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49 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization+4 | 7 | <=2025-11-25 |
| 59/100 |
| D |
| 2 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 3 | containerized-strands-agents mkmeral/containerized-strands-agents add_issue_commentcreate_issuecreate_pull_request+13 | 16 | <=2025-11-25 | 59/100 | D |
| 4 | lucidshark toniantunovi/lucidshark apply_fixcheck_fileget_fix_instructions+1 | 4 | <=2025-11-25 | 59/100 | D |
| 5 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 6 | prism-insight dragon1086/prism-insight append_insightconvert_timecreate_table+10 | 13 | <=2025-11-25 | 59/100 | D |
| 7 | Toolbox AlexanderOllman/Toolbox batch_test_mcp_serverscheck_host_portcleanup_test_containers+24 | 27 | <=2025-11-25 | 58/100 | D |
| 8 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 9 | mcp-agentic-starter billzGH/mcp-agentic-starter aggregateanalyze_columncheck_inventory+28 | 31 | <=2025-11-25 | 58/100 | D |
| 10 | Home-agent-assistant StarShiny0325/Home-agent-assistant call_servicecreate_automationcreate_backup+22 | 25 | <=2025-11-25 | 57/100 | D |
| 11 | Litescope croc100/Litescope litescope_checklitescope_difflitescope_fingerprint+7 | 10 | 2025-06-18+ | 57/100 | D |
| 12 | atlas-vercel-mcp-server iacosta3994/atlas-vercel-mcp-server get_agent_statusopenclaw_executequery_crm+5 | 8 | <=2025-11-25 | 57/100 | D |
| 13 | mcp-data-detective themroats/mcp-data-detective compare_schemasconnect_sourcecreate_chart+13 | 16 | <=2025-11-25 | 57/100 | D |
| 14 | DROMA_MCP DROMA01/DROMA_MCP analyze_drug_omic_pair | 1 | 2026-07-28+ | 56/100 | D |
| 15 | matlab-mcp-server-python HanSur94/matlab-mcp-server-python cancel_jobcheck_codedelete_file+14 | 17 | 2026-07-28+ | 56/100 | D |
| 16 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 17 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 18 | citus-mcp codeforall/citus-mcp citus_activitycitus_advisorcitus_cluster_summary+32 | 35 | 2025-06-18+ | 55/100 | D |
| 19 | dev-tools-mcp denis-42ds/dev-tools-mcp audit_dockerfilegenerate_release_notesscan_tech_debt | 3 | 2026-07-28+ | 55/100 | D |
| 20 | mcp-devkit FlynntDev/mcp-devkit audit_dockercode_checkdependency_guard+4 | 7 | <=2025-11-25 | 55/100 | D |
| 21 | omni-dev rust-works/omni-dev ai_chatatlassian_auth_statusatlassian_convert+5 | 8 | 2026-07-28+ | 55/100 | D |
| 22 | runcept mpecan/runcept activate_environmentadd_processdeactivate_environment+12 | 15 | <=2025-11-25 | 55/100 | D |
| 23 | AnyIDE keyurgolani/AnyIDE docker_actiondocker_inspectdocker_list+8 | 11 | <=2025-11-25 | 54/100 | D |
| 24 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 25 | detrix flashus/detrix add_locationevaluate_expressionget_call_stack+7 | 10 | <=2025-11-25 | 54/100 | D |
| 26 | nfreconfig-mcp-server bactp/nfreconfig-mcp-server argocd_sync_appcluster_scan_topologyecho+2 | 5 | 2025-06-18+ | 54/100 | D |
| 27 | vibekanban shahriarb/vibekanban add_commentcreate_ticketget_kanban_status+4 | 7 | 2026-07-28+ | 54/100 | D |
| 28 | NanoAnalytics callmefredcom/NanoAnalytics activebounce-ratescountries+12 | 15 | 2026-07-28+ | 53/100 | D |
| 29 | Orbit shihwesley/Orbit orbit_get_stateorbit_sandboxorbit_sidecars+3 | 6 | 2026-07-28+ | 53/100 | D |
| 30 | RSSidian pedramamini/RSSidian disable_peer_throughenable_peer_throughget_article+9 | 12 | <=2025-11-25 | 53/100 | D |
| 31 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 32 | mcp-devtools-server rshade/mcp-devtools-server actionlintcodeReviewdotenvEnvironment+6 | 9 | <=2025-11-25 | 53/100 | D |
| 33 | plugin-devtools-git orchestra-mcp/plugin-devtools-git gh_actions_statusgh_issue_commentgh_issue_create+17 | 20 | 2026-07-28+ | 53/100 | D |
| 34 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 35 | GateTest crclabs-hq/GateTest audit_logblame_regressioncapture_screenshot+21 | 24 | 2026-07-28+ | 52/100 | D |
| 36 | ckb SimplyLiz/ckb annotationGetannotationListannotationSet+3 | 6 | 2026-07-28+ | 52/100 | D |
| 37 | hookaido nuetzliches/hookaido attempts_listbacklog_aging_summarybacklog_oldest_queued+18 | 21 | 2026-07-28+ | 52/100 | D |
| 38 | k8s-auto-heal-mcp-server sandeep-soorya-kumar/k8s-auto-heal-mcp-server auto_fix_crash_loopauto_fix_high_memoryauto_fix_oom+14 | 17 | 2026-07-28+ | 52/100 | D |
| 39 | mcp-data-server kedarnath30/mcp-data-server analyze_csvask_questioncreate_powerbi_dataset+4 | 7 | 2026-07-28+ | 52/100 | D |
| 40 | reflectt-node reflectt/reflectt-node GET /canvas/flow-scoreGET /canvas/presenceGET /canvas/slots+19 | 22 | 2026-07-28+ | 52/100 | D |
| 41 | Vulnerability-Scanner-MCP-Server aryanrangapur/Vulnerability-Scanner-MCP-Server full_scannetwork_discoveryport_check+2 | 5 | <=2025-11-25 | 51/100 | D |
| 42 | ai-sre nachtschatt3n/ai-sre flux_reconcileflux_statusgit_commit+18 | 21 | <=2025-11-25 | 51/100 | D |
| 43 | mcp-vibe-coding-tools ammilam/mcp-vibe-coding-tools analyze_error_logscreate_validation_scriptexecute_command+18 | 21 | 2026-07-28+ | 51/100 | D |
| 44 | opentrace adham90/opentrace connectorsdatabaseerrors+4 | 7 | <=2025-11-25 | 51/100 | D |
| 45 | repo-mcp westkevin12/repo-mcp audit_gitignoreaudit_secretsdebug_echo+2 | 5 | 2026-07-28+ | 51/100 | D |
| 46 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 47 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 48 | erp-report-engine gulmezeren2-byte/erp-report-engine agingcheck_querydescribe_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 49 | git-mcp kjozsa/git-mcp create_git_tagget_last_git_taglist_commits_since_last_tag+3 | 6 | <=2025-11-25 | 50/100 | D |