25 | 46/100 | F |
| 15 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 16 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 17 | pipe brownjer3/pipe get_sync_statusget_team_contextlist_platforms+3 | 6 | <=2025-11-25 | 46/100 | F |
| 18 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 19 | git-memory-mcp-server nirutyodjai/git-memory-mcp-server get_current_branchget_file_historyget_recent_commits+6 | 9 | 2026-07-28+ | 45/100 | F |
| 20 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 21 | mcp-ecosystem-platform turtir-ai/mcp-ecosystem-platform diagnose_system_issueget_system_healthrestart_mcp_server | 3 | <=2025-11-25 | 45/100 | F |
| 22 | swarmcode spranab/swarmcode swarm_listenswarm_receiveswarm_register+2 | 5 | 2026-07-28+ | 45/100 | F |
| 23 | GitHub-Agent hwrcome/GitHub-Agent analyze_repo_quality | 1 | <=2025-11-25 | 44/100 | F |
| 24 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 25 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 26 | revenium-mcp revenium/revenium-mcp alertscustomersmetering+5 | 8 | 2026-07-28+ | 44/100 | F |
| 27 | Mastery-AI-Apps-Dev paulasilvatech/Mastery-AI-Apps-Dev create_userdelete_userget_order_with_details+6 | 9 | 2026-07-28+ | 42/100 | F |
| 28 | MonkeyUI MonkeyUI-dev/MonkeyUI get_aesthetic_guidanceget_design_system | 2 | 2026-07-28+ | 42/100 | F |
| 29 | ai-api-agent yygqzzk/ai-api-agent analyze_dependenciesgenerate_exampleget_api_detail+4 | 7 | <=2025-11-25 | 42/100 | F |
| 30 | codeseeker jghiringhelli/codeseeker context-optimizerdatabase-schema-analysissemantic-graph | 3 | <=2025-11-25 | 42/100 | F |
| 31 | yandex-tracker-mcp aikts/yandex-tracker-mcp board_getboard_get_allcomment_templates_get_all+35 | 38 | 2026-07-28+ | 42/100 | F |
| 32 | AEnvironment inclusionAI/AEnvironment | 0 | <=2025-11-25 | 41/100 | F |
| 33 | AI-VIBE-CLI-PYTHON mk-knight23/AI-VIBE-CLI-PYTHON rag_index | 1 | <=2025-11-25 | 41/100 | F |
| 34 | GraphMemory-IDE elementalcollision/GraphMemory-IDE graph_analyzegraph_queryknowledge_cluster+7 | 10 | 2026-07-28+ | 41/100 | F |
| 35 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 36 | colign colign/colign create_acceptance_criteriaget_change_infolist_acceptance_criteria+3 | 6 | 2026-07-28+ | 40/100 | F |
| 37 | portoser nonagenticai/portoser createMCPTooldeleteMCPToolgetMCPTools+1 | 4 | 2026-07-28+ | 40/100 | F |
| 38 | solesonic-llm-api isaacpeel/solesonic-llm-api create_confluence_pageuri-ingest | 2 | 2026-07-28+ | 40/100 | F |
| 39 | agent_fabric nschwermann/agent_fabric dynamic proxy tooldynamic workflow tool | 2 | <=2025-11-25 | 39/100 | F |
| 40 | codeforge freema/codeforge basheditfolder_open+2 | 5 | 2026-07-28+ | 39/100 | F |
| 41 | mcp-spring-ai-learning Teenu24/mcp-spring-ai-learning analyzeRepositorygetCodeContextsearchCode | 3 | 2026-07-28+ | 39/100 | F |
| 42 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 43 | mcp-server-manager mfatihp/mcp-server-manager check_listcontrol_mcp_servercreate_mcp_server+2 | 5 | 2026-07-28+ | 38/100 | F |
| 44 | atlas picselliahq/atlas get_annotation_metadata_dataframeget_dataset_dataframeretrieve_dataset_analysis_dictionnary_tool | 3 | 2026-07-28+ | 37/100 | F |
| 45 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 46 | colign invertible-statue269/colign create_acceptance_criteriaget_change_infolist_acceptance_criteria+3 | 6 | 2026-07-28+ | 37/100 | F |
| 47 | high-mcp vatsamanoj/high-mcp apply_patchesauto_fix_configblock_provider+17 | 20 | <=2025-11-25 | 37/100 | F |
| 48 | lyra-web3-playground nirholas/lyra-web3-playground aicompiledeploy+8 | 11 | 2026-07-28+ | 37/100 | F |
| 49 | swagger2mcp tomer1983/swagger2mcp create_userdelete_userget_config+6 | 9 | 2026-07-28+ | 37/100 | F |
| 50 | piper-morgan-product mediajunkie/piper-morgan-product echo | 1 | <=2025-11-25 | 36/100 | F |