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549 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 101 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization |
| 7 |
| <=2025-11-25 |
| 59/100 |
| D |
| 102 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 103 | aire-agent omariosc/aire-agent generate_scriptlist_moduleslog_experiment+5 | 8 | 2026-07-28+ | 59/100 | D |
| 104 | clov-ai Tonyx79/clov-ai awsbriefcheck+20 | 23 | 2026-07-28+ | 59/100 | D |
| 105 | containerized-strands-agents mkmeral/containerized-strands-agents add_issue_commentcreate_issuecreate_pull_request+13 | 16 | <=2025-11-25 | 59/100 | D |
| 106 | devduck cagataycali/devduck add_commentfetch_github_toolinstall_tools+4 | 7 | 2026-07-28+ | 59/100 | D |
| 107 | gephi-ai MattArtzAnthro/gephi-ai gephi_apply_filtergephi_bulk_remove_nodesgephi_clear_graph+43 | 46 | <=2025-11-25 | 59/100 | D |
| 108 | hackathon-12-mcp-compliance grafana/hackathon-12-mcp-compliance get_controlget_control_evidence_guidanceget_control_family+3 | 6 | 2026-07-28+ | 59/100 | D |
| 109 | kvm-pilot DustinTrap/kvm-pilot calibrate_mousecapabilitiesclassify_screen+21 | 24 | <=2025-11-25 | 59/100 | D |
| 110 | lucidshark toniantunovi/lucidshark apply_fixcheck_fileget_fix_instructions+1 | 4 | <=2025-11-25 | 59/100 | D |
| 111 | mcp-course huggingface/mcp-course analyze_file_changesformat_slack_messageget_pr_templates+4 | 7 | 2026-07-28+ | 59/100 | D |
| 112 | mcp-github-projects taylor-lindores-reeves/mcp-github-projects add-project-draft-issueadd-project-item-by-idarchive-project-item+22 | 25 | 2026-07-28+ | 59/100 | D |
| 113 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 114 | prism-insight dragon1086/prism-insight append_insightconvert_timecreate_table+10 | 13 | <=2025-11-25 | 59/100 | D |
| 115 | softpack-mcp wtsi-hgi/softpack-mcp copy_packagecreate_pull_requestcreate_pypi_recipe+19 | 22 | <=2025-11-25 | 59/100 | D |
| 116 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 117 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 118 | Toolbox AlexanderOllman/Toolbox batch_test_mcp_serverscheck_host_portcleanup_test_containers+24 | 27 | <=2025-11-25 | 58/100 | D |
| 119 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 120 | deploystack deploystackio/deploystack batch_toggle_toolsget_installation_toolstoggle_tool | 3 | 2026-07-28+ | 58/100 | D |
| 121 | disco Arcane-Fly/disco create_containercreate_fileexecute_command+1 | 4 | <=2025-11-25 | 58/100 | D |
| 122 | dlt-mcp dlt-hub/dlt-mcp display_schemaexecute_sql_queryget_load_table+7 | 10 | 2026-07-28+ | 58/100 | D |
| 123 | enterprise-mcp-course decodingai-magazine/enterprise-mcp-course asana_create_taskasana_find_taskgithub_get_pull_request+8 | 11 | 2026-07-28+ | 58/100 | D |
| 124 | github-mcp-server-sse yamagai/github-mcp-server-sse create_or_update_filecreate_pull_requestcreate_pull_request_review+6 | 9 | 2026-07-28+ | 58/100 | D |
| 125 | helm-unittest-mcp mmpyro/helm-unittest-mcp clean_snapshotsdiff_snapshotget_rendered_debug_output+5 | 8 | 2025-06-18+ | 58/100 | D |
| 126 | mcp-agentic-starter billzGH/mcp-agentic-starter aggregateanalyze_columncheck_inventory+28 | 31 | <=2025-11-25 | 58/100 | D |
| 127 | mcp-observatory KryptosAI/mcp-observatory check_serverci_reportdiff_runs+10 | 13 | 2026-07-28+ | 58/100 | D |
| 128 | mcp-server serginator/mcp-server github_add_commentgithub_assign_copilotgithub_create_branch+28 | 31 | 2026-07-28+ | 58/100 | D |
| 129 | Home-agent-assistant StarShiny0325/Home-agent-assistant call_servicecreate_automationcreate_backup+22 | 25 | <=2025-11-25 | 57/100 | D |
| 130 | Litescope croc100/Litescope litescope_checklitescope_difflitescope_fingerprint+7 | 10 | 2025-06-18+ | 57/100 | D |
| 131 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 132 | atlas-vercel-mcp-server iacosta3994/atlas-vercel-mcp-server get_agent_statusopenclaw_executequery_crm+5 | 8 | <=2025-11-25 | 57/100 | D |
| 133 | google-analytics-mcp surendranb/google-analytics-mcp get_ga4_dataget_troubleshooting_guidesearch_schema+2 | 5 | 2026-07-28+ | 57/100 | D |
| 134 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 135 | mcp-data-detective themroats/mcp-data-detective compare_schemasconnect_sourcecreate_chart+13 | 16 | <=2025-11-25 | 57/100 | D |
| 136 | mcp-server nf-osi/mcp-server create_datasetfetch_schemaget_data_classes+3 | 6 | <=2025-11-25 | 57/100 | D |
| 137 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 138 | repo-knowledge mcp-tool-shop-org/repo-knowledge add_relationshipadd_repo_notearchive_repo+19 | 22 | 2026-07-28+ | 57/100 | D |
| 139 | smitheryai-mcp-servers-github geobio/smitheryai-mcp-servers-github add_issue_commentcreate_issuecreate_or_update_file+18 | 21 | 2026-07-28+ | 57/100 | D |
| 140 | troubleshoot-mcp-server chris-sanders/troubleshoot-mcp-server grep_filesinitialize_bundlekubectl+3 | 6 | <=2025-11-25 | 57/100 | D |
| 141 | DROMA_MCP DROMA01/DROMA_MCP analyze_drug_omic_pair | 1 | 2026-07-28+ | 56/100 | D |
| 142 | ai-dataset-radar liuxiaotong/ai-dataset-radar radar_blogsradar_configradar_datasets+13 | 16 | 2026-07-28+ | 56/100 | D |
| 143 | enterprise-mcp-framework cogniolab/enterprise-mcp-framework create_issuecreate_pull_requestget_repository_info+5 | 8 | <=2025-11-25 | 56/100 | D |
| 144 | github-mcp Amama-Fatima/github-mcp analyze_github_repository_dependenciesapply_issue_labelscheck_github_repository_health+18 | 21 | 2026-07-28+ | 56/100 | D |
| 145 | infoundry crypticsaiyan/infoundry create_prevaluategenerate_iac+6 | 9 | 2026-07-28+ | 56/100 | D |
| 146 | localmcp andradeandrey/localmcp get_commitsget_contentget_issues+3 | 6 | 2026-07-28+ | 56/100 | D |
| 147 | matlab-mcp-server-python HanSur94/matlab-mcp-server-python cancel_jobcheck_codedelete_file+14 | 17 | 2026-07-28+ | 56/100 | D |
| 148 | mcp-server mennansevim/mcp-server analyze_diffreview_codereview_file+1 | 4 | <=2025-11-25 | 56/100 | D |
| 149 | mcp-server-github-actions ka1ss3r23/mcp-server-github-actions cancel_runget_runget_run_logs+6 | 9 | 2026-07-28+ | 56/100 | D |
| 150 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |