Armory
Source

65,239 agent components, ranked where public evidence exists

29,112 Ranked+367 listed this weekCatalog rebuilt GitHub figures from or later

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

Most recently added to the catalog first; the date is the day it was listed.

RankScoreComponentListedDescriptionEvidenceLast commitInstall
21Unrankedplaywright-mcpmcp · browserListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
22Unrankedpodman-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
23Unrankedpubmed-mcp-server-2mcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
24Unrankedscreenpilotmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
25Unrankedvercel-ai-docs-mcpmcp · devopsListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
26Unrankedweather-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
27Unrankedynab-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
2899.233artidoro-qloracli · ai-agentsContributed by SentinelQLoRA: Efficient Finetuning of Quantized LLMs11,021 stars · 876 forks · 4 mentions · failed install testStaleNo one-command install · Source
2944.081dynamoi-music-marketing-for-ai-agents-2mcp · ai-agentsMusic marketing for AI agents. Connect ChatGPT, Claude, Cursor, and other AI agents to Dynamoi for free Spotify Smart Links, music promotion…2,562 installsNo commit datelisted No one-command install · Source
3032.108predictionmarketspicks-quant-2mcp · otherInstitutional-grade quant toolkit for prediction-market trading on Kalshi and Polymarket. Ten tools covering expected value, Kelly position sizing…1,794 installsNo commit datelisted No one-command install · Source
3124.761bls-labor-mcp-servermcp · back-endFetch US Bureau of Labor Statistics data — CPI, unemployment, wages, JOLTS, and more via MCP.1,334 installsNo commit datelisted No one-command install · Source
32Unrankedadaptive-graph-of-thoughts-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
33Unrankedadk-mcp-gemma3mcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
34Unrankedadobe-commerce-dev-mcpmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
35Unrankedai-agents-mcp-pgmcp · ai-agentsListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
36Unrankedai-spark-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
37Unrankedairylark-mcp-servermcp · back-endListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
38Unrankedaj-mcpmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
39Unrankedalibabacloud-adb-mysql-mcp-servermcp · databaseListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
40Unrankedalpaca-mcpmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo 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.

Leaderboard ranks all 29,112 scored components; Formula shows the arithmetic.

New · Armory