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48 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 | zotero-chunk-mcp ccam80/zotero-chunk-mcp get_documentget_index_statssearch+1 | 4 | <=2025-11-25 | 65/100 | C |
| 4 | nlp2sql luiscarbonel1991/nlp2sql ask_databaseexplain_sqlexplore_schema+2 | 5 | <=2025-11-25 | 64/100 | C |
| 5 | Horizon Thysrael/Horizon hz_enrich_itemshz_fetch_itemshz_filter_items+8 | 11 | 2026-07-28+ | 60/100 | C |
| 6 | Try_make_mcp demo112/Try_make_mcp apply_suggestions_to_docbuild_projectconvert_to_excel+27 | 30 | <=2025-11-25 | 60/100 | C |
| 7 | gemini-mcp-pro marmyx77/gemini-mcp-pro ask_modelgemini_analyze_codebasegemini_analyze_image+18 | 21 | <=2025-11-25 | 60/100 | C |
| 8 | Medium-Agent nikhilpravinpise/Medium-Agent medium_batchmedium_castmedium_export+5 | 8 | 2026-07-28+ | 59/100 | D |
| 9 | Reddit-MCP-Server pvdsan/Reddit-MCP-Server create_vector_databasefetch_and_searchreturn_gemini_response+2 | 5 | 2026-07-28+ | 59/100 | D |
| 10 | the-academy im-knots/the-academy add_messageadd_participantanalyze_conversation+25 | 28 | 2026-07-28+ | 59/100 | D |
| 11 | Ollqd guttbuster/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 58/100 | D |
| 12 | llm-excel-mcp-server Ameya-Bhingurde/llm-excel-mcp-server analyze_dataclean_excelcreate_pivot_table+2 | 5 | <=2025-11-25 | 57/100 | D |
| 13 | Kaimon.jl kahliburke/Kaimon.jl agent_closeagent_governor_statusagent_interrupt+9 | 12 | <=2025-11-25 | 54/100 | D |
| 14 | academic-mcp spanwich/academic-mcp get_findingsget_limitationsget_methodology+15 | 18 | 2026-07-28+ | 54/100 | 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 | ml-mcp PushPullCommitPush/ml-mcp creds_addcreds_create_vaultcreds_list+10 | 13 | 2026-07-28+ | 50/100 | D |
| 19 | lance-mcp adiom-data/lance-mcp all_chunks_searchcatalog_searchchunks_search | 3 | 2026-07-28+ | 48/100 | F |
| 20 | 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 |
| 21 | Ollqd leomarviegas/Ollqd delete_collectionindex_codebaseindex_documents+2 | 5 | 2026-07-28+ | 47/100 | F |
| 22 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 23 | asset-aware-mcp u9401066/asset-aware-mcp get_docx_contentget_job_statusingest_docx+1 | 4 | <=2025-11-25 | 46/100 | F |
| 24 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 25 | dataagents HotTechStack/dataagents checkN8nHealthdebugEnvironmentresetConversation+12 | 15 | 2026-07-28+ | 45/100 | F |
| 26 | langgraph-claude-azure-mcp mm-repos/langgraph-claude-azure-mcp format_documentssearch_and_analyzesearch_and_summarize+1 | 4 | <=2025-11-25 | 45/100 | F |
| 27 | MCP-Excel-Manager DCode-v05/MCP-Excel-Manager append_rowlist_excel_filesread_range+2 | 5 | <=2025-11-25 | 44/100 | F |
| 28 | Rini-MCP-server mori-mmmm/Rini-MCP-server rini_code_generationrini_create_and_execute_mcp_serverrini_get_all_from_url+9 | 12 | <=2025-11-25 | 43/100 | F |
| 29 | hipocampo carrasquelalex1/hipocampo add_memorybire_searchcheckpoint_hipocampo+19 | 22 | <=2025-11-25 | 43/100 | F |
| 30 | csv-info-mcp mikytron123/csv-info-mcp count_csv_columnscount_csv_rowsget_csv_schema+1 | 4 | 2025-06-18+ | 40/100 | F |
| 31 | local-ai-mcp-servers setheerwagen/local-ai-mcp-servers cancel_trainingcheck_isolationcheck_training_env+16 | 19 | 2026-07-28+ | 39/100 | F |
| 32 | mcp-server aekanun2020/mcp-server add_directoryadd_documentationexecute_query+5 | 8 | <=2025-11-25 | 38/100 | F |
| 33 | mcp-sql DefaultVal-X/mcp-sql connectdeletedisconnect+3 | 6 | <=2025-11-25 | 38/100 | F |
| 34 | Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 | 8 | 2026-07-28+ | 36/100 | F |
| 35 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 36 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 37 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 38 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 39 | 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 |
| 40 | sciagent princeomar9009/sciagent auto_tracklog_metadatalog_metric+5 | 8 | 2026-07-28+ | 32/100 | F |
| 41 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 42 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 43 | Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series MortadhaMannai/Tunisia-AI-Uni-Tour-2026-Agentic-AI-Workflows-on-Google-Vertex-AI-Workshops-Series call_llmcreate_planexecute_action+6 | 9 | 2026-07-28+ | 28/100 | F |
| 44 | mcp-csv-server thaiha123/mcp-csv-server process-filetest | 2 | <=2025-11-25 | 23/100 | F |
| 45 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 46 | dnc-data-mcp thomaslsimpson/dnc-data-mcp describe_tablefrequent_yer_partnerspartner_source_tags+6 | 9 | 2026-07-28+ | 7/100 | F |
| 47 | Gemini-Data-Analysis-Research-MCP-Server falahgs/Gemini-Data-Analysis-Research-MCP-Server analyze-datagenerate-thinkingsend-email | 3 | 2026-07-28+ | 5/100 | F |
| 48 | mcp-paperqa-server benediktweishaupt/mcp-paperqa-server add_documentcheck_indexing_statusget_contexts+7 | 10 | <=2025-11-25 | 0/100 | F |