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74 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | mcp-server MassimilianoPili/mcp-server api_getapi_healthapi_post+6 | 9 | 2026-07-28+ | 71/100 | B |
| 2 | sparql-llm |
| 5 |
| 2026-07-28+ |
| 69/100 |
| C |
| 3 | MathModDB-MCP MaRDI4NFDI/MathModDB-MCP Batch_SPARQL_QueryExplore_OntologySPARQL_Query | 3 | 2026-07-28+ | 68/100 | C |
| 4 | RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset | 2 | 2026-07-28+ | 68/100 | C |
| 5 | orchid-youtube-mcp pablitxn/orchid-youtube-mcp delete_videoget_ingestion_statusget_sources+3 | 6 | 2026-07-28+ | 66/100 | C |
| 6 | weave-mcp maximilien/weave-mcp count_collectionscount_documentscreate_collection+15 | 18 | 2026-07-28+ | 64/100 | C |
| 7 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 8 | kb-arena xmpuspus/kb-arena job_statuslist_corporalist_strategies+3 | 6 | 2026-07-28+ | 61/100 | C |
| 9 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 10 | qdrant-loader cbtw-apac/qdrant-loader expand_clusterfind_ticket_dependenciessearch | 3 | 2026-07-28+ | 60/100 | C |
| 11 | HyperRAG adakco/HyperRAG evaluator.ragas.mcpretriever.mcp | 2 | <=2025-11-25 | 59/100 | D |
| 12 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 13 | wekadocs-matrix bgconley/wekadocs-matrix graph.childrengraph.describegraph.expand+8 | 11 | <=2025-11-25 | 59/100 | D |
| 14 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 15 | mcp-server-outlook-email Cam10001110101/mcp-server-outlook-email analyze_sentimentcategorize_emailsexport_data+9 | 12 | <=2025-11-25 | 58/100 | D |
| 16 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 17 | dataproc-mcp dipseth/dataproc-mcp cancel_dataproc_jobcheck_active_jobscreate_cluster_from_profile+19 | 22 | 2026-07-28+ | 56/100 | D |
| 18 | qdrant-neo4j-crawl4ai-mcp BjornMelin/qdrant-neo4j-crawl4ai-mcp crawl_web_pagecreate_graph_nodecreate_graph_relationship+6 | 9 | <=2025-11-25 | 56/100 | D |
| 19 | citysense olaflaitinen/citysense query_spatial_context | 1 | 2026-07-28+ | 55/100 | D |
| 20 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 21 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 22 | cherry-evals marinone94/cherry-evals get_datasethybrid_search_exampleslist_datasets+2 | 5 | <=2025-11-25 | 53/100 | D |
| 23 | google_workspace_fastmcp2 dipseth/google_workspace_fastmcp2 get_doc_contentmanage_drive_filessearch_docs | 3 | <=2025-11-25 | 52/100 | D |
| 24 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 25 | n8n-fabric ry-ops/n8n-fabric credential_createcredential_deletecredential_list+23 | 26 | 2026-07-28+ | 51/100 | D |
| 26 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 27 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 28 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 29 | multi-agent-mcp pengfeiyu112/multi-agent-mcp calculatelist_supported_formatsparse_document+3 | 6 | <=2025-11-25 | 49/100 | F |
| 30 | jarvis-assistant-vocal sosoj92/jarvis-assistant-vocal ajouter_appcall_with_messagelaunch_app | 3 | <=2025-11-25 | 48/100 | F |
| 31 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 32 | 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 |
| 33 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 34 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 35 | mattermost-mcp-host jagan-shanmugam/mattermost-mcp-host calculatorchat_completioncreate_post+11 | 14 | <=2025-11-25 | 47/100 | F |
| 36 | mcp catalystneuro/mcp get_current_timeprocess_itemsreturn_string+1 | 4 | 2026-07-28+ | 47/100 | F |
| 37 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 38 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 39 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 40 | PYTHON-Agent-MCP AdamSobieraj/PYTHON-Agent-MCP get_s3_markdown_documentget_s3_markdown_document_rangequery_knowledge_base+3 | 6 | <=2025-11-25 | 43/100 | F |
| 41 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 42 | qdrant-loader martin-papy/qdrant-loader | 0 | 2026-07-28+ | 43/100 | F |
| 43 | RecipesMessengerAuto c-azb/RecipesMessengerAuto creative_searchget_recipe | 2 | 2026-07-28+ | 42/100 | F |
| 44 | Streamlit-AI-Portfolio ambideXtrous9/Streamlit-AI-Portfolio DuckDuckGoSearchairbnb_searchretrieve_context | 3 | <=2025-11-25 | 41/100 | F |
| 45 | deep-research lorenzofavaro/deep-research get_arxiv_papersearch_arxivtavily-search | 3 | <=2025-11-25 | 41/100 | F |
| 46 | NeoCoder-neo4j-ai-workflow angrysky56/NeoCoder-neo4j-ai-workflow get_action_templateget_best_practicesget_guidance_hub+12 | 15 | <=2025-11-25 | 40/100 | F |
| 47 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 48 | gaianet-node GaiaNet-AI/gaianet-node createQdrantCollectiondecryptKeystoredeleteQdrantCollection+6 | 9 | 2026-07-28+ | 39/100 | F |
| 49 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 50 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |