Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | Unranked | agentmemorymcp · ai-agents | Persistent memory for AI coding agents with hybrid retrieval, analytics, and governance controls. | No signals yet | No commit datelisted | No one-command install · Source |
| 102 | Unranked | agentops-mcpmcp · ai-agents | Exposes analytics from Claude Code transcripts as MCP tools, enabling cost, audit, safety, and efficiency queries through natural language. | No signals yet | No commit datelisted | No one-command install · Source |
| 103 | Unranked | competitive-intelligence-analystsubagent · ai-agents | Competitive intelligence and market research specialist. Use PROACTIVELY for competitor analysis, market positioning research, industry trend… | No signals yet | No commit datelisted | armory install competitive-intelligence-analyst --cli claude |
| 104 | Unranked | data-engineersubagent · ai-agents | Use this agent when you need to design, build, or optimize data pipelines, ETL/ELT processes, and data infrastructure. Invoke when designing data… | No signals yet | No commit datelisted | armory install data-engineer --cli claude |
| 105 | Unranked | data-pipelineworkflow · ai-agents | Data Pipeline Architecture | No signals yet | No commit datelisted | armory install data-pipeline --cli claude |
| 106 | Unranked | durable-mcpmcp · ai-agents | MCP server for Durable energy trading analytics that connects Claude Desktop to Snowflake data, enabling natural-language queries about spreads… | No signals yet | No commit datelisted | No one-command install · Source |
| 107 | Unranked | jedox-mcp-servermcp · ai-agents | Local MCP server for the Jedox OLAP platform enabling LLM clients to interact with Jedox databases, dimensions, cubes, cells, and rules via natural… | No signals yet | No commit datelisted | No one-command install · Source |
| 108 | Unranked | mcflamingo-local-intelmcp · ai-agents | Hyperlocal business intelligence for AI agents covering Florida and Sunbelt markets. | No signals yet | No commit datelisted | No one-command install · Source |
| 109 | Unranked | mcp-data-toolsmcp · ai-agents | A governed MCP server enabling LLM agents to query BigQuery, inspect GCS, trigger Airflow DAGs, and run data-quality checks with built-in security… | No signals yet | No commit datelisted | No one-command install · Source |
| 110 | Unranked | meetlarkmcp · ai-agents | Agent-first meeting schedule polls for humans and agents. Create polls, vote, and find times. | No signals yet | No commit datelisted | No one-command install · Source |
| 111 | Unranked | ml-data-expertsubagent · ai-agents | Expert en Machine Learning et Data Science avec Python. DOIT ÊTRE UTILISÉ pour l'analyse de données, les modèles ML/AI, le traitement de données, la… | No signals yet | No commit datelisted | armory install ml-data-expert --cli claude |
| 112 | Unranked | netlify-official-cursorrules-prompt-filerules · ai-agents | Cursor rules for Netlify development with official integration. | No signals yet | No commit datelisted | armory install netlify-official-cursorrules-prompt-file --cli claude |
| 113 | Unranked | pyspark-etl-best-practices-cursorrules-prompt-filerules · ai-agents | Cursor rules for PySpark ETL development with code style, joins, window functions, map operations, and Iceberg patterns. | No signals yet | No commit datelisted | armory install pyspark-etl-best-practices-cursorrules-prompt-file --cli claude |
| 114 | Unranked | semiotic-react-dataviz-cursorrules-prompt-filerules · ai-agents | Cursor rules for Semiotic data visualization library with 30+ chart types, MCP server, and AI-assisted chart generation. | No signals yet | No commit datelisted | armory install semiotic-react-dataviz-cursorrules-prompt-file --cli claude |
| 115 | Unranked | snowflake-snowpark-dbt-cursorrules-prompt-filerules · ai-agents | Cursor rules for Snowpark Python (DataFrames, UDFs, stored procedures) and dbt with the Snowflake adapter. | No signals yet | No commit datelisted | armory install snowflake-snowpark-dbt-cursorrules-prompt-file --cli claude |
| 116 | Unranked | vendiamcp · ai-agents | Fully managed MCP server to run any MCP compliant AI agent (Claude, ChatGPT, Gemini etc.) on any type of data (files, tables, SaaS apps, databases… | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.