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36 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 2 |
| zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 |
| 4 |
| <=2025-11-25 |
| 65/100 |
| C |
| 3 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 4 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 5 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 6 | Try_make_mcp demo112/Try_make_mcp apply_suggestions_to_docbuild_projectconvert_to_excel+27 | 30 | <=2025-11-25 | 60/100 | C |
| 7 | gemini-mcp-pro marmyx77/gemini-mcp-pro ask_modelgemini_analyze_codebasegemini_analyze_image+18 | 21 | <=2025-11-25 | 60/100 | C |
| 8 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 9 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 10 | Reddit-MCP-Server pvdsan/Reddit-MCP-Server create_vector_databasefetch_and_searchreturn_gemini_response+2 | 5 | 2026-07-28+ | 59/100 | D |
| 11 | pochita-mcp DeafeningRoar/pochita-mcp generate-image | 1 | <=2025-11-25 | 59/100 | D |
| 12 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 13 | psibot DmacMcgreg/psibot agent_memory_appendagent_memory_listagent_memory_read+10 | 13 | <=2025-11-25 | 55/100 | D |
| 14 | speak2me-mcp CodingButter/speak2me-mcp claude_chatlistenprocess_output+12 | 15 | 2026-07-28+ | 53/100 | D |
| 15 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 16 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 17 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 18 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 19 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 20 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 21 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 22 | langgraph-claude-azure-mcp mm-repos/langgraph-claude-azure-mcp format_documentssearch_and_analyzesearch_and_summarize+1 | 4 | <=2025-11-25 | 45/100 | F |
| 23 | MCP-Excel-Manager DCode-v05/MCP-Excel-Manager append_rowlist_excel_filesread_range+2 | 5 | <=2025-11-25 | 44/100 | F |
| 24 | 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 |
| 25 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 26 | Nenyax Nenyax-AI/Nenyax ResembleTTS.synthesizedownload_agent_filesfetch_agent_config+10 | 13 | 2026-07-28+ | 38/100 | F |
| 27 | mio-chat-backend Pretend-to/mio-chat-backend meta_tool | 1 | <=2025-11-25 | 38/100 | F |
| 28 | echokit_server second-state/echokit_server | 0 | <=2025-11-25 | 37/100 | F |
| 29 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 30 | luna-chatbot-backend Satharva2004/luna-chatbot-backend convertSpeechToTextcreateFeedbackcreateUser+26 | 29 | 2026-07-28+ | 29/100 | F |
| 31 | Arkenos Arkenos-World/Arkenos download_agent_filesfetch_agent_configfetch_and_inject_keys+10 | 13 | <=2025-11-25 | 12/100 | F |
| 32 | data-product-hub armalite/data-product-hub analyze_dbt_modelanalyze_dbt_model_with_aianalyze_dbt_model_with_git_context+6 | 9 | 2026-07-28+ | 12/100 | F |
| 33 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 34 | Gemini-Data-Analysis-Research-MCP-Server falahgs/Gemini-Data-Analysis-Research-MCP-Server analyze-datagenerate-thinkingsend-email | 3 | 2026-07-28+ | 5/100 | F |
| 35 | MCP-mail-server sahilS-ux/MCP-mail-server | 0 | 2026-07-28+ | 0/100 | F |
| 36 | mcp-paperqa-server benediktweishaupt/mcp-paperqa-server add_documentcheck_indexing_statusget_contexts+7 | 10 | <=2025-11-25 | 0/100 | F |