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273 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 51 | code-summarizer nicobailon/code-summarizer set_configsummarize_directorysummarize_file | 3 | 2026-07-28+ | 56/100 | D |
| 52 | conductor-tasks hridaya423/conductor-tasks add-task-notecreate-taskcreate-task-from-template+18 | 21 | <=2025-11-25 | 56 |
| D |
| 53 | gepa-mcp developzir/gepa-mcp auto_optimize_promptconversational_optimizeexplain_optimization+5 | 8 | 2026-07-28+ | 56/100 | D |
| 54 | mcp-codebase-index NgoTaiCo/mcp-codebase-index check_indexenhance_promptenhancement_telemetry+6 | 9 | 2026-07-28+ | 56/100 | D |
| 55 | mcp-summarizer 0xshellming/mcp-summarizer summarize | 1 | 2026-07-28+ | 56/100 | D |
| 56 | nanobanana-mcp YCSE/nanobanana-mcp clear_conversationgemini_chatgemini_edit_image+3 | 6 | 2026-07-28+ | 56/100 | D |
| 57 | openshift-mcp-server hardikvjoshi/openshift-mcp-server ask_llmconnect_clustercreate_namespace+16 | 19 | <=2025-11-25 | 56/100 | D |
| 58 | Credence shrprabh/Credence get_quiz_by_youtube_idloginrefresh | 3 | 2026-07-28+ | 55/100 | D |
| 59 | DevoChat gws8820/DevoChat visit_url | 1 | <=2025-11-25 | 55/100 | D |
| 60 | design-critique-mcp haasonsaas/design-critique-mcp analyze_accessibilityanalyze_color_schemeanalyze_layout+3 | 6 | 2026-07-28+ | 55/100 | D |
| 61 | mcp-chat-bot AbQaadir/mcp-chat-bot search_resumes | 1 | 2026-07-28+ | 55/100 | D |
| 62 | web-eval-agent refreshdotdev/web-eval-agent setup_browser_stateweb_eval_agent | 2 | <=2025-11-25 | 55/100 | D |
| 63 | MCP-Hive VesperAkshay/MCP-Hive call_toolchatget_providers+4 | 7 | <=2025-11-25 | 54/100 | D |
| 64 | ai-document-mcp-server adi01012002/ai-document-mcp-server askAboutUploadedTextextractTextFromFilerunPredefinedChecks | 3 | 2026-07-28+ | 54/100 | D |
| 65 | code-portal-mcp TylerALofall/code-portal-mcp ai_uicreate_desktop_shortcutcreate_project+21 | 24 | <=2025-11-25 | 54/100 | D |
| 66 | context-mcp dodopayments/context-mcp search_docssearch_docs | 2 | 2026-07-28+ | 54/100 | D |
| 67 | data-planning-agent opendedup/data-planning-agent continue_conversationgenerate_data_prpstart_planning_session | 3 | <=2025-11-25 | 54/100 | D |
| 68 | docAgent-MCPServer assignment-sets/docAgent-MCPServer compress_fileconvert_file_formatextract_text+6 | 9 | <=2025-11-25 | 54/100 | D |
| 69 | vercel-ai-docs-mcp IvanAmador/vercel-ai-docs-mcp agent-queryclear-memorydirect-query | 3 | 2026-07-28+ | 54/100 | D |
| 70 | voice-mcp-agent tawfikhammad/voice-mcp-agent faq_assistant | 1 | 2026-07-28+ | 54/100 | D |
| 71 | adk-mcp-multimodal alphinside/adk-mcp-multimodal edit_product_assetgenerate_video_with_image | 2 | <=2025-11-25 | 53/100 | D |
| 72 | code-review-mcp praneybehl/code-review-mcp perform_code_review | 1 | <=2025-11-25 | 53/100 | D |
| 73 | gemini-interactions-mcp DigiBugCat/gemini-interactions-mcp askresearchsearch | 3 | 2026-07-28+ | 53/100 | D |
| 74 | llm-search snexus/llm-search rag_generate_answerrag_generate_answer_simplerag_retrieve_chunks+1 | 4 | 2026-07-28+ | 53/100 | D |
| 75 | mcp-demo Kshit96/mcp-demo fetch_data | 1 | 2026-07-28+ | 53/100 | D |
| 76 | resonant-mind codependentai/resonant-mind active_tense_getbonds_entercompass_assert+12 | 15 | 2026-07-28+ | 53/100 | D |
| 77 | A2A-Agent-Orchestration-System Khaledayman9/A2A-Agent-Orchestration-System addcubedivide+4 | 7 | 2026-07-28+ | 52/100 | D |
| 78 | CoexistAI SPThole/CoexistAI crawl_and_create_kbcreate_knowledge_baseget_deep_research_aspects+11 | 14 | <=2025-11-25 | 52/100 | D |
| 79 | Entity-Resolution u3588064/Entity-Resolution compare_entities | 1 | <=2025-11-25 | 52/100 | D |
| 80 | clangaroo jasondk/clangaroo cpp_analyze_call_patternscpp_analyze_functioncpp_analyze_with_ai+16 | 19 | <=2025-11-25 | 52/100 | D |
| 81 | cloudforge sagoyanfisic/cloudforge delete_diagramgenerate_diagramgenerate_from_description+3 | 6 | <=2025-11-25 | 52/100 | D |
| 82 | mcp-server-demo OAI-Labs/mcp-server-demo analyze_imagecreate_videocreate_visualization+1 | 4 | 2026-07-28+ | 52/100 | D |
| 83 | nano-banana-mcp Riti0208/nano-banana-mcp analyze-imagebatch-generatecompare-images+5 | 8 | 2026-07-28+ | 52/100 | D |
| 84 | surreal-memory acidkill/surreal-memory memory_getmemory_searchsmem_context+9 | 12 | 2026-07-28+ | 52/100 | D |
| 85 | xhs-mcp ShunL12324/xhs-mcp add_accountcheck_login_statusdelete_draft+23 | 26 | 2026-07-28+ | 52/100 | D |
| 86 | Brave-Gemini-Research-MCP-Server falahgs/Brave-Gemini-Research-MCP-Server brave_local_searchbrave_web_searchgemini_research_paper_analysis | 3 | 2026-07-28+ | 51/100 | D |
| 87 | GemForge-MCP PV-Bhat/GemForge-MCP gemini_codegemini_fileopsgemini_reason+1 | 4 | 2026-07-28+ | 51/100 | D |
| 88 | MCP-todo-client-server namanbarkiya/MCP-todo-client-server create_tododelete_todoget_todo+2 | 5 | 2026-07-28+ | 51/100 | D |
| 89 | Omnichannel-MCP FenrirDWolf/Omnichannel-MCP distribute_deal | 1 | 2026-07-28+ | 51/100 | D |
| 90 | Shiori-v1 kaorii-ako/Shiori-v1 add_assignmentget_assignmentsget_flashcard_decks+3 | 6 | 2026-07-28+ | 51/100 | D |
| 91 | SpectraScout avdhootpatankar/SpectraScout clear_all_opportunitiesclear_chat_historycomplete_task+17 | 20 | <=2025-11-25 | 51/100 | D |
| 92 | agentx-python AgentX-ai/agentx-python createexamplesget_or_create+3 | 6 | <=2025-11-25 | 51/100 | D |
| 93 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 94 | mcp-constraint-monitor fwornle/mcp-constraint-monitor check_constraintsget_constraint_statusget_violation_history+1 | 4 | <=2025-11-25 | 51/100 | D |
| 95 | yitam hadv/yitam forget_contextget_conversation_statsmark_important+4 | 7 | 2026-07-28+ | 51/100 | D |
| 96 | agent-mcp derezed88/agent-mcp db_queryget_system_infogoogle_drive+1 | 4 | 2026-07-28+ | 50/100 | D |
| 97 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 98 | first-mcp nvd11/first-mcp get_repo_listgreetmultiply | 3 | <=2025-11-25 | 50/100 | D |
| 99 | qna-action-mcp-server Faheem-T/qna-action-mcp-server create_ticketsearch_knowledge | 2 | 2026-07-28+ | 50/100 | D |
| 100 | running_mcp pabsdsr/running_mcp authenticate_with_stravacompute_metric_by_date_rangecompute_metric_historic_avg+4 | 7 | 2026-07-28+ | 50/100 | D |