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58 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 |
| RagScore HZYAI/RagScore evaluate_raggenerate_qa_dataset |
| 2 |
| 2026-07-28+ |
| 68/100 |
| C |
| 3 | envector-mcp-server CryptoLabInc/envector-mcp-server create_indexdeletedelete_index+9 | 12 | <=2025-11-25 | 62/100 | C |
| 4 | data-forge-mcp angrysky56/data-forge-mcp clean_datasetdata_forge_instructionsextract_signals+12 | 15 | 2026-07-28+ | 61/100 | C |
| 5 | searchless-ngx hensing/searchless-ngx get_current_datesearch_paperless_metadata | 2 | 2026-07-28+ | 61/100 | C |
| 6 | paper-scout jonradoff/paper-scout assess_significancegenerate_summary_contextget_interest_profile+7 | 10 | 2026-07-28+ | 59/100 | D |
| 7 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 8 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 9 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 10 | graphrag-kyc-agent neo4j-product-examples/graphrag-kyc-agent create_memoryfind_customer_ringsfind_customers_in_rings+6 | 9 | <=2025-11-25 | 56/100 | D |
| 11 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 12 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | D |
| 13 | RSSidian pedramamini/RSSidian disable_peer_throughenable_peer_throughget_article+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 | agent-zot Claudiusvs/agent-zot fetchsearchzot_daemon_status+6 | 9 | 2026-07-28+ | 51/100 | D |
| 16 | pocket-data-scientist Real4LA/pocket-data-scientist compare_columnscorrelation_matrixdata_quality_report+10 | 13 | 2025-06-18+ | 51/100 | D |
| 17 | solr-mcp allenday/solr-mcp solr_list_collectionssolr_selectsolr_semantic_select+1 | 4 | <=2025-11-25 | 51/100 | D |
| 18 | undesirables-mcp-server sailorpepe/undesirables-mcp-server analyze_beatscreate_bannercreate_memory_relation+35 | 38 | <=2025-11-25 | 51/100 | D |
| 19 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 20 | MCP_Catalog Swissbit92/MCP_Catalog brave_web_searchexecute_swapfetch_url+11 | 14 | 2026-07-28+ | 48/100 | F |
| 21 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 22 | 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 |
| 23 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 24 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 25 | auto-news arbyazra123/auto-news check_docker_statusget_newsget_news_status+2 | 5 | 2026-07-28+ | 47/100 | F |
| 26 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 27 | expert-octo-guide tituslhy/expert-octo-guide chat_with_docsgenerate_poemgenerate_poem+4 | 7 | <=2025-11-25 | 46/100 | F |
| 28 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 29 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 30 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 31 | iMessage_MCPServer_AdvancedInsights rallyventurepartners/iMessage_MCPServer_AdvancedInsights check_consentemotion_timeline_toolimsg_anomaly_scan+15 | 18 | 2026-07-28+ | 44/100 | F |
| 32 | brain-ecosystem timmeck/brain-ecosystem brain_benchmark_historybrain_benchmark_runbrain_benchmark_score+15 | 18 | <=2025-11-25 | 43/100 | F |
| 33 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 34 | Autonomous-Cloud-Governance SiD-array/Autonomous-Cloud-Governance analyze_topiccalculate_simulated_costcheck_connection+13 | 16 | 2026-07-28+ | 42/100 | F |
| 35 | lancedb-mcp-server lancedb/lancedb-mcp-server ingest_docsquery_tabletable_details | 3 | 2026-07-28+ | 42/100 | F |
| 36 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 37 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 38 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 39 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 40 | AI4Semantics-MCP-server SEMICeu/AI4Semantics-MCP-server add_attributeadd_classadd_connector+8 | 11 | 2026-07-28+ | 36/100 | F |
| 41 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 42 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 43 | databricks-docs-mcp yang0733/databricks-docs-mcp get_server_statustrigger_refresh | 2 | <=2025-11-25 | 35/100 | F |
| 44 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 45 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 46 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 47 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |
| 48 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 49 | zhishui-multi-agent-AI-management-system whocomestoget/zhishui-multi-agent-AI-management-system evaluate_employee_efficiencygenerate_efficiency_report | 2 | <=2025-11-25 | 31/100 | F |
| 50 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |