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100 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | claude-skills-mcp K-Dense-AI/claude-skills-mcp find_helpful_skillslist_skillsread_skill_document | 3 | <=2025-11-25 | 73/100 | B |
| 2 | Medium-Agent |
| 7 |
| 2026-07-28+ |
| 71/100 |
| B |
| 3 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 4 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 5 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 6 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 7 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 8 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 9 | HyperRAG adakco/HyperRAG evaluator.ragas.mcpretriever.mcp | 2 | <=2025-11-25 | 59/100 | D |
| 10 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 11 | mcp-server-mariadb-vector DavidRamosSal/mcp-server-mariadb-vector mariadb_create_vector_storemariadb_delete_vector_storemariadb_insert_documents+2 | 5 | 2026-07-28+ | 59/100 | D |
| 12 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 13 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 14 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 15 | mcp_server_client muralianand12345/mcp_server_client describe_tablefind_relationshipsget_foreign_keys+9 | 12 | 2025-06-18+ | 58/100 | D |
| 16 | tecton-mcp tecton-ai/tecton-mcp get_full_tecton_sdk_reference_toolquery_documentation_index_toolquery_example_code_snippet_index_tool+3 | 6 | <=2025-11-25 | 58/100 | D |
| 17 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 18 | foundry-apim-mcp-server karpikpl/foundry-apim-mcp-server chatconnectcreate_agent+4 | 7 | 2026-07-28+ | 56/100 | D |
| 19 | thoughtbox Kastalien-Research/thoughtbox thoughtbox_executethoughtbox_notebookthoughtbox_peer_notebook+1 | 4 | 2026-07-28+ | 56/100 | D |
| 20 | Company-MCP nstjuliana/Company-MCP describe_tabledescribe_table_detailedexecute_query+7 | 10 | 2026-07-28+ | 55/100 | D |
| 21 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 22 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 23 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 24 | rag-template ydkulks/rag-template clear_documentsget_statsingest_csv+2 | 5 | 2026-07-28+ | 54/100 | D |
| 25 | arxiver w00jay/arxiver get_paper_detailsget_recent_papersimport_paper+6 | 9 | <=2025-11-25 | 53/100 | D |
| 26 | huggingface_mcp Talos-AI-Solutions/huggingface_mcp check_dataset_validityfilter_datasetget_dataset_first_rows+9 | 12 | <=2025-11-25 | 53/100 | D |
| 27 | spica-mcp-server Mozan0/spica-mcp-server answer_questionbucket-createbucket-data-create+39 | 42 | 2026-07-28+ | 53/100 | D |
| 28 | hey SamuelGong/hey ask_question_about_audiodownload_papersfunction_risk+15 | 18 | 2026-07-28+ | 52/100 | D |
| 29 | pnda-mcp rodcar/pnda-mcp dataset_detailsdataset_search | 2 | <=2025-11-25 | 52/100 | D |
| 30 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 31 | hf-trending-mcp kukapay/hf-trending-mcp get_trending_datasetsget_trending_modelsget_trending_spaces+1 | 4 | 2026-07-28+ | 51/100 | D |
| 32 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 33 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 34 | Fabric-SQL-Assistant sulaiman013/Fabric-SQL-Assistant ask_databaseconfigure_databasediscover_schema+3 | 6 | 2026-07-28+ | 50/100 | D |
| 35 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 36 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 37 | unsloth-mcp-server OtotaO/unsloth-mcp-server check_installationexport_modelfinetune_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 38 | chatbi-mcp-server Steven-Luo/chatbi-mcp-server analyze_dataget_preview_data | 2 | 2025-06-18+ | 49/100 | F |
| 39 | infino-mcp infino-ai/infino-mcp infino_sql | 1 | 2026-07-28+ | 49/100 | F |
| 40 | mcp-server-parquet markmhendrickson/mcp-server-parquet aggregatecreate_snapshotdelete_rows+13 | 16 | 2026-07-28+ | 49/100 | F |
| 41 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 42 | 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 |
| 43 | multipass tinosingh/multipass check_whisper_healthlist_whisper_modelstranscribe_audio | 3 | 2026-07-28+ | 48/100 | F |
| 44 | 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 |
| 45 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 46 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 47 | academia_mcp IlyaGusev/academia_mcp anthology_searcharxiv_downloadarxiv_search+25 | 28 | 2026-07-28+ | 46/100 | F |
| 48 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 49 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 50 | tools drazenzadravec/tools MathJS_MathExpressionEvaluatorSymPy_MathExpressionEvaluator | 2 | 2026-07-28+ | 46/100 | F |