What is the best ai & agents MCP server?

By tashan's measured score, the highest-ranked are Mlflow, Alphagenome, Cuba Memorys, Atx, Nonlinear Calendar. the score combines upkeep and freshness, gated by real adoption — every input is public and linked to its source.

How many ai & agents MCP servers are there?

tashan currently measures 120 capabilities in this category out of its full tracked corpus. The count moves as servers are published and as adoption changes.

How is the ranking calculated?

From public signal only: npm download volume and publish cadence, GitHub push/release recency, contributor count, registry status, and how often the server appears in real public agent configs. Nobody can pay to change a score, rank, or listing.

The Index · AI & Agents

AI & Agents MCP servers & plugins, ranked

Reasoning, agents, model & LLM orchestration. tashan measures 120 capabilities here. Ranked on upkeep, freshness and real adoption, every input public. How we measure ›

#	Capability	tashan	Evidence	Health
1	Mlflow plugin solid	61	61 ★	active
2	Alphagenome plugin	61	159 ★	active
3	Cuba Memorys npm solid	61	988/wk	active
4	Atx npm	61	752/wk	active
5	Nonlinear Calendar npm	61	742/wk	active
6	Amanat npm	61	631/wk	active
7	Girder npm	61	356/wk	active
8	Vecline npm	61	343/wk	active
9	Lionchat npm	61	264/wk	active
10	Dev Flow Tech npm	61	247/wk	active
11	Masv npm	61	221/wk	active
12	Hluaguo Learn Faster Kit plugin	60	374 ★	active
13	Luma npm solid	60	519/wk	active
14	DeepSeek · arikusi npm	60	491/wk	active
15	Inference npm	60	482/wk	active
16	Amicus npm solid	60	471/wk	active
17	GitDealFlow — GitHub signals for startup investors npm	60	445/wk	active
18	Xmemo npm	60	406/wk	active
19	Moxxy npm	60	328/wk	active
20	Samp npm	60	314/wk	active
21	Velixar npm solid	60	313/wk	active
22	Servicenow npm	60	284/wk	active
23	Understanding Graph npm	60	254/wk	active
24	Convertcom npm	60	235/wk	active
25	Getterdone npm	60	221/wk	active
26	Flowrelay npm	60	207/wk	active
27	Realm CLI npm	60	198/wk	active
28	ikeytz – Schlüsseldienst Ludwigsburg npm	60	183/wk	active
29	Mnemosyne OS npm	60	176/wk	active
30	Closedloop plugin solid	59	102 ★	active
31	Agent Eval Harness plugin solid	59	35 ★	active
32	Cognee Memory plugin	59	83 ★	active
33	Agent Hq npm	59	558/wk	active
34	Openbotcity npm thin	59	510/wk	active
35	Leclap npm	59	427/wk	active
36	Contextstream npm	59	361/wk	active
37	Macos Vision npm	59	219/wk	active
38	walkerOS Flow npm	59	218/wk	active
39	Th Memory npm	59	139/wk	active
40	PACT plugin	58	71 ★	active
41	Distil npm	58	587/wk	active
42	Ellmos Homebase npm solid	58	483/wk	active
43	Sap Abap npm solid	58	440/wk	active
44	Gitmem npm	58	338/wk	active
45	Toon Memory npm deep	58	299/wk	active
46	The Commons npm	58	226/wk	active
47	Contextos npm	58	196/wk	active
48	Linksee Memory npm	58	96/wk	active
49	Noosphere plugin deep	57	18 ★	active
50	Imprint plugin solid	57	98 ★	active
51	Probabl Skills plugin solid	57	74 ★	active
52	Hypequery npm	57	551/wk	active
53	Enquire npm	57	477/wk	active
54	Jvmsrc npm solid	57	451/wk	active
55	Autorouter npm	57	409/wk	active
56	Matchu Patchu npm thin	57	383/wk	active
57	Meaning Model npm	57	381/wk	active
58	Nitpicker npm	57	316/wk	active
59	Vectros AI npm	57	310/wk	active
60	Sprigr npm	57	306/wk	active
61	Claw Orchestrator npm deep	57	294/wk	active
62	Pluxx npm	57	281/wk	active
63	Argosvix npm solid	57	280/wk	active
64	Koda npm	57	274/wk	active
65	Tensorfeed npm solid	57	249/wk	active
66	Guniweb Sap npm	57	169/wk	active
67	Tokst npm	57	163/wk	active
68	Recursive Decomposition plugin	56	46 ★	active
69	Gemini MCP Tool npm	56	2k/wk	active
70	Sthayi npm	56	564/wk	active
71	Callmux npm deep	56	525/wk	active
72	Claude MCP Bridge npm solid	56	471/wk	active
73	Summer Engine npm	56	346/wk	active
74	State Memory npm deep	56	335/wk	active
75	Open Zk Kb npm	56	321/wk	active
76	Agentled npm solid	56	298/wk	active
77	Sap Adt npm deep	56	275/wk	active
78	Short Video Agent Kit npm	56	267/wk	active
79	Vibeframe npm	56	249/wk	active
80	Forgekit npm solid	56	218/wk	active
81	Voice npm	56	198/wk	active
82	Clawmem npm deep	56	144/wk	active
83	Crowdsec plugin solid	55	21 ★	active
84	Guide · OriNachum plugin solid	55	117 ★	active
85	Lightrun plugin thin	55	27 ★	active
86	CLI Core npm	55	22k/wk	active
87	Seed Viz npm	55	770/wk	active
88	Vibo Memory npm	55	466/wk	active
89	Memorykit npm	55	444/wk	active
90	Ask LLM npm solid	55	380/wk	active
91	Wontopos npm	55	344/wk	active
92	StudioMeyer Academy npm	55	330/wk	active
93	Kodelyth Ecc npm solid	55	307/wk	active
94	Neuroflow npm	55	307/wk	active
95	Reportflow npm	55	258/wk	active
96	Marrow · @marrowid npm	55	252/wk	active
97	Mnemoverse Memory npm solid	55	239/wk	active
98	Keepmind npm thin	55	234/wk	active
99	Converse npm deep	55	228/wk	active
100	Sub Agents npm solid	55	226/wk	active
101	Oxtail npm deep	55	222/wk	active
102	Council npm solid	55	221/wk	active
103	Apteva npm	55	204/wk	active
104	Claude Sessions npm solid	55	150/wk	active
105	Sticky npm	55	104/wk	active
106	Cxpak plugin deep	54	19 ★	active
107	Flow Lean plugin	54	14 ★	active
108	Mubit Memory plugin	54	13 ★	active
109	Atlascloud npm	54	537/wk	active
110	Prompt Enhancer npm	54	460/wk	active
111	Nano Banana npm	54	453/wk	active
112	Vision npm	54	358/wk	active
113	AI Netcafe npm	54	348/wk	active
114	Claude Memory Hub npm	54	310/wk	active
115	Webhound npm solid	54	267/wk	active
116	Pastepile npm	54	254/wk	active
117	Gateway · mcp-rating npm	54	240/wk	active
118	Contextforge npm solid	54	230/wk	active
119	Janusmcp npm solid	54	208/wk	active
120	Capivv npm	54	172/wk	active

Recently changed in AI & Agents

155 changes recorded here in the last 45 days, newest and most serious first.

2026-08-05 Memorykit — memorykit now reaches filesystem
2026-08-10 Luma — luma-mcp now reaches network
2026-08-10 Samp — samp-mcp now reaches credentials
2026-08-10 Servicenow — @tedorigawa001/servicenow-mcp now reaches credentials

This page cannot know what you run. tashan doctor reads your own config and names which of these you have — Pro adds the history behind each, and what to move to.

tashan Pro — $6/mo ›

42 of these are graded against their own documentation. The rest carry adoption and upkeep signal only. We publish what is measured and name what is not.

Head to head

The question people actually ask, answered with two measurements taken the same day by the same scorer.

Eve vs Sequential Thinking Cline vs Sequential Thinking Sequential Thinking vs Z AI Neurolink vs Sequential Thinking Clawdi vs Sequential Thinking Todos vs Sequential Thinking Claude Flow vs Sequential Thinking Cline vs Eve Eve vs Z AI Eve vs Neurolink Clawdi vs Eve Eve vs Todos

Other categories

Browser & Web Search Database Dev Tools & CI Cloud & Infra Files & Memory Data & Analytics Docs & Knowledge Communication Design Finance & Crypto Productivity Security Other

See the full Index ›

tashan Pro$6/mo

155 changes across AI & Agents capabilities in the last 45 days. A new advisory, an install script appearing, a maintainer leaving. All listed free above. Pro keeps the series behind each row, so a number today comes with a direction.

The whole series behind any row, back to the first day we measured it
The replacement, named — not just the news that something died
tashan doctor over your own config, on your own machine

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