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55 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 2 |
| forward-mcp forwardnetworks/forward-mcp create_locationcreate_locations_bulkcreate_network+28 |
| 31 |
| <=2025-11-25 |
| 48/100 |
| F |
| 3 | nomoreide Rorogogogo/nomoreide check-databaseclose-uidb-object-details+46 | 49 | 2026-07-28+ | 48/100 | F |
| 4 | visor probelabs/visor analyze_file_structurecalculate_complexitydetect_patterns+2 | 5 | 2025-06-18+ | 48/100 | F |
| 5 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 6 | flux-mcp-server converged-computing/flux-mcp-server find_failed_jobsingest_flux_eventquery_job_history | 3 | <=2025-11-25 | 46/100 | F |
| 7 | mcp_servers ajot/mcp_servers add_usercreate_appdeploy_function+7 | 10 | 2026-07-28+ | 46/100 | F |
| 8 | IPSearch-MCP SleepingBag945/IPSearch-MCP ip_lookupkeyword_lookup | 2 | 2026-07-28+ | 45/100 | F |
| 9 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 10 | gomcp syntrex-lab/gomcp accept_synapseadd_factadd_gene+32 | 35 | 2026-07-28+ | 45/100 | F |
| 11 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 12 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 13 | TheMCP-server aravind-tronix/TheMCP-server aws-server.access-keys.create_access_keyaws-server.access-keys.delete_access_keyaws-server.access-keys.list_access_keys+32 | 35 | <=2025-11-25 | 44/100 | F |
| 14 | machineuse dotcommoners/machineuse authenticate_instance_keycreate_instancedelete_instance+9 | 12 | 2026-07-28+ | 44/100 | F |
| 15 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 16 | ai-chat-example garrardkitchen/ai-chat-example GetAzureSubscriptionsAsyncGetListOfResourceGroupsAsyncGetResourcePropertiesAsync+2 | 5 | 2026-07-28+ | 43/100 | F |
| 17 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 18 | splunk-mcp-llm-siemulator rsfl/splunk-mcp-llm-siemulator chatlist_models | 2 | 2026-07-28+ | 43/100 | F |
| 19 | ContextEngine FASTPROD/ContextEngine activateactivation_statusagent_cost+19 | 22 | 2026-07-28+ | 41/100 | F |
| 20 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 21 | MCP-servers Ankit0200/MCP-servers generate_chartread_tableread_table+2 | 5 | 2026-07-28+ | 40/100 | F |
| 22 | agent-registry agentoperations/agent-registry CreateArtifactDeleteArtifactExportStandardDoc+10 | 13 | 2026-07-28+ | 40/100 | F |
| 23 | Conflux B-A-M-N/Conflux harmonize_trackrun_sentinel_adversarial_audit | 2 | <=2025-11-25 | 39/100 | F |
| 24 | LMS-MCP urtir/LMS-MCP add_agentadd_agent_to_groupcheck_wazuh_log+29 | 32 | <=2025-11-25 | 39/100 | F |
| 25 | MCP---Demo DaWoodistaken/MCP---Demo analyze_server_healthcalculate_bonusquery_employee | 3 | 2026-07-28+ | 39/100 | F |
| 26 | codeforge freema/codeforge basheditfolder_open+2 | 5 | 2026-07-28+ | 39/100 | F |
| 27 | neo-agent-brain neomjs/neo-agent-brain ask_knowledge_basecheck_syntaxcheckout_pull_request+52 | 55 | 2025-06-18+ | 39/100 | F |
| 28 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 29 | loglama py-lama/loglama add_logcheck_depsclear+17 | 20 | <=2025-11-25 | 38/100 | F |
| 30 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 31 | Contradiction-MCP Daksh-create349/Contradiction-MCP contradiction.analyze.contradictionscontradiction.analyze.driftscontradiction.analyze.inconsistencies+16 | 19 | 2026-07-28+ | 36/100 | F |
| 32 | edge-core wenet-ec/edge-core CancelCommandExecutionChangeNodeClusterCheckAdminHealth+57 | 60 | 2026-07-28+ | 36/100 | F |
| 33 | kroot-mcp yaioyaio/kroot-mcp getMetricsgetProjectStatus | 2 | 2026-07-28+ | 36/100 | F |
| 34 | hot hot-dev/hot ::demo/a::demo/b::demo/ping+7 | 10 | 2026-07-28+ | 34/100 | F |
| 35 | mcp-xray traceforce/mcp-xray addexec_cmdexec_proc+45 | 48 | <=2025-11-25 | 32/100 | F |
| 36 | open-news-mcp rv64m/open-news-mcp list_categorieslist_filter_metadatalist_source_names+5 | 8 | <=2025-11-25 | 32/100 | F |
| 37 | roma binrchq/roma AddResourceAddSpaceMemberAddToBlacklist+48 | 51 | <=2025-11-25 | 29/100 | F |
| 38 | mcp-agent-os Nancy-Chauhan/mcp-agent-os DevRel Content AgentEngineering Insights AgentPM Insights Agent+3 | 6 | 2026-07-28+ | 27/100 | F |
| 39 | agentic-ai-nano fwornle/agentic-ai-nano | 0 | 2026-07-28+ | 25/100 | F |
| 40 | tabletalk wtbates99/tabletalk | 0 | 2026-07-28+ | 25/100 | F |
| 41 | agent-forge denkhaus/agent-forge | 0 | 2025-06-18+ | 20/100 | F |
| 42 | faramesh-core faramesh/faramesh-core AgentCardGovernKill+1 | 4 | 2026-07-28+ | 20/100 | F |
| 43 | gateway centralmind/gateway discover_datalist_tablesprepare_query+1 | 4 | <=2025-11-25 | 20/100 | F |
| 44 | AgenticLedger ShekharBhardwaj/AgenticLedger handle_mcp | 1 | 2026-07-28+ | 16/100 | F |
| 45 | autonomous-agent-system Codemethemoney/autonomous-agent-system | 0 | <=2025-11-25 | 14/100 | F |
| 46 | RaceSimQA alxliv/RaceSimQA compare_batchesfind_batches_for_scenarioget_batch_details+10 | 13 | 2026-07-28+ | 12/100 | F |
| 47 | homelib meltforce/homelib get_aclget_capacityget_collection_status+10 | 13 | 2026-07-28+ | 11/100 | F |
| 48 | signals-agent no0ktheali3n/signals-agent classify_failure_eventhealth_checkquery_events_by_service+2 | 5 | <=2025-11-25 | 11/100 | F |
| 49 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 50 | sqllite-mcp-server xlisp/sqllite-mcp-server add_field_lineageanalyze_query_lineageconnect_database+6 | 9 | 2026-07-28+ | 7/100 | F |