What is the best ai & agents MCP server?

By tashan's measured score, the highest-ranked are Puzzletide · Caravaca-Labs, Gate, Clan, Agent Poll, Crucible. 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	Puzzletide · Caravaca-Labs npm	42	60/wk	active
2	Gate npm	42	45/wk	active
3	Clan npm	42	14/wk	active
4	Agent Poll plugin	41	1 marketplaces	active
5	Crucible plugin	41	1 marketplaces	active
6	Gemini Deep Research plugin	41	1 marketplaces	active
7	Minimax plugin	41	1 marketplaces	active
8	Zai plugin	41	1 marketplaces	active
9	From The Other Side Vega plugin	41	1 marketplaces	active
10	Fh Commons plugin	41	1 marketplaces	active
11	Troth plugin	41	7 ★	active
12	Productivity plugin	41	1 marketplaces	active
13	Research · Lightbridge-KS plugin	41	1 marketplaces	active
14	Grepr plugin	41	0 ★	active
15	Harness Kit · Dfintz plugin	41	1 ★	active
16	Kimball plugin	41	1 ★	active
17	Forge · voxell npm solid	41	117/wk	active
18	Coalesce npm thin	41	78/wk	active
19	Reasonix Vision npm	41	66/wk	active
20	Freemodel npm	41	32/wk	active
21	Agenthelm npm solid	41	31/wk	active
22	Obolo npm	41	18/wk	active
23	Granite Mem npm	41	16/wk	active
24	PyAI Voice AI npm	41	5/wk	active
25	Codex Bridge plugin	40	1 marketplaces	active
26	Hydra Swarm plugin	40	2 ★	active
27	Vision Squeezer plugin	40	2 ★	active
28	Project Knowledge Capture plugin	40	0 ★	active
29	Clef plugin	40	1 ★	active
30	Segmem plugin	40	0 ★	active
31	Grok plugin	40	0 ★	active
32	Light Mem plugin	40	0 ★	active
33	Orizu plugin	40	0 ★	active
34	Pstack plugin	40	0 ★	active
35	Delegation Kit plugin	40	0 ★	active
36	Codebase Context npm solid	40	162/wk	active
37	Promptibus npm deep	40	125/wk	active
38	Orcarouter npm solid	40	119/wk	active
39	Routara LLM Gateway npm solid	40	56/wk	active
40	Slac npm solid	40	39/wk	active
41	Sensenova U1 npm solid	40	26/wk	active
42	Ratary npm	40	24/wk	active
43	Planymind npm	40	23/wk	active
44	Browserjack npm	40	22/wk	active
45	Perceptron AI npm	40	19/wk	active
46	Clfly npm	40	14/wk	active
47	Andie plugin thin	39	4 ★	active
48	Compounded plugin solid	39	5 ★	active
49	Wmux Orchestrator plugin solid	39	9 ★	active
50	Compress plugin	39	1 marketplaces	active
51	Ultratech AI Memory plugin	39	0 ★	active
52	Asaki Memory plugin	39	0 ★	active
53	Multi Review plugin	39	1 marketplaces	active
54	Google Flow plugin	39	1 marketplaces	active
55	Verify Before Claim plugin	39	1 marketplaces	active
56	Deskkit plugin	39	0 ★	active
57	Flowplus plugin	39	0 ★	active
58	Rein plugin	39	0 ★	active
59	Awino plugin	39	0 ★	active
60	Toolsy plugin	39	0 ★	active
61	Vuild Learn Skills plugin	39	0 ★	active
62	Delegate Local plugin	39	0 ★	active
63	Zmem plugin	39	0 ★	active
64	Coding Skills plugin	39	0 ★	active
65	Context Mem npm solid	39	96/wk	active
66	Kodiak npm	39	39/wk	active
67	Agent Broker npm	39	22/wk	active
68	Clawtex npm	39	20/wk	active
69	Codealive plugin	38	1 marketplaces	active
70	Phone A Friend plugin	38	1 marketplaces	active
71	Phone A Friend Paf plugin	38	1 marketplaces	active
72	Sap Superpowers plugin solid	38	5 ★	active
73	Evals · tessaryai plugin	38	1 marketplaces	active
74	Crew · tessaryai plugin	38	1 marketplaces	active
75	Image Processing And Computer Vision plugin	38	1 marketplaces	active
76	Codex DeepSeek Subagent plugin	38	1 marketplaces	active
77	History plugin	38	2 ★	active
78	Deep Research Prompt Creator plugin	38	1 marketplaces	active
79	Token Discipline plugin	38	1 marketplaces	active
80	Dev Kit plugin	38	0 ★	active
81	Philosophers Toolkit plugin	38	1 marketplaces	active
82	Systems Thinking Toolkit plugin	38	1 marketplaces	active
83	Arlo plugin	38	0 ★	active
84	Watch · DawnEver plugin	38	1 marketplaces	active
85	Deep Memory plugin	38	0 ★	active
86	Intersearch plugin	38	0 ★	active
87	Router npm	38	1k/wk	abandoned
88	Repomemory npm solid	38	97/wk	active
89	Coherenceos npm solid	38	90/wk	active
90	Grok CLI npm solid	38	58/wk	active
91	Ariel Memory npm solid	38	52/wk	active
92	Seracade npm	38	50/wk	active
93	Gru953 Crew npm	38	44/wk	active
94	API Translator npm deep	38	18/wk	active
95	Glm Workflow npm deep	38	17/wk	active
96	Jp AI npm	38	16/wk	active
97	Modelstat npm	38	16/wk	active
98	Lumen plugin	37	2 marketplaces	active
99	Ask Codex · hiroro-work plugin	37	1 marketplaces	active
100	Ask Gemini · hiroro-work plugin	37	1 marketplaces	active
101	LLM Council Creator plugin	37	1 marketplaces	active
102	AI Model Research plugin	37	1 marketplaces	active
103	Shode House plugin	37	0 ★	active
104	Cortex Model plugin	37	1 marketplaces	active
105	Relay Recon plugin	37	1 marketplaces	active
106	Fit Train plugin	37	1 marketplaces	active
107	Fit Tune plugin	37	1 marketplaces	active
108	Score Eval plugin	37	1 marketplaces	active
109	Drift Recon plugin	37	1 marketplaces	active
110	Vect Embed plugin	37	1 marketplaces	active
111	Tune Prompt plugin	37	1 marketplaces	active
112	Queue plugin	37	1 marketplaces	active
113	Multi Port plugin	37	1 marketplaces	active
114	Trace · tonone-ai plugin	37	1 marketplaces	active
115	Trace Debug plugin	37	1 marketplaces	active
116	Embed plugin	37	1 marketplaces	active
117	Embed Search plugin	37	1 marketplaces	active
118	Eval Harness plugin	37	1 marketplaces	active
119	Evals · tonone-ai plugin	37	1 marketplaces	active
120	Apex Route plugin	37	1 marketplaces	active

Recently changed in AI & Agents

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

2026-08-10 Coalesce — coalesce-mcp now reaches filesystem
2026-08-10 Codebase Context — codebase-context now reaches filesystem
2026-08-11 Granite Mem — granite-mem now reaches database
2026-08-11 Router — @agentpmt/mcp-router now runs a script when it installs

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 ›

20 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

10 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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