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109 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-server exasol/mcp-server delete_bucketfs_directorydelete_bucketfs_filedescribe_exasol_builtin_function+26 | 29 | <=2025-11-25 | 77/100 |
| 2 | homelab-monitor SikamikanikoBG/homelab-monitor get_ai_modelsget_alertsget_benchmark+16 | 19 | 2026-07-28+ | 74/100 | B |
| 3 | mcp-rs n-takatsu/mcp-rs cancel_pending_switchconfigure_switch_policyget_current_active_engine+6 | 9 | 2026-07-28+ | 72/100 | B |
| 4 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 5 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 6 | bvbrc-mcp-server cucinellclark/bvbrc-mcp-server agent_chatcreate_feature_groupcreate_genome_group+5 | 8 | <=2025-11-25 | 68/100 | C |
| 7 | heddle goweft/heddle buildcapture_screendaily_briefing+10 | 13 | <=2025-11-25 | 67/100 | C |
| 8 | orchid-youtube-mcp pablitxn/orchid-youtube-mcp delete_videoget_ingestion_statusget_sources+3 | 6 | 2026-07-28+ | 66/100 | C |
| 9 | UNS-MCP Unstructured-IO/UNS-MCP create_astradb_destinationcreate_databricks_delta_table_destinationcreate_destination_connector+13 | 16 | <=2025-11-25 | 64/100 | C |
| 10 | weave-mcp maximilien/weave-mcp count_collectionscount_documentscreate_collection+15 | 18 | 2026-07-28+ | 64/100 | C |
| 11 | aind-metadata-mcp AllenNeuralDynamics/aind-metadata-mcp aggregation_retrievalcount_recordsget_records+3 | 6 | 2026-07-28+ | 63/100 | C |
| 12 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 13 | wso2-docs-mcp-server iamvirul/wso2-docs-mcp-server explain_wso2_conceptget_wso2_guidelist_wso2_products+1 | 4 | 2026-07-28+ | 60/100 | C |
| 14 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 15 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 16 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 17 | dolex outsidedata/dolex analyze_dataclean_columnclear_cache+17 | 20 | 2026-07-28+ | 58/100 | D |
| 18 | MCPHackathon HeetVekariya/MCPHackathon create_gdrive_sourcecreate_mongodb_destinationcreate_workflow+10 | 13 | <=2025-11-25 | 57/100 | D |
| 19 | Test---MCP matiassf1/Test---MCP analyze_pranalyze_pr_by_jira_ticketbatch_analyze_author+8 | 11 | 2026-07-28+ | 57/100 | D |
| 20 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 21 | mcpolly MCPolly/mcpolly check_stop_requestdelete_embeddingsget_agent_activity+11 | 14 | <=2025-11-25 | 57/100 | D |
| 22 | clio-agent iowarp/clio-agent ask_usercreate_a2ui_surfacecreate_artifact+16 | 19 | 2026-07-28+ | 56/100 | D |
| 23 | datamimic rapiddweller/datamimic datamimic_checkdatamimic_referencedatamimic_run+1 | 4 | 2026-07-28+ | 55/100 | D |
| 24 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 25 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 26 | localmind fedcal/localmind analyzeDiffbuildRegexchat+22 | 25 | 2026-07-28+ | 54/100 | D |
| 27 | mongodb-mcp-server mongodb-js/mongodb-mcp-server | 0 | <=2025-11-25 | 54/100 | D |
| 28 | mcp-console-automation ooples/mcp-console-automation console_cancel_jobconsole_cleanup_sessionsconsole_clear_output+27 | 30 | <=2025-11-25 | 53/100 | D |
| 29 | mcp-gateway-registry agentic-community/mcp-gateway-registry add_two_numbersconcatenate_stringsdelete_server+12 | 15 | <=2025-11-25 | 53/100 | D |
| 30 | secsee ishk9/secsee analyze_projectspin_up_servicestear_down_services+4 | 7 | <=2025-11-25 | 53/100 | D |
| 31 | Aletheore Aletheore/Aletheore aletheore_answeraletheore_blast_radiusaletheore_branch+29 | 32 | 2026-07-28+ | 52/100 | D |
| 32 | GateTest crclabs-hq/GateTest audit_logblame_regressioncapture_screenshot+21 | 24 | 2026-07-28+ | 52/100 | D |
| 33 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 34 | ai-changelog-generator entro314-labs/ai-changelog-generator analyze_current_changesanalyze_repositoryconfigure_providers+1 | 4 | 2025-06-18+ | 51/100 | D |
| 35 | arxiv-mcp Ractorrr/arxiv-mcp download_pdfget_paperlist_saved+3 | 6 | 2026-07-28+ | 51/100 | D |
| 36 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 37 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 38 | vmware-mcp-server adrianlizman/vmware-mcp-server analyze_vm_performanceclone_vmcreate_snapshot+22 | 25 | <=2025-11-25 | 51/100 | D |
| 39 | beam-mcp-server souravch/beam-mcp-server beam-wordcountcancel_jobcreate_job+9 | 12 | <=2025-11-25 | 50/100 | D |
| 40 | mcp-modules-rust l3ocifer/mcp-modules-rust create_documentcreate_memorycreate_presentation+8 | 11 | <=2025-11-25 | 50/100 | D |
| 41 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 42 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 43 | CloudBase-MCP TencentCloudBase/CloudBase-MCP authmanagePgDatabasequeryPgDatabase+2 | 5 | 2025-06-18+ | 48/100 | F |
| 44 | infra-ops-mcp skyvanguard/infra-ops-mcp aws_cloudwatch_metricsaws_ec2_instancesaws_lambda_functions+30 | 33 | 2026-07-28+ | 48/100 | F |
| 45 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 46 | 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 |
| 47 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 48 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 49 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 50 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |