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201 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 | chat.md rusiaaman/chat.md system.fetch_mcp_resource | 1 | 2025-06-18+ | 49/100 | F |
| 4 | codechecker-mcp jacklandis29/codechecker-mcp review_code | 1 | <=2025-11-25 | 49/100 | F |
| 5 | curso-mcp scops/curso-mcp analyze_paper_with_confirmationchiste_de_padrecompare_papers+33 | 36 | 2025-06-18+ | 49/100 | F |
| 6 | ghostpatch NeuralRays/ghostpatch ghostpatch_ai_analyzeghostpatch_dependenciesghostpatch_finding+5 | 8 | 2026-07-28+ | 49/100 | F |
| 7 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 8 | mcp-validator CyberWalrus/mcp-validator test-promptvalidatevalidate-interactive+1 | 4 | <=2025-11-25 | 49/100 | F |
| 9 | openai-image-mcp NicoDev01/openai-image-mcp edit_imagegenerate_image | 2 | <=2025-11-25 | 49/100 | F |
| 10 | promptenhance dcs-soni/promptenhance enhance_promptget_project_infoindex_project+1 | 4 | 2026-07-28+ | 49/100 | F |
| 11 | AI-Infra-Guard Tencent/AI-Infra-Guard RoleplayAttack | 1 | 2026-07-28+ | 48/100 | F |
| 12 | BootstrapBlazor.MCPServer BootstrapBlazor/BootstrapBlazor.MCPServer AskComponentExpertGetComponentDocsGetComponentList+1 | 4 | <=2025-11-25 | 48/100 | F |
| 13 | ai-development-tools-mcp blairmichaelg/ai-development-tools-mcp analyze_code_metricsanalyze_code_qualityanalyze_code_structure+20 | 23 | <=2025-11-25 | 48/100 | F |
| 14 | 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 |
| 15 | mcp-sage jalehman/mcp-sage sage-opinionsage-review | 2 | <=2025-11-25 | 48/100 | F |
| 16 | multi_mcp religa/multi_mcp chatcodereviewcompare+3 | 6 | <=2025-11-25 | 48/100 | F |
| 17 | playwright-ai-integration chrisminnick/playwright-ai-integration click_elementclose_browserfill_input+9 | 12 | 2026-07-28+ | 48/100 | F |
| 18 | project-vectorizer starkbaknet/project-vectorizer get_file_contentget_project_statslist_files+1 | 4 | <=2025-11-25 | 48/100 | F |
| 19 | ai-dev-toolkit-template hartou/ai-dev-toolkit-template rag_get_examplesrag_get_statsrag_search+2 | 5 | 2026-07-28+ | 47/100 | F |
| 20 | airbroke icoretech/airbroke create_projectdelete_projectget_notice+9 | 12 | 2025-06-18+ | 47/100 | F |
| 21 | codemogger glommer/codemogger indexlistmcp+1 | 4 | 2026-07-28+ | 47/100 | F |
| 22 | gobby GobbyAI/gobby Skillcall_tooledit+6 | 9 | 2026-07-28+ | 47/100 | F |
| 23 | mcp-commit-story wiggitywhitney/mcp-commit-story journal_add_reflectionjournal_capture_context | 2 | <=2025-11-25 | 47/100 | F |
| 24 | mcp-server-collector chatmcp/mcp-server-collector extract-mcp-servers-from-contentextract-mcp-servers-from-urlsubmit-mcp-server | 3 | <=2025-11-25 | 47/100 | F |
| 25 | organon andrii-su/organon archivecleancontext+17 | 20 | <=2025-11-25 | 47/100 | F |
| 26 | unified-blueprint sert-xx/unified-blueprint ubp-fulltext-searchubp-get-contextubp-get-graph+3 | 6 | <=2025-11-25 | 47/100 | F |
| 27 | Optivise biswajitpanday/Optivise optidev_code_analyzeroptidev_context_analyzeroptidev_debug_helper+2 | 5 | <=2025-11-25 | 46/100 | F |
| 28 | ai-repo-adventures DanWahlin/ai-repo-adventures choose_themeexplore_queststart_adventure+1 | 4 | 2026-07-28+ | 46/100 | F |
| 29 | airgen-mcp ricardolx/airgen-mcp convert_to_vectorgenerate_assetgenerate_image+2 | 5 | 2026-07-28+ | 46/100 | F |
| 30 | devora-prompt-assistant-mcp Devora-AS/devora-prompt-assistant-mcp collect_contextenhance_prompthealth_check | 3 | <=2025-11-25 | 46/100 | F |
| 31 | install-x DuinoDu/install-x installis_supported | 2 | 2026-07-28+ | 46/100 | F |
| 32 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 33 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 34 | need tuckerschreiber/need install_toolreport_tool_usagesearch_tools | 3 | 2026-07-28+ | 46/100 | F |
| 35 | openai-mcp arthurcolle/openai-mcp CodeAnalyzeEditGenerateImage+7 | 10 | <=2025-11-25 | 46/100 | F |
| 36 | rag-mcp zivshek/rag-mcp get_godot_context | 1 | 2026-07-28+ | 46/100 | F |
| 37 | Codex7 Shawnzheng011019/Codex7 analyze_code_qualityget_function_dependenciesget_graph_context+4 | 7 | <=2025-11-25 | 45/100 | F |
| 38 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 39 | aider-mcp-server danielscholl/aider-mcp-server ai_codeask_questionget_models | 3 | 2026-07-28+ | 45/100 | F |
| 40 | cadquery-mcp-server rishigundakaram/cadquery-mcp-server generate_cad_queryverify_cad_query | 2 | <=2025-11-25 | 45/100 | F |
| 41 | cobo uec-i4s/cobo search | 1 | 2026-07-28+ | 45/100 | F |
| 42 | codebase-patterns-mcp Manojred22/codebase-patterns-mcp get_statssearch_code | 2 | 2026-07-28+ | 45/100 | F |
| 43 | contextmemory AkashKobal/contextmemory devctx_logdevctx_resumedevctx_save | 3 | 2026-07-28+ | 45/100 | F |
| 44 | mcp-server-datapizza mat1312/mcp-server-datapizza query_datapizza | 1 | <=2025-11-25 | 45/100 | F |
| 45 | mcp-server-starter mgesteban/mcp-server-starter calculategetPackageInfogetProjectStructure+5 | 8 | 2026-07-28+ | 45/100 | F |
| 46 | mcp-ui-probe Hulupeep/mcp-ui-probe analyze_uiassert_selectorsclick_button+23 | 26 | 2026-07-28+ | 45/100 | F |
| 47 | model_context_protocol_mvp Karan-Manhas/model_context_protocol_mvp analyze_pr_with_openaifetch_prfetch_pr_changes+2 | 5 | 2026-07-28+ | 45/100 | F |
| 48 | nanocontext demirmusa/nanocontext calleescallerscode+16 | 19 | 2026-07-28+ | 45/100 | F |
| 49 | semantic-context-mcp zishengwu/semantic-context-mcp full_indexquerystatus | 3 | <=2025-11-25 | 45/100 | F |
| 50 | agent-generator ruslanmv/agent-generator matrix_checkmatrix_commitmatrix_plan_batch+3 | 6 | 2026-07-28+ | 44/100 | F |