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275 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 201 |
| Agentic-AI dunky-star/Agentic-AI chatdownload_and_extract_repoenv_content+5 |
| 8 |
| 2026-07-28+ |
| 36/100 |
| F |
| 202 | Kaepsele ProfEngel/Kaepsele run_all_benchmarksrun_benchmark | 2 | 2026-07-28+ | 36/100 | F |
| 203 | openaq-pipeline Rafo044/openaq-pipeline command_run_all_testscommand_start_all_containersdocker_check_permissions+4 | 7 | 2026-07-28+ | 36/100 | F |
| 204 | sajhamcpserver ajsinha/sajhamcpserver alpha_vantage_stock_datacoingecko_crypto_dataduckdb_query+9 | 12 | 2026-07-28+ | 36/100 | F |
| 205 | mcp-jupyter-server Kiwi-520/mcp-jupyter-server create_cell | 1 | 2026-07-28+ | 35/100 | F |
| 206 | dataops_mcp_server rohithay/dataops_mcp_server AnalyzeQueryCostToolCreateOptimizationPRToolDetectCostAnomalies+2 | 5 | <=2025-11-25 | 34/100 | F |
| 207 | ics6-Java-mcp-csv-server RozeQz/ics6-Java-mcp-csv-server process-file | 1 | 2026-07-28+ | 34/100 | F |
| 208 | mcp-kafka RichardDally/mcp-kafka count_actionget_usage_metrics | 2 | <=2025-11-25 | 34/100 | F |
| 209 | spring-mcp-csv-server StepByStepler/spring-mcp-csv-server processFile | 1 | 2026-07-28+ | 34/100 | F |
| 210 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 211 | QCX QueueLab/QCX documentRetrievegeospatialQueryToolmapbox_geocode_location+4 | 7 | <=2025-11-25 | 33/100 | F |
| 212 | world-intel-mcp marc-shade/world-intel-mcp | 0 | 2026-07-28+ | 33/100 | F |
| 213 | 4D-ARE ybeven/4D-ARE connectconnectdisconnect+27 | 30 | 2026-07-28+ | 32/100 | F |
| 214 | 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 |
| 215 | anish-projects anishtallapureddy/anish-projects Azure Cosmos DBAzure SQLDatabricks+21 | 24 | 2026-07-28+ | 32/100 | F |
| 216 | codeanalyst_agent baner29/codeanalyst_agent get_file_contentssearch_code | 2 | 2026-07-28+ | 32/100 | F |
| 217 | open-news-mcp rv64m/open-news-mcp list_categorieslist_filter_metadatalist_source_names+5 | 8 | <=2025-11-25 | 32/100 | F |
| 218 | Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- Herman940306/Local-AI-home-assistant-with-MCP-server-and-UI-UX-Home-Assistant-integration- ai_integrationarchitecture_analysiscompliance_validation+17 | 20 | 2026-07-28+ | 31/100 | F |
| 219 | mcp-ollama-postgres rajeevchandra/mcp-ollama-postgres sql://query | 1 | 2026-07-28+ | 31/100 | F |
| 220 | Agentic-AI-AGNO Anshul261/Agentic-AI-AGNO anthropic_claude_inferenceazure_openai_inferencecerebras_inference+20 | 23 | 2026-07-28+ | 29/100 | F |
| 221 | mcpseverdbs milan9527/mcpseverdbs aurora_data_api_insert_test_datacreate_rds_mysql_instancecreate_rds_mysql_instance_china+3 | 6 | 2026-07-28+ | 29/100 | F |
| 222 | GrEBI EBISPOT/GrEBI grebi_ingest_biomappingsgrebi_ingest_biostudiesgrebi_ingest_expression_atlas+15 | 18 | 2026-07-28+ | 28/100 | F |
| 223 | 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 |
| 224 | dm-mcp-server Sid-Li/dm-mcp-server health_check | 1 | 2026-07-28+ | 27/100 | F |
| 225 | neurondb neurondb/neurondb | 0 | 2026-07-28+ | 27/100 | F |
| 226 | mcp-server-toolkit ChunkyTortoise/mcp-server-toolkit | 0 | 2026-07-28+ | 26/100 | F |
| 227 | wind-mcp-server pixeleishen/wind-mcp-server edbtdayswsd+3 | 6 | 2026-07-28+ | 26/100 | F |
| 228 | agentic-ai-nano fwornle/agentic-ai-nano | 0 | 2026-07-28+ | 25/100 | F |
| 229 | tabletalk wtbates99/tabletalk | 0 | 2026-07-28+ | 25/100 | F |
| 230 | gfs Guepard-Corp/gfs checkoutcommitcompute+4 | 7 | 2026-07-28+ | 23/100 | F |
| 231 | mcp-csv-server thaiha123/mcp-csv-server process-filetest | 2 | <=2025-11-25 | 23/100 | F |
| 232 | openbb-widgets-json-mcp DidierRLopes/openbb-widgets-json-mcp ai-agents_ai-agentsapps_appsdata-integration+33 | 36 | 2026-07-28+ | 23/100 | F |
| 233 | scitex-hub scitex-ai/scitex-hub audiocaptureclew+14 | 17 | 2026-07-28+ | 23/100 | F |
| 234 | ctpp-mcp hesscl/ctpp-mcp | 0 | <=2025-11-25 | 22/100 | F |
| 235 | LLM-RAG-Agent-Tutorial mac999/LLM-RAG-Agent-Tutorial python_repl_toolsearch_news | 2 | 2026-07-28+ | 21/100 | F |
| 236 | data-commons-search EOSC-Data-Commons/data-commons-search search_datasearch_tools | 2 | 2026-07-28+ | 20/100 | F |
| 237 | gateway centralmind/gateway discover_datalist_tablesprepare_query+1 | 4 | <=2025-11-25 | 20/100 | F |
| 238 | genpark-agentic-data-pipeline-generator-skill alphaparkinc/genpark-agentic-data-pipeline-generator-skill execute_skill_action | 1 | 2026-07-28+ | 18/100 | F |
| 239 | redd-archiver 19-84/redd-archiver archive://recent-postsarchive://search-helparchive://stats+4 | 7 | 2026-07-28+ | 18/100 | F |
| 240 | DB-Coder freshman-db/DB-Coder | 0 | <=2025-11-25 | 16/100 | F |
| 241 | mcp-servers rohitiquest/mcp-servers | 0 | 2026-07-28+ | 16/100 | F |
| 242 | orionbelt-semantic-layer ralforion/orionbelt-semantic-layer Compile Advanced QueryCompile QueryDescribe Model+27 | 30 | 2026-07-28+ | 16/100 | F |
| 243 | synapse-mcp Sage-Bionetworks/synapse-mcp get_entityget_entity_aclget_entity_annotations+3 | 6 | 2026-07-28+ | 16/100 | F |
| 244 | RaceSimQA alxliv/RaceSimQA compare_batchesfind_batches_for_scenarioget_batch_details+10 | 13 | 2026-07-28+ | 12/100 | F |
| 245 | ResearchGravity Dicoangelo/ResearchGravity auto_delegate_monitorcoherence_arcscoherence_moments+21 | 24 | <=2025-11-25 | 12/100 | F |
| 246 | 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 |
| 247 | nlqueries nlqueries/nlqueries get_agent_schemaget_cache_statsget_query_history+6 | 9 | 2026-07-28+ | 12/100 | F |
| 248 | NeuronIP neurondb/NeuronIP createIngestionJobcreateMetricgetAuditLogs+5 | 8 | 2026-07-28+ | 11/100 | F |
| 249 | mamba-mcp sequenzia/mamba-mcp delete_fileget_issueget_mr+9 | 12 | 2026-07-28+ | 11/100 | F |
| 250 | mermaid-mcp jboursiquot/mermaid-mcp ERD Generator | 1 | 2026-07-28+ | 11/100 | F |