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168 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 | chat.md |
| 1 |
| 2025-06-18+ |
| 49/100 |
| F |
| 3 | codechecker-mcp jacklandis29/codechecker-mcp review_code | 1 | <=2025-11-25 | 49/100 | F |
| 4 | curso-mcp scops/curso-mcp analyze_paper_with_confirmationchiste_de_padrecompare_papers+33 | 36 | 2025-06-18+ | 49/100 | F |
| 5 | ghostpatch NeuralRays/ghostpatch ghostpatch_ai_analyzeghostpatch_dependenciesghostpatch_finding+5 | 8 | 2026-07-28+ | 49/100 | F |
| 6 | icon-mcp-server mimiya525-cloud/icon-mcp-server generate_iconsearch_icons | 2 | 2026-07-28+ | 49/100 | F |
| 7 | mcp-validator CyberWalrus/mcp-validator test-promptvalidatevalidate-interactive+1 | 4 | <=2025-11-25 | 49/100 | F |
| 8 | openai-image-mcp NicoDev01/openai-image-mcp edit_imagegenerate_image | 2 | <=2025-11-25 | 49/100 | F |
| 9 | promptenhance dcs-soni/promptenhance enhance_promptget_project_infoindex_project+1 | 4 | 2026-07-28+ | 49/100 | F |
| 10 | AI-Infra-Guard Tencent/AI-Infra-Guard RoleplayAttack | 1 | 2026-07-28+ | 48/100 | F |
| 11 | BootstrapBlazor.MCPServer BootstrapBlazor/BootstrapBlazor.MCPServer AskComponentExpertGetComponentDocsGetComponentList+1 | 4 | <=2025-11-25 | 48/100 | F |
| 12 | 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 |
| 13 | mcp-sage jalehman/mcp-sage sage-opinionsage-review | 2 | <=2025-11-25 | 48/100 | F |
| 14 | multi_mcp religa/multi_mcp chatcodereviewcompare+3 | 6 | <=2025-11-25 | 48/100 | F |
| 15 | playwright-ai-integration chrisminnick/playwright-ai-integration click_elementclose_browserfill_input+9 | 12 | 2026-07-28+ | 48/100 | F |
| 16 | project-vectorizer starkbaknet/project-vectorizer get_file_contentget_project_statslist_files+1 | 4 | <=2025-11-25 | 48/100 | F |
| 17 | ai-dev-toolkit-template hartou/ai-dev-toolkit-template rag_get_examplesrag_get_statsrag_search+2 | 5 | 2026-07-28+ | 47/100 | F |
| 18 | airbroke icoretech/airbroke create_projectdelete_projectget_notice+9 | 12 | 2025-06-18+ | 47/100 | F |
| 19 | gobby GobbyAI/gobby Skillcall_tooledit+6 | 9 | 2026-07-28+ | 47/100 | F |
| 20 | mcp-commit-story wiggitywhitney/mcp-commit-story journal_add_reflectionjournal_capture_context | 2 | <=2025-11-25 | 47/100 | F |
| 21 | 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 |
| 22 | Optivise biswajitpanday/Optivise optidev_code_analyzeroptidev_context_analyzeroptidev_debug_helper+2 | 5 | <=2025-11-25 | 46/100 | F |
| 23 | ai-repo-adventures DanWahlin/ai-repo-adventures choose_themeexplore_queststart_adventure+1 | 4 | 2026-07-28+ | 46/100 | F |
| 24 | airgen-mcp ricardolx/airgen-mcp convert_to_vectorgenerate_assetgenerate_image+2 | 5 | 2026-07-28+ | 46/100 | F |
| 25 | devora-prompt-assistant-mcp Devora-AS/devora-prompt-assistant-mcp collect_contextenhance_prompthealth_check | 3 | <=2025-11-25 | 46/100 | F |
| 26 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 27 | need tuckerschreiber/need install_toolreport_tool_usagesearch_tools | 3 | 2026-07-28+ | 46/100 | F |
| 28 | openai-mcp arthurcolle/openai-mcp CodeAnalyzeEditGenerateImage+7 | 10 | <=2025-11-25 | 46/100 | F |
| 29 | Codex7 Shawnzheng011019/Codex7 analyze_code_qualityget_function_dependenciesget_graph_context+4 | 7 | <=2025-11-25 | 45/100 | F |
| 30 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 31 | aider-mcp-server danielscholl/aider-mcp-server ai_codeask_questionget_models | 3 | 2026-07-28+ | 45/100 | F |
| 32 | cadquery-mcp-server rishigundakaram/cadquery-mcp-server generate_cad_queryverify_cad_query | 2 | <=2025-11-25 | 45/100 | F |
| 33 | codebase-patterns-mcp Manojred22/codebase-patterns-mcp get_statssearch_code | 2 | 2026-07-28+ | 45/100 | F |
| 34 | contextmemory AkashKobal/contextmemory devctx_logdevctx_resumedevctx_save | 3 | 2026-07-28+ | 45/100 | F |
| 35 | mcp-server-datapizza mat1312/mcp-server-datapizza query_datapizza | 1 | <=2025-11-25 | 45/100 | F |
| 36 | mcp-server-starter mgesteban/mcp-server-starter calculategetPackageInfogetProjectStructure+5 | 8 | 2026-07-28+ | 45/100 | F |
| 37 | mcp-ui-probe Hulupeep/mcp-ui-probe analyze_uiassert_selectorsclick_button+23 | 26 | 2026-07-28+ | 45/100 | F |
| 38 | 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 |
| 39 | nanocontext demirmusa/nanocontext calleescallerscode+16 | 19 | 2026-07-28+ | 45/100 | F |
| 40 | semantic-context-mcp zishengwu/semantic-context-mcp full_indexquerystatus | 3 | <=2025-11-25 | 45/100 | F |
| 41 | debugger-mcp Phoenixrr2113/debugger-mcp analyze-complexityanalyze-react-componentdetect-react-issues+15 | 18 | <=2025-11-25 | 44/100 | F |
| 42 | localizable-xcstrings-mcp iamnotagentleman/localizable-xcstrings-mcp apply_missing_toolapply_toolget_base_strings_tool+4 | 7 | 2026-07-28+ | 44/100 | F |
| 43 | probe probelabs/probe | 0 | 2026-07-28+ | 44/100 | F |
| 44 | qdrant-mcp-server mhalder/qdrant-mcp-server add_documentsdelete_collectiondelete_documents+8 | 11 | <=2025-11-25 | 44/100 | F |
| 45 | 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 |
| 46 | Slack-Gitlab-Test-Model-Context-Protocol-Server chaodonghu/Slack-Gitlab-Test-Model-Context-Protocol-Server gitlab_get_commentsgitlab_get_merge_requestsslack_get_user_activity+2 | 5 | 2026-07-28+ | 43/100 | F |
| 47 | Vibechecker Arpit-Moga/Vibechecker comprehensive_reviewdocumentation_generateissue_detection_review | 3 | <=2025-11-25 | 43/100 | F |
| 48 | claude-team-mcp guru111244/claude-team-mcp analyze_project_structureask_expertcode_review+14 | 17 | 2026-07-28+ | 43/100 | F |
| 49 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 50 | llms-txt-generator aircodelabs/llms-txt-generator generate-llms | 1 | 2026-07-28+ | 43/100 | F |