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2,375 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | 1001-albums-generator-mcp bnm12/1001-albums-generator-mcp compare_membersget_album_historyget_cache_status+15 | 18 | <=2025-11-25 | 49/100 | F |
| 2 | 2025_python-mcp-agent |
| 3 |
| 2026-07-28+ |
| 49/100 |
| F |
| 3 | Academic-Research-MCP-Suite sercantas/Academic-Research-MCP-Suite generaterefinerun | 3 | 2025-06-18+ | 49/100 | F |
| 4 | Agent-Scrivener Keerthivasan-Venkitajalam/Agent-Scrivener extract_contentformat_citationget_page_metadata+2 | 5 | <=2025-11-25 | 49/100 | F |
| 5 | Arxiv-MCP emi-dm/Arxiv-MCP analyze_trendsdownload_paperget_paper_details+1 | 4 | <=2025-11-25 | 49/100 | F |
| 6 | Canvelete-MCP-server Canvelete/Canvelete-MCP-server add_elementapply_templatechat_with_civi+21 | 24 | <=2025-11-25 | 49/100 | F |
| 7 | Chef-agent OmNagvekar/Chef-agent execute_pythongraph_queryingest_url_to_graph+2 | 5 | <=2025-11-25 | 49/100 | F |
| 8 | CoChem-Agents yuxi-TJU/CoChem-Agents analyze_moleculebatch_process_moleculescalculate_descriptors+9 | 12 | <=2025-11-25 | 49/100 | F |
| 9 | DAAgent DSXiangLi/DAAgent close_sandboxexecute_codeget_execution_history+2 | 5 | 2025-06-18+ | 49/100 | F |
| 10 | Emby.MCP angeltek/Emby.MCP add_items_to_playlistcreate_playlistremove_items_from_playlist+9 | 12 | <=2025-11-25 | 49/100 | F |
| 11 | FIWARE-MCP-Server dncampo/FIWARE-MCP-Server CB_versionexecute_queryget_all_entities+2 | 5 | 2026-07-28+ | 49/100 | F |
| 12 | Fabric-Analytics-MCP santhoshravindran7/Fabric-Analytics-MCP assign_capacity_to_workspacecreate_fabric_lakehousecreate_fabric_spark_pools+16 | 19 | 2026-07-28+ | 49/100 | F |
| 13 | Fast-Whisper-MCP-Server BigUncle/Fast-Whisper-MCP-Server batch_transcribe_audioget_model_info_apitranscribe | 3 | <=2025-11-25 | 49/100 | F |
| 14 | JAVAMCPserver naveenvivek/JAVAMCPserver execute_trino_queryflink_job_detailsflink_jobmanager_metrics+13 | 16 | <=2025-11-25 | 49/100 | F |
| 15 | KEGG-MCP-Server Augmented-Nature/KEGG-MCP-Server batch_querybrite_searchcompound_info+10 | 13 | 2026-07-28+ | 49/100 | F |
| 16 | MCP-FFMPEG priyanshum143/MCP-FFMPEG get_job_resultget_job_statusstart_audio_extraction+5 | 8 | <=2025-11-25 | 49/100 | F |
| 17 | MarketScope-AI-Powered-Industry-Segment-Intelligence-Platform BigDataTeam5/MarketScope-AI-Powered-Industry-Segment-Intelligence-Platform analyze_market_segmentanalyze_sales_datacalculate_sales_forecast+9 | 12 | <=2025-11-25 | 49/100 | F |
| 18 | Mastervolt-Deep-Research ssdeanx/Mastervolt-Deep-Research alpha_vantage_time_series_dailyalpha_vantage_time_series_intradayanalyze_data_patterns+5 | 8 | 2025-06-18+ | 49/100 | F |
| 19 | PsMCP-MCP-Server-for-Photoshop Chandrahas455/PsMCP-MCP-Server-for-Photoshop adjust_layer_brightness_contrastadjust_layer_hue_saturationapply_gaussian_blur_to_layer+14 | 17 | 2026-07-28+ | 49/100 | F |
| 20 | PubChem-MCP-Server JackKuo666/PubChem-MCP-Server get_pubchem_compound_by_cidsearch_pubchem_advancedsearch_pubchem_by_name+1 | 4 | <=2025-11-25 | 49/100 | F |
| 21 | WP-MCP-Plugin LAPSrj/WP-MCP-Plugin refresh_toolswp_api | 2 | 2026-07-28+ | 49/100 | F |
| 22 | YouTubeMCPServer robalexclark/YouTubeMCPServer RetrieveYoutubeTranscript | 1 | <=2025-11-25 | 49/100 | F |
| 23 | ableton-live-mcp-server Simon-Kansara/ableton-live-mcp-server get_track_names | 1 | 2026-07-28+ | 49/100 | F |
| 24 | ableton-mind Pantani/ableton-mind apply_recipearrangement_add_automation_pointbrowser_get_categories+33 | 36 | <=2025-11-25 | 49/100 | F |
| 25 | ableton-vibe androidStern-personal/ableton-vibe compose_midicreate_audio_trackcreate_midi_track+1 | 4 | <=2025-11-25 | 49/100 | F |
| 26 | ai-image-gen-mcp mikeyny/ai-image-gen-mcp generate-image | 1 | 2026-07-28+ | 49/100 | F |
| 27 | amazon-redshift-mcp-server-by-cdata CDataSoftware/amazon-redshift-mcp-server-by-cdata redshift_get_columnsredshift_get_tablesredshift_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 28 | apache-hbase-mcp-server-by-cdata CDataSoftware/apache-hbase-mcp-server-by-cdata hbase_get_columnshbase_get_tableshbase_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 29 | apache-spark-mcp-server-by-cdata CDataSoftware/apache-spark-mcp-server-by-cdata get_columnsget_tablesrun_query | 3 | <=2025-11-25 | 49/100 | F |
| 30 | article-assistant ogulcanakca/article-assistant delete_filedownload_filegenerate_text+4 | 7 | <=2025-11-25 | 49/100 | F |
| 31 | aws-strands-agents-mcp-demo garystafford/aws-strands-agents-mcp-demo calculate_areaechoget_api_key+2 | 5 | 2026-07-28+ | 49/100 | F |
| 32 | azure-data-lake-storage-mcp-server-by-cdata CDataSoftware/azure-data-lake-storage-mcp-server-by-cdata {prefix}_get_columns{prefix}_get_tables{prefix}_run_query | 3 | <=2025-11-25 | 49/100 | F |
| 33 | bigeye-mcp-server bigeyedata/bigeye-mcp-server analyze_lineagecheck_healthcreate_metric+23 | 26 | 2026-07-28+ | 49/100 | F |
| 34 | bing-images-mcp-server sanzgiri/bing-images-mcp-server get_bing_imageget_latest_bing_image | 2 | 2026-07-28+ | 49/100 | F |
| 35 | biothings-mcp longevity-genie/biothings-mcp biothings_download_entrez_databiothings_download_entrez_data_localbiothings_get_chemical+15 | 18 | <=2025-11-25 | 49/100 | F |
| 36 | bonnard-cli bonnard-data/bonnard-cli annotatedashboard deploydashboard dev+31 | 34 | 2026-07-28+ | 49/100 | F |
| 37 | bricks-use aymenfurter/bricks-use compare_tablesexecute_queryget_table_info+1 | 4 | <=2025-11-25 | 49/100 | F |
| 38 | cf-worker-anime-mcp nurbxfit/cf-worker-anime-mcp get-top-anime-listget-top-manga-listuserInfoOctokit | 3 | 2026-07-28+ | 49/100 | F |
| 39 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 40 | clawwp oops121/clawwp get_site_infomanage_commentsmanage_media+5 | 8 | 2026-07-28+ | 49/100 | F |
| 41 | cloudflare-vectorize-mcp-server endou-mame/cloudflare-vectorize-mcp-server search | 1 | <=2025-11-25 | 49/100 | F |
| 42 | colab-mcp SebastianGilPinzon/colab-mcp add_code_celladd_text_cellchange_runtime+6 | 9 | <=2025-11-25 | 49/100 | F |
| 43 | confluence-mcp-server jonigl/confluence-mcp-server search_confluence | 1 | 2026-07-28+ | 49/100 | F |
| 44 | confluence-wiki-mcp-server-extension WindieChai/confluence-wiki-mcp-server-extension get-wiki-content | 1 | 2026-07-28+ | 49/100 | F |
| 45 | cosmos-mcp mrmos/cosmos-mcp cosmos_account_infocosmos_cluster_recommendationscosmos_create_cluster+9 | 12 | 2026-07-28+ | 49/100 | F |
| 46 | countly-mcp mksglu/countly-mcp countlyEventssendCountlyEvent | 2 | <=2025-11-25 | 49/100 | F |
| 47 | crawlforge-mcp mysleekdesigns/crawlforge-mcp agentanalyze_contentbatch_scrape+28 | 31 | 2025-06-18+ | 49/100 | F |
| 48 | dank-mcp AgentDank/dank-mcp query | 1 | <=2025-11-25 | 49/100 | F |
| 49 | data-gov-in-mcp Yash-Kavaiya/data-gov-in-mcp clear_cachefilter_datasetget_cache_statistics+5 | 8 | <=2025-11-25 | 49/100 | F |
| 50 | dataform-mcp-server dannemarre/dataform-mcp-server dataform_compiledataform_compile_actiondataform_dry_run+6 | 9 | 2025-06-18+ | 49/100 | F |