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43 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 2 |
| 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 |
| 3 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 4 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 5 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 6 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 7 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 8 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 9 | mcpsshclient jonnadul/mcpsshclient new-ssh-connectionrun-safe-command | 2 | 2026-07-28+ | 44/100 | F |
| 10 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 11 | splunk-mcp-llm-siemulator rsfl/splunk-mcp-llm-siemulator chatlist_models | 2 | 2026-07-28+ | 43/100 | F |
| 12 | Autonomous-Cloud-Governance SiD-array/Autonomous-Cloud-Governance analyze_topiccalculate_simulated_costcheck_connection+13 | 16 | 2026-07-28+ | 42/100 | F |
| 13 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 14 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 15 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 16 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 17 | bumi-mcp sandraschi/bumi-mcp bumibumi_agentic_workflowbumi_quick_start | 3 | 2026-07-28+ | 37/100 | F |
| 18 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 19 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 20 | MCP-LogSense---AI-Log-Analyser dhamkirti21/MCP-LogSense---AI-Log-Analyser get_recent_anomaliesget_recent_logsget_system_metrics | 3 | 2026-07-28+ | 36/100 | F |
| 21 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 22 | nexus-agents williamzujkowski/nexus-agents cancel_jobci_health_checkcompare_data_feeds+44 | 47 | 2025-06-18+ | 35/100 | F |
| 23 | splunk-mcp-llm-siemulator-linux rsfl/splunk-mcp-llm-siemulator-linux ask_modelget_ai_analysissplunk_indexes+2 | 5 | 2026-07-28+ | 35/100 | F |
| 24 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 25 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 26 | podman-ai nalinrajendran/podman-ai build_promptconfirm_execution_if_neededexecute_podman_command+3 | 6 | 2026-07-28+ | 33/100 | F |
| 27 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |
| 28 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 29 | mneme-ai patsa2561-art/mneme-ai mneme.antivirus.scanmneme.audit.sessionmneme.capabilities+17 | 20 | 2026-07-28+ | 31/100 | F |
| 30 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 31 | Sphraiva Codibex/Sphraiva CheckoutBranchInDevContainerAsyncCleanupDevContainerAsyncCloneRepositoryInDevContainerAsync+4 | 7 | 2025-06-18+ | 28/100 | F |
| 32 | Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series MortadhaMannai/Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series call_llmcreate_planexecute_action+6 | 9 | 2026-07-28+ | 28/100 | F |
| 33 | agentic oalles/agentic rag-agentsystem-status | 2 | 2026-07-28+ | 25/100 | F |
| 34 | mcp-csv-server thaiha123/mcp-csv-server process-filetest | 2 | <=2025-11-25 | 23/100 | F |
| 35 | ShowTime mambo-wang/ShowTime createFolderdeleteFiledeleteFolder+4 | 7 | 2026-07-28+ | 22/100 | F |
| 36 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 37 | autonomous-agent-system Codemethemoney/autonomous-agent-system | 0 | <=2025-11-25 | 14/100 | F |
| 38 | cloud hanzoai/cloud exec.approval.listopenclaw.approval.listplugin.approval.list+1 | 4 | 2026-07-28+ | 10/100 | F |
| 39 | dnc-data-mcp thomaslsimpson/dnc-data-mcp describe_tablefrequent_yer_partnerspartner_source_tags+6 | 9 | 2026-07-28+ | 7/100 | F |
| 40 | CAAL CoreWorxLab/CAAL | 0 | 2026-07-28+ | 0/100 | F |
| 41 | aria pessini/aria load_skillread_skill_file | 2 | 2026-07-28+ | 0/100 | F |
| 42 | beelzebub mariocandela/beelzebub | 0 | <=2025-11-25 | 0/100 | F |
| 43 | smartsh BegaDeveloper/smartsh smartsh_approvesmartsh_run | 2 | 2025-06-18+ | 0/100 | F |