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82 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | homelab-monitor SikamikanikoBG/homelab-monitor get_ai_modelsget_alertsget_benchmark+16 | 19 | 2026-07-28+ | 74/100 | B |
| 2 |
| mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 |
| 9 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 4 | heddle goweft/heddle buildcapture_screendaily_briefing+10 | 13 | <=2025-11-25 | 67/100 | C |
| 5 | mle_kit_mcp IlyaGusev/mle_kit_mcp bashinstall_with_aptllm_proxy_local+7 | 10 | 2026-07-28+ | 64/100 | C |
| 6 | linux-mcp-server rhel-lightspeed/linux-mcp-server get_cpu_infoget_disk_usageget_hostname+19 | 22 | 2025-06-18+ | 61/100 | C |
| 7 | gemini-mcp-pro marmyx77/gemini-mcp-pro ask_modelgemini_analyze_codebasegemini_analyze_image+18 | 21 | <=2025-11-25 | 60/100 | C |
| 8 | terraview leonamvasquez/terraview terraview_cacheterraview_diagramterraview_explain+8 | 11 | 2026-07-28+ | 60/100 | C |
| 9 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 10 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 11 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 12 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 13 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 14 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 15 | recife-open-data-mcp jg-cordeiro/recife-open-data-mcp create_sqldescribe_tableexecute_sql+3 | 6 | <=2025-11-25 | 57/100 | D |
| 16 | error-collector-mcp bloockchaindev/error-collector-mcp get_error_statisticsget_error_summaryget_server_status+2 | 5 | 2026-07-28+ | 55/100 | D |
| 17 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 18 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 19 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 20 | RSSidian pedramamini/RSSidian disable_peer_throughenable_peer_throughget_article+9 | 12 | <=2025-11-25 | 53/100 | D |
| 21 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 22 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 23 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 24 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 25 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 26 | vmware-mcp-server adrianlizman/vmware-mcp-server analyze_vm_performanceclone_vmcreate_snapshot+22 | 25 | <=2025-11-25 | 51/100 | D |
| 27 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 28 | omni-ai-mcp marmyx77/omni-ai-mcp ask_geminiask_modelcreate_file_store+18 | 21 | <=2025-11-25 | 50/100 | D |
| 29 | check-please Senpai-Sama7/check-please audit_credentialsget_credentialget_usage+1 | 4 | <=2025-11-25 | 49/100 | F |
| 30 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 31 | AI_Agent_with_MCP zayedrais/AI_Agent_with_MCP analyze_dataaskgenerate_code+1 | 4 | <=2025-11-25 | 47/100 | F |
| 32 | MCP_Tool_Code_Interpreter_Generator SwetaAIS2024/MCP_Tool_Code_Interpreter_Generator analyze_json_schema_from_samplesapply_child_outputbuild_child_input+12 | 15 | <=2025-11-25 | 47/100 | F |
| 33 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 34 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 35 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 36 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 37 | build-output-tools-mcp jgordley/build-output-tools-mcp cleanup_old_buildsget_build_outputlist_build_history+3 | 6 | 2026-07-28+ | 46/100 | F |
| 38 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 39 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 40 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 41 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 42 | mcpsshclient jonnadul/mcpsshclient new-ssh-connectionrun-safe-command | 2 | 2026-07-28+ | 44/100 | F |
| 43 | de-mcp-server scriptstar/de-mcp-server de_tutor_get_updatesde_tutor_read_memoryde_tutor_write_memory | 3 | 2026-07-28+ | 43/100 | F |
| 44 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 45 | splunk-mcp-llm-siemulator rsfl/splunk-mcp-llm-siemulator chatlist_models | 2 | 2026-07-28+ | 43/100 | F |
| 46 | Autonomous-Cloud-Governance SiD-array/Autonomous-Cloud-Governance analyze_topiccalculate_simulated_costcheck_connection+13 | 16 | 2026-07-28+ | 42/100 | F |
| 47 | SciAgent-toolkit tony-zhelonkin/SciAgent-toolkit apply_primary_rescue_filtercalculate_adaptive_thresholdscheck_ports+7 | 10 | 2026-07-28+ | 41/100 | F |
| 48 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 49 | mcp-status-observer imprvhub/mcp-status-observer status | 1 | 2026-07-28+ | 40/100 | F |
| 50 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |