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41 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 |
| guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 |
| 5 |
| 2026-07-28+ |
| 68/100 |
| C |
| 3 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 4 | chatterbox-mcp anand-92/chatterbox-mcp clone_voice_from_youtubedelete_voicegenerate_conversation+3 | 6 | 2026-07-28+ | 62/100 | C |
| 5 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 6 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 7 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 8 | biocypher-mcp biocypher/biocypher-mcp check_project_existsget_adapter_creation_workflowget_available_workflows+7 | 10 | 2026-07-28+ | 58/100 | D |
| 9 | 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 |
| 10 | media-mcp woosal1337/media-mcp add_filter_ruleadd_user_to_monitorcheck_follow_relationship+28 | 31 | 2026-07-28+ | 56/100 | D |
| 11 | pixeltable-mcp-server pixeltable/pixeltable-mcp-server add_computed_columncreate_querycreate_table+19 | 22 | <=2025-11-25 | 54/100 | D |
| 12 | rag-template ydkulks/rag-template clear_documentsget_statsingest_csv+2 | 5 | 2026-07-28+ | 54/100 | D |
| 13 | huggingface_mcp Talos-AI-Solutions/huggingface_mcp check_dataset_validityfilter_datasetget_dataset_first_rows+9 | 12 | <=2025-11-25 | 53/100 | D |
| 14 | Continuous-Claude-v3 parcadei/Continuous-Claude-v3 git__git_branchgit__git_loggit__git_status+1 | 4 | 2026-07-28+ | 52/100 | D |
| 15 | hf-trending-mcp kukapay/hf-trending-mcp get_trending_datasetsget_trending_modelsget_trending_spaces+1 | 4 | 2026-07-28+ | 51/100 | D |
| 16 | sibyl vivien-jourde/sibyl analyze_modelfind_patternsget_model_info+1 | 4 | 2025-06-18+ | 51/100 | D |
| 17 | astra-mcp skamble7/astra-mcp cobol.repo.parse.startcobol.repo.parse.statusdata_pipeline.arch.guidance.start+12 | 15 | <=2025-11-25 | 50/100 | D |
| 18 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 19 | unsloth-mcp-server OtotaO/unsloth-mcp-server check_installationexport_modelfinetune_model+3 | 6 | 2026-07-28+ | 50/100 | D |
| 20 | infino-mcp infino-ai/infino-mcp infino_sql | 1 | 2026-07-28+ | 49/100 | F |
| 21 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 22 | tools drazenzadravec/tools MathJS_MathExpressionEvaluatorSymPy_MathExpressionEvaluator | 2 | 2026-07-28+ | 46/100 | F |
| 23 | boltzgen_mcp MacromNex/boltzgen_mcp boltzgen_cancel_jobboltzgen_check_statusboltzgen_configure_queue+5 | 8 | <=2025-11-25 | 45/100 | F |
| 24 | cobo uec-i4s/cobo search | 1 | 2026-07-28+ | 45/100 | F |
| 25 | Polymind Remy2404/Polymind DELETE /webapp/chat/sessions/{session_id}GET /healthGET /webapp/chat/sessions+14 | 17 | 2026-07-28+ | 42/100 | F |
| 26 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 27 | mcpstack-urbanmapper MCP-Pipeline/mcpstack-urbanmapper um_build_pipeline_codeum_explain_primitiveum_get_example_code+6 | 9 | 2026-07-28+ | 41/100 | F |
| 28 | pixelmemory pixeltable/pixelmemory manage_tasks | 1 | <=2025-11-25 | 40/100 | F |
| 29 | MCP_Server LilianRage/MCP_Server add_worksheetanalyze_with_llmcheck_excel_status+9 | 12 | <=2025-11-25 | 39/100 | F |
| 30 | precis-mcp retospect/precis-mcp deleteeditget+5 | 8 | 2026-07-28+ | 38/100 | F |
| 31 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 32 | alibabacloud-tablestore-mcp-server aliyun/alibabacloud-tablestore-mcp-server add_memoriesdelete_all_memorieslist_memories+3 | 6 | <=2025-11-25 | 36/100 | F |
| 33 | markdown-rag-mcp mohllal/markdown-rag-mcp configgenerate_docsindex+2 | 5 | <=2025-11-25 | 35/100 | F |
| 34 | open-news-mcp rv64m/open-news-mcp list_categorieslist_filter_metadatalist_source_names+5 | 8 | <=2025-11-25 | 32/100 | F |
| 35 | MCP-Server donphi/MCP-Server get_contextproject_structureread_md_files+2 | 5 | 2026-07-28+ | 26/100 | F |
| 36 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 37 | dev-druid-mcp harrisonchu/dev-druid-mcp | 0 | 2026-07-28+ | 16/100 | F |
| 38 | data-product-hub armalite/data-product-hub analyze_dbt_modelanalyze_dbt_model_with_aianalyze_dbt_model_with_git_context+6 | 9 | 2026-07-28+ | 12/100 | F |
| 39 | ai-news-mcp-server Paras1Chauhan/ai-news-mcp-server ai_news_get_arxiv_papersai_news_get_devto_articlesai_news_get_hackernews+2 | 5 | 2026-07-28+ | 8/100 | F |
| 40 | catalyst_mcp billebel/catalyst_mcp current_usersearch_splunk | 2 | <=2025-11-25 | 8/100 | F |
| 41 | mcp-ai-wpoos nvdigitalsolutions/mcp-ai-wpoos | 0 | 2026-07-28+ | 0/100 | F |