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122 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | ZotSeek introfini/ZotSeek find_similarindex_statussearch | 3 | <=2025-11-25 | 83/100 | A |
| 2 | bookstack-mcp bees-roadhouse/bookstack-mcp |
| 12 |
| <=2025-11-25 |
| 78/100 |
| B |
| 3 | Medium-Agent N1KH1LT0X1N/Medium-Agent medium_batchmedium_castmedium_export+4 | 7 | 2026-07-28+ | 71/100 | B |
| 4 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 5 | youtube-knowledge-base-mcp Miandari/youtube-knowledge-base-mcp explore_librarymanage_sourceprocess_video+1 | 4 | 2026-07-28+ | 70/100 | B |
| 6 | plydb kineticloom/plydb get_semantic_contextquery | 2 | 2025-06-18+ | 69/100 | C |
| 7 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 8 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 9 | alphafold-sovereign-mcp smaniches/alphafold-sovereign-mcp export_research_datasetfind_drug_gene_networkget_knowledge_graph_stats+2 | 5 | <=2025-11-25 | 64/100 | C |
| 10 | gentleman-book-mcp Alan-TheGentleman/gentleman-book-mcp build_semantic_indexget_book_indexlist_chapters+4 | 7 | 2026-07-28+ | 63/100 | C |
| 11 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 12 | schemabrain Arun-kc/schemabrain describe_columndescribe_entitydescribe_table+9 | 12 | 2026-07-28+ | 63/100 | C |
| 13 | ai-jam-sessions mcp-tool-shop-org/ai-jam-sessions auto_reharmonizecompose_panellist_songs+3 | 6 | 2026-07-28+ | 62/100 | C |
| 14 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 15 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 16 | Contextcore lucifer-ux/Contextcore fetch_contentget_codebase_contextget_codebase_index+9 | 12 | 2026-07-28+ | 61/100 | C |
| 17 | indexing-co-mcp indexing-co/indexing-co-mcp backfillchartclear_events+11 | 14 | 2026-07-28+ | 61/100 | C |
| 18 | book-memex queelius/book-memex add_marginaliadelete_marginaliadelete_reading_session+18 | 21 | 2026-07-28+ | 60/100 | C |
| 19 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 20 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 21 | mcp-statcan Aryan-Jhaveri/mcp-statcan fetch_vectors_to_databaseget_all_cubes_listget_all_cubes_list_lite+8 | 11 | 2026-07-28+ | 60/100 | C |
| 22 | BI-Chart-MCP-Server c-cf/BI-Chart-MCP-Server add_insightcreate_memocreate_visualization+4 | 7 | <=2025-11-25 | 59/100 | D |
| 23 | ChatBI Tunnello/ChatBI DuckDuckGoSearchRundatabase_schema_ragexecute_sqlite_query+6 | 9 | 2026-07-28+ | 59/100 | D |
| 24 | misata rasinmuhammed/misata audit_datasetgenerate_datasetgenerate_from_schema+6 | 9 | 2026-07-28+ | 59/100 | D |
| 25 | prism-insight dragon1086/prism-insight append_insightconvert_timecreate_table+10 | 13 | <=2025-11-25 | 59/100 | D |
| 26 | tatoeba-mcp-server mocoarow/tatoeba-mcp-server get_sentenceget_translationssearch_sentences+1 | 4 | 2026-07-28+ | 59/100 | D |
| 27 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 28 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 29 | cert-speedrun-optimizer LeviTrammell/cert-speedrun-optimizer analyze_exam_biasanalyze_proposed_answersanalyze_question_quality+12 | 15 | 2026-07-28+ | 58/100 | D |
| 30 | edumints-scorm-mcp kemalyy/edumints-scorm-mcp add_assetadd_screenbuild+5 | 8 | 2026-07-28+ | 58/100 | D |
| 31 | gopher-mcp-servers jiangchenwo/gopher-mcp-servers search_courses | 1 | <=2025-11-25 | 58/100 | D |
| 32 | mcp-agentic-starter billzGH/mcp-agentic-starter aggregateanalyze_columncheck_inventory+28 | 31 | <=2025-11-25 | 58/100 | D |
| 33 | mcp-learning willtech3/mcp-learning browse_catalog_appregenerate_catalog | 2 | 2026-07-28+ | 58/100 | D |
| 34 | Litescope croc100/Litescope litescope_checklitescope_difflitescope_fingerprint+7 | 10 | 2025-06-18+ | 57/100 | D |
| 35 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 36 | mcp-data-detective themroats/mcp-data-detective compare_schemasconnect_sourcecreate_chart+13 | 16 | <=2025-11-25 | 57/100 | D |
| 37 | vault-search drpwchen/vault-search graph_querytextbook_searchvault_search+2 | 5 | <=2025-11-25 | 57/100 | D |
| 38 | DROMA_MCP DROMA01/DROMA_MCP analyze_drug_omic_pair | 1 | 2026-07-28+ | 56/100 | D |
| 39 | matlab-mcp-server-python HanSur94/matlab-mcp-server-python cancel_jobcheck_codedelete_file+14 | 17 | 2026-07-28+ | 56/100 | D |
| 40 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 41 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 42 | citus-mcp codeforall/citus-mcp citus_activitycitus_advisorcitus_cluster_summary+32 | 35 | 2025-06-18+ | 55/100 | D |
| 43 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 44 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 45 | build-your-own-ai-agent Lay4U/build-your-own-ai-agent calculatecalculatorextract_links+8 | 11 | 2026-07-28+ | 54/100 | D |
| 46 | NanoAnalytics callmefredcom/NanoAnalytics activebounce-ratescountries+12 | 15 | 2026-07-28+ | 53/100 | D |
| 47 | RSSidian pedramamini/RSSidian disable_peer_throughenable_peer_throughget_article+9 | 12 | <=2025-11-25 | 53/100 | D |
| 48 | anki-mcp-server SilvaHerald/anki-mcp-server create-anki-cards | 1 | 2026-07-28+ | 53/100 | D |
| 49 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 50 | quran-tafseer-mcp tedmahsun/quran-tafseer-mcp quran.diffquran.get_ayahquran.get_range+4 | 7 | <=2025-11-25 | 53/100 | D |