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182 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | MCP_Open |
| 32 |
| 2026-07-28+ |
| 49/100 |
| F |
| 2 | aegis-mcp raghulvj01/aegis-mcp aws_check_s3_public_accessaws_list_ec2_instancescicd_pipeline_status+18 | 21 | <=2025-11-25 | 49/100 | F |
| 3 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 4 | code-buddy Abhi-vish/code-buddy analyze_codecopy_filecreate_directory+25 | 28 | 2026-07-28+ | 49/100 | F |
| 5 | ferrumdeck sattyamjjain/ferrumdeck get_test_resultsgit_addgit_branch+10 | 13 | 2026-07-28+ | 49/100 | F |
| 6 | forge alexandremahdhaoui/forge buildconfig-validatedocs-get+7 | 10 | 2026-07-28+ | 49/100 | F |
| 7 | ghostpatch NeuralRays/ghostpatch ghostpatch_ai_analyzeghostpatch_dependenciesghostpatch_finding+5 | 8 | 2026-07-28+ | 49/100 | F |
| 8 | git-proxy-mcp MatejGomboc/git-proxy-mcp repo/clonerepo/clone/cancelrepo/clone/chunk+6 | 9 | <=2025-11-25 | 49/100 | F |
| 9 | laravel-optimize-mcp skylence-org/laravel-optimize-mcp configuration-analyzerdatabase-size-inspectorlog-file-inspector+4 | 7 | <=2025-11-25 | 49/100 | F |
| 10 | mcp-git MementoRC/mcp-git discover_toolsexecute_toolget_tool_spec | 3 | <=2025-11-25 | 49/100 | F |
| 11 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 12 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 13 | AI-Infra-Guard Tencent/AI-Infra-Guard RoleplayAttack | 1 | 2026-07-28+ | 48/100 | F |
| 14 | DroidForensics-Suite 0x-Professor/DroidForensics-Suite adb_connect_deviceadb_devicesadb_shell_command+12 | 15 | 2026-07-28+ | 48/100 | F |
| 15 | Sicry dublen5269/Sicry sicry_asksicry_check_enginessicry_check_tor+6 | 9 | <=2025-11-25 | 48/100 | F |
| 16 | forward-mcp forwardnetworks/forward-mcp create_locationcreate_locations_bulkcreate_network+28 | 31 | <=2025-11-25 | 48/100 | F |
| 17 | git-mcp-rs srpipoca504/git-mcp-rs get_changelogget_file_contentget_file_tree+2 | 5 | <=2025-11-25 | 48/100 | F |
| 18 | mcp-pymilvus-code-generate-helper brcarry/mcp-pymilvus-code-generate-helper milvus-code-translate-helpermilvus-orm-client-code-convert-helpermilvus-pypmilvus-code-generate-helper | 3 | <=2025-11-25 | 48/100 | F |
| 19 | mcp-server-git tosolveit/mcp-server-git git_addgit_branchgit_checkout+9 | 12 | 2026-07-28+ | 48/100 | F |
| 20 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 21 | nomoreide Rorogogogo/nomoreide check-databaseclose-uidb-object-details+46 | 49 | 2026-07-28+ | 48/100 | F |
| 22 | visor probelabs/visor analyze_file_structurecalculate_complexitydetect_patterns+2 | 5 | 2025-06-18+ | 48/100 | F |
| 23 | HostBridge keyurgolani/HostBridge docker_actiondocker_inspectdocker_list+8 | 11 | <=2025-11-25 | 47/100 | F |
| 24 | MCP-Servers-for-Full-Stack-Development iamqasimali/MCP-Servers-for-Full-Stack-Development check_portsdocker_composedocker_exec+25 | 28 | 2026-07-28+ | 47/100 | F |
| 25 | 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 |
| 26 | Security-Sandbox iceage2114/Security-Sandbox check_ip_reputationenrich_ipget_attack_technique+5 | 8 | 2026-07-28+ | 47/100 | F |
| 27 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 28 | mcp-server-deployer hzhangse-ai-agent/mcp-server-deployer build_all_imagesdeploy_moduledeploy_subproject+2 | 5 | 2026-07-28+ | 47/100 | F |
| 29 | sopr-mcp snapback-dev/sopr-mcp cachecheckgraph+5 | 8 | 2025-06-18+ | 47/100 | F |
| 30 | GitStuffServer skurekjakub/GitStuffServer ado_pr_changesado_pr_commentado_pr_threads+1 | 4 | 2026-07-28+ | 46/100 | F |
| 31 | ITauditMCP BergUetli/ITauditMCP assess_design_effectivenessassess_evidencegenerate_finding+10 | 13 | 2026-07-28+ | 46/100 | F |
| 32 | MCP-server lhabacuc/MCP-server abortappend_fileclick+24 | 27 | 2026-07-28+ | 46/100 | F |
| 33 | ShellBridge fengyincheng/ShellBridge executeShellApprovalgetGitStatusgitStage+10 | 13 | 2026-07-28+ | 46/100 | F |
| 34 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 35 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 36 | drd-vpc-agent DrDroidLab/drd-vpc-agent debug_taskfetch_connector_connections_testsfetch_playbook_execution_tasks+3 | 6 | 2026-07-28+ | 46/100 | F |
| 37 | faf-taf-git Wolfe-Jam/faf-taf-git commitTafUpdategenerateBadgeparseBunOutput+7 | 10 | 2026-07-28+ | 46/100 | F |
| 38 | flowcheck backslash-ux/flowcheck detect_injectionsend_sessionget_flow_state+6 | 9 | 2026-07-28+ | 46/100 | F |
| 39 | flux-mcp-server converged-computing/flux-mcp-server find_failed_jobsingest_flux_eventquery_job_history | 3 | <=2025-11-25 | 46/100 | F |
| 40 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 41 | mcp-shark mcp-shark/mcp-shark prompts/getprompts/listresources/list+3 | 6 | <=2025-11-25 | 46/100 | F |
| 42 | mcp-the-force lukacf/mcp-the-force search_mcp_debug_logs | 1 | 2026-07-28+ | 46/100 | F |
| 43 | mcp_servers ajot/mcp_servers add_usercreate_appdeploy_function+7 | 10 | 2026-07-28+ | 46/100 | F |
| 44 | IPSearch-MCP SleepingBag945/IPSearch-MCP ip_lookupkeyword_lookup | 2 | 2026-07-28+ | 45/100 | F |
| 45 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 46 | ai-engineering-hub patchy631/ai-engineering-hub analyze_documentassemblyai_transcriptionbrightdata_analysis+17 | 20 | 2026-07-28+ | 45/100 | F |
| 47 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 48 | fraud_mcp chethanp11/fraud_mcp build_baselinedecide_next_stepdetect_fraud+13 | 16 | <=2025-11-25 | 45/100 | F |
| 49 | git-memory-mcp-server nirutyodjai/git-memory-mcp-server get_current_branchget_file_historyget_recent_commits+6 | 9 | 2026-07-28+ | 45/100 | F |
| 50 | github-mcp-server 0xshariq/github-mcp-server git_addgit_add_allgit_backup+34 | 37 | <=2025-11-25 | 45/100 | F |