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106 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 |
| awesome-skills theneoai/awesome-skills analyze_scriptsapply_gerrit_permissionsassess_functionality+5 |
| 8 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | ferrumdeck sattyamjjain/ferrumdeck get_test_resultsgit_addgit_branch+10 | 13 | 2026-07-28+ | 49/100 | F |
| 4 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 5 | ai-development-tools-mcp blairmichaelg/ai-development-tools-mcp analyze_code_metricsanalyze_code_qualityanalyze_code_structure+20 | 23 | <=2025-11-25 | 48/100 | F |
| 6 | mcp-on-vercel-monad YCrydev/mcp-on-vercel-monad decimal_to_hexdecode_calldatadecode_transaction+9 | 12 | <=2025-11-25 | 48/100 | F |
| 7 | tmux-claude-mcp-server michael-abdo/tmux-claude-mcp-server enhancedReadenhancedSendexecuteParallel+16 | 19 | <=2025-11-25 | 48/100 | F |
| 8 | claude-mcp-setup souravs72/claude-mcp-setup add_tasks_to_goalclear_cachecreate_directory+28 | 31 | <=2025-11-25 | 47/100 | F |
| 9 | codemogger glommer/codemogger indexlistmcp+1 | 4 | 2026-07-28+ | 47/100 | F |
| 10 | orbit alinsgit/orbit add_host_elevatedadd_service_to_pathadd_to_path+42 | 45 | 2026-07-28+ | 47/100 | F |
| 11 | organon andrii-su/organon archivecleancontext+17 | 20 | <=2025-11-25 | 47/100 | F |
| 12 | symfony-mcp-server klapaudius/symfony-mcp-server code-analyzerhello-world | 2 | 2025-06-18+ | 47/100 | F |
| 13 | unified-blueprint sert-xx/unified-blueprint ubp-fulltext-searchubp-get-contextubp-get-graph+3 | 6 | <=2025-11-25 | 47/100 | F |
| 14 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 15 | aeamcp openSVM/aeamcp analyzeMcpServerCompatibilityestimateRegistrationFeesgetAgent+15 | 18 | 2025-06-18+ | 46/100 | F |
| 16 | borgos vizi2000/borgos analyze_codedelete_filedeploy_project+11 | 14 | <=2025-11-25 | 46/100 | F |
| 17 | install-x DuinoDu/install-x installis_supported | 2 | 2026-07-28+ | 46/100 | F |
| 18 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 19 | pipe brownjer3/pipe get_sync_statusget_team_contextlist_platforms+3 | 6 | <=2025-11-25 | 46/100 | F |
| 20 | rag-mcp zivshek/rag-mcp get_godot_context | 1 | 2026-07-28+ | 46/100 | F |
| 21 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 22 | cobo uec-i4s/cobo search | 1 | 2026-07-28+ | 45/100 | F |
| 23 | git-memory-mcp-server nirutyodjai/git-memory-mcp-server get_current_branchget_file_historyget_recent_commits+6 | 9 | 2026-07-28+ | 45/100 | F |
| 24 | mcp-ecosystem-platform turtir-ai/mcp-ecosystem-platform diagnose_system_issueget_system_healthrestart_mcp_server | 3 | <=2025-11-25 | 45/100 | F |
| 25 | swarmcode spranab/swarmcode swarm_listenswarm_receiveswarm_register+2 | 5 | 2026-07-28+ | 45/100 | F |
| 26 | GitHub-Agent hwrcome/GitHub-Agent analyze_repo_quality | 1 | <=2025-11-25 | 44/100 | F |
| 27 | agent-generator ruslanmv/agent-generator matrix_checkmatrix_commitmatrix_plan_batch+3 | 6 | 2026-07-28+ | 44/100 | F |
| 28 | claude-context-local shreyashKilledar1/claude-context-local get_project_infoindex_directorylist_projects+1 | 4 | <=2025-11-25 | 44/100 | F |
| 29 | revenium-mcp revenium/revenium-mcp alertscustomersmetering+5 | 8 | 2026-07-28+ | 44/100 | F |
| 30 | blockbench-mcp-project jasonjgardner/blockbench-mcp-project albedo_to_normalfal_gpt_imageresize_to_atlas+1 | 4 | 2026-07-28+ | 43/100 | F |
| 31 | Mastery-AI-Apps-Dev paulasilvatech/Mastery-AI-Apps-Dev create_userdelete_userget_order_with_details+6 | 9 | 2026-07-28+ | 42/100 | F |
| 32 | MonkeyUI MonkeyUI-dev/MonkeyUI get_aesthetic_guidanceget_design_system | 2 | 2026-07-28+ | 42/100 | F |
| 33 | ai-api-agent yygqzzk/ai-api-agent analyze_dependenciesgenerate_exampleget_api_detail+4 | 7 | <=2025-11-25 | 42/100 | F |
| 34 | codeseeker jghiringhelli/codeseeker context-optimizerdatabase-schema-analysissemantic-graph | 3 | <=2025-11-25 | 42/100 | F |
| 35 | mcp-for-docs qdrant/mcp-for-docs qdrant_search | 1 | <=2025-11-25 | 42/100 | F |
| 36 | yandex-tracker-mcp aikts/yandex-tracker-mcp board_getboard_get_allcomment_templates_get_all+35 | 38 | 2026-07-28+ | 42/100 | F |
| 37 | AEnvironment inclusionAI/AEnvironment | 0 | <=2025-11-25 | 41/100 | F |
| 38 | AI-VIBE-CLI-PYTHON mk-knight23/AI-VIBE-CLI-PYTHON rag_index | 1 | <=2025-11-25 | 41/100 | F |
| 39 | GraphMemory-IDE elementalcollision/GraphMemory-IDE graph_analyzegraph_queryknowledge_cluster+7 | 10 | 2026-07-28+ | 41/100 | F |
| 40 | best-practices-mcp edouardp/best-practices-mcp pqsoft_read_docspqsoft_recommend_docspqsoft_search_docs | 3 | 2026-07-28+ | 41/100 | F |
| 41 | mcp-codebase-insight tosin2013/mcp-codebase-insight analyze-patternsdetect-architectureget-metrics+1 | 4 | 2026-07-28+ | 41/100 | F |
| 42 | colign colign/colign create_acceptance_criteriaget_change_infolist_acceptance_criteria+3 | 6 | 2026-07-28+ | 40/100 | F |
| 43 | gemini-cli-rag-mcp pedarias/gemini-cli-rag-mcp gemini_cli_query_tool | 1 | 2026-07-28+ | 40/100 | F |
| 44 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 45 | portoser nonagenticai/portoser createMCPTooldeleteMCPToolgetMCPTools+1 | 4 | 2026-07-28+ | 40/100 | F |
| 46 | solesonic-llm-api isaacpeel/solesonic-llm-api create_confluence_pageuri-ingest | 2 | 2026-07-28+ | 40/100 | F |
| 47 | GithubCopilotCLI-VectorMemoryMCP BrainSlugs83/GithubCopilotCLI-VectorMemoryMCP vector_reindexvector_search | 2 | 2026-07-28+ | 39/100 | F |
| 48 | agent_fabric nschwermann/agent_fabric dynamic proxy tooldynamic workflow tool | 2 | <=2025-11-25 | 39/100 | F |
| 49 | cntx whaleen/cntx agent/discoveragent/investigateagent/query+10 | 13 | 2026-07-28+ | 39/100 | F |
| 50 | codeforge freema/codeforge basheditfolder_open+2 | 5 | 2026-07-28+ | 39/100 | F |