What is the best ai & agents MCP server?

By tashan's measured score, the highest-ranked are Ainative Opencode Memory, Claude Code DeepSeek Delegator, Openpouch, Agent Observability, Cadlens. 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	Ainative Opencode Memory npm solid	47	86/wk	active
2	Claude Code DeepSeek Delegator npm	47	82/wk	active
3	Openpouch npm	47	74/wk	active
4	Agent Observability npm solid	47	72/wk	active
5	Cadlens npm	47	66/wk	active
6	Tacitus npm	47	63/wk	active
7	Jorgex Stack npm	47	53/wk	active
8	Nanoodle npm	47	53/wk	active
9	Task npm	47	34/wk	active
10	Ace Swarm npm	47	21/wk	active
11	Togetherai Skills plugin	46	2 marketplaces	—
12	Daytona plugin	46	2 marketplaces	—
13	Mistral plugin deep	46	14 ★	active
14	Crew pkg solid	46	14/wk	active
15	Jetty plugin solid	46	3 ★	active
16	Sefi Core plugin	46	1 ★	active
17	Proxyllm npm thin	46	156/wk	active
18	Memory · arjunkumargiri npm	46	124/wk	active
19	Neurakeep npm solid	46	101/wk	active
20	Marsnme npm solid	46	90/wk	active
21	TTS Voicevox npm	46	61/wk	active
22	Delegate Team npm	46	46/wk	active
23	Tenetvault npm	46	17/wk	active
24	Sema plugin solid	45	9 ★	active
25	Triflux plugin solid	45	7 ★	active
26	Torch Xpu Run plugin	45	1 marketplaces	active
27	Vllm Xpu Run plugin	45	1 marketplaces	active
28	Vllm Xpu Bench plugin	45	1 marketplaces	active
29	Model Can It Fit plugin	45	1 marketplaces	active
30	Sglang Xpu Bench plugin	45	1 marketplaces	active
31	Vllm Xpu Profile plugin	45	1 marketplaces	active
32	Xpu Deploy Plan plugin	45	1 marketplaces	active
33	Xpu Model Type Detect plugin	45	1 marketplaces	active
34	Taskferry plugin	45	0 ★	active
35	Meta plugin	45	1 marketplaces	active
36	Anycloud plugin	45	1 ★	active
37	Anaxigraph plugin	45	1 ★	active
38	Codex npm solid	45	577/wk	active
39	Mafdet npm	45	76/wk	active
40	Postcept npm solid	45	69/wk	active
41	37soul npm thin	45	62/wk	active
42	Proposition 65 npm	45	60/wk	active
43	Typeset npm	45	39/wk	active
44	Bsv Specmate npm	45	38/wk	active
45	Packmind npm	45	35/wk	active
46	three.ws Coin Clash npm	45	35/wk	active
47	Aio npm	45	21/wk	active
48	Data Engineering plugin	44	3 marketplaces	active
49	Docuseal plugin	44	7 ★	active
50	Agent Orchestra plugin	44	3 ★	active
51	Rashomon plugin	44	17 ★	active
52	Ncp · kulkarni2u plugin	44	2 ★	active
53	Memento · psraghuveer npm	44	138/wk	active
54	Alephant npm	44	101/wk	active
55	Puzzletide npm solid	44	80/wk	active
56	Frugal · brainsparker npm	44	68/wk	active
57	Clawdcursor npm	44	62/wk	active
58	Hipocampus plugin solid	43	160 ★	active
59	Munin Memory plugin	43	3 ★	active
60	Fable Baton plugin solid	43	21 ★	active
61	Deep Research plugin	43	1 marketplaces	active
62	Okf Memory plugin	43	1 marketplaces	active
63	Planning With Files plugin	43	1 marketplaces	active
64	Show Me Your Work plugin	43	1 marketplaces	active
65	Deep Review · Sungmin-Cho plugin	43	1 ★	active
66	Claude Code Multisession plugin	43	1 ★	active
67	Ask Experts npm	43	2k/wk	active
68	Cavemem npm solid	43	610/wk	active
69	Pharaoh npm	43	231/wk	active
70	Logic npm solid	43	80/wk	active
71	Lorg npm solid	43	71/wk	active
72	Claude Find npm solid	43	68/wk	active
73	Abapilot npm solid	43	61/wk	active
74	Opengate npm solid	43	61/wk	active
75	Knitbrain npm	43	31/wk	active
76	Codeatlas npm thin	43	29/wk	active
77	Dominion Flow plugin deep	42	77 ★	active
78	Nano Banana 2 plugin	42	1 marketplaces	—
79	Promptify plugin	42	1 marketplaces	—
80	Qdrant plugin	42	1 marketplaces	active
81	Git · Flopsstuff plugin	42	1 marketplaces	—
82	Nnsight plugin solid	42	9 ★	active
83	Coding Tutor plugin	42	1 marketplaces	—
84	Sap Abap · AndreaFusar plugin	42	1 marketplaces	—
85	Sap Abap Cds plugin	42	1 marketplaces	—
86	Sap AI Core plugin	42	1 marketplaces	—
87	Sap API Style plugin	42	1 marketplaces	—
88	Sap Btp Best Practices plugin	42	1 marketplaces	—
89	Sap Btp Cias plugin	42	1 marketplaces	—
90	Sap Btp Cloud Logging plugin	42	1 marketplaces	—
91	Sap Btp Cloud Platform plugin	42	1 marketplaces	—
92	Sap Btp Connectivity plugin	42	1 marketplaces	—
93	Sap Btp Developer Guide plugin	42	1 marketplaces	—
94	Sap Btp Integration Suite plugin	42	1 marketplaces	—
95	Sap Btp Intelligent Situation Automation plugin	42	1 marketplaces	—
96	Sap Btp Job Scheduling plugin	42	1 marketplaces	—
97	Sap Btp Master Data Integration plugin	42	1 marketplaces	—
98	Sap Btp Service Manager plugin	42	1 marketplaces	—
99	Sap Cloud SDK AI plugin	42	1 marketplaces	—
100	Sap Fiori Tools plugin	42	1 marketplaces	—
101	Sap Hana Cloud Data Intelligence plugin	42	1 marketplaces	—
102	Sap Hana Ml plugin	42	1 marketplaces	—
103	Sap Sac Planning plugin	42	1 marketplaces	—
104	Sap Sac Scripting plugin	42	1 marketplaces	—
105	Sap Sqlscript plugin	42	1 marketplaces	—
106	Model Training Ops plugin	42	1 marketplaces	—
107	AI Operations plugin	42	1 marketplaces	—
108	Knowledge Graph plugin	42	4 ★	active
109	Honcho plugin	42	1 marketplaces	active
110	NextDNS API Expert plugin	42	1 marketplaces	—
111	NextDNS CLI Specialist plugin	42	1 marketplaces	—
112	Lr plugin	42	0 ★	active
113	Loops plugin	42	1 marketplaces	—
114	Reviews plugin	42	1 marketplaces	—
115	Query · PSPDFKit-labs plugin	42	1 marketplaces	—
116	Aitd plugin	42	1 marketplaces	—
117	Oh My Harness plugin	42	1 ★	active
118	Nlsmdn plugin	42	0 ★	active
119	Model Advisor plugin	42	0 ★	active
120	Maestro npm	42	137/wk	active

Recently changed in AI & Agents

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

2026-08-10 Cavemem — cavemem now reaches database
2026-08-10 Codeatlas — codeatlas-mcp-server now reaches credentials, filesystem
2026-08-11 Task — @just-every/mcp-task now reaches credentials, filesystem
2026-08-11 Tenetvault — @tenetvault/mcp-server now reaches database

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 ›

25 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

28 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
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