What is the best ai & agents MCP server?

By tashan's measured score, the highest-ranked are Dsh, Dewey, Ottasia, Codesentinel, Image Compressor. 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 & skills, 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	Dsh plugin	37	0 ★	active
2	Dewey npm solid	37	65/wk	active
3	Ottasia npm solid	37	59/wk	active
4	Codesentinel npm	37	39/wk	active
5	Image Compressor npm	37	13/wk	active
6	Mempenny plugin	36	2 ★	active
7	Auto Memory plugin solid	36	154 ★	active
8	Cmux plugin solid	36	5 ★	active
9	Eigenflux plugin	36	0 ★	active
10	Agent Optimizer plugin	36	1 marketplaces	active
11	Itda Harness plugin	36	1 marketplaces	active
12	Webview Test plugin	36	0 ★	active
13	Parallax Claudecode plugin	36	0 ★	active
14	Nano Prompt plugin	36	1 marketplaces	active
15	Subagent Router plugin	36	1 marketplaces	active
16	Gemin Mirror plugin	36	1 marketplaces	active
17	Internext plugin	36	0 ★	active
18	Nanobanana npm	36	811/wk	abandoned
19	Palimem npm	36	7/wk	active
20	Mcpfold npm	36	6/wk	active
21	Accelerate plugin	35	8 ★	active
22	Agentic Council plugin	35	0 ★	active
23	AI Skills Library plugin	35	1 ★	active
24	Thinking Partner plugin	35	167 ★	active
25	Baime plugin solid	35	6 ★	active
26	Agentic Engineering plugin	35	1 marketplaces	active
27	Attune Forms plugin	35	0 ★	active
28	Lessons Learned plugin	35	1 marketplaces	active
29	Che Archive Lines plugin	35	1 marketplaces	active
30	Claude Mem Cowork plugin	35	1 marketplaces	active
31	Hf CLI plugin	35	1 marketplaces	active
32	Sprintra plugin	35	3 ★	active
33	Git Flow · jeongph plugin	35	0 ★	active
34	Gammainfra npm solid	35	75/wk	active
35	Korg Recall npm solid	35	39/wk	active
36	Collective Memory npm solid	35	30/wk	active
37	AI Relay npm	35	19/wk	active
38	Onx npm	35	16/wk	active
39	Memory · nhatnguyen9317 npm	35	5/wk	active
40	Swarm CLI npm	35	4/wk	active
41	Gitkb plugin	34	0 ★	active
42	Neko Gundan plugin	34	1 ★	active
43	Persistent Planning plugin	34	1 ★	active
44	Strategy Consultant plugin thin	34	4 ★	active
45	Agent Memory Galaxy plugin	34	1 ★	active
46	Claude Conclave plugin	34	1 ★	active
47	Token Optimizer · GeekFamilyCorp plugin	34	1 marketplaces	active
48	Autobuild plugin	34	1 marketplaces	active
49	Eve · steve-cortespineda plugin	34	0 ★	active
50	Sounds plugin	34	1 marketplaces	active
51	Styx plugin solid	33	5 ★	active
52	Shell Programming plugin	33	1 ★	active
53	Voxflow plugin solid	32	7 ★	active
54	Cyberian Control plugin solid	32	5 ★	abandoned
55	Agent Comm plugin solid	32	4 ★	active
56	Relay · basegraphhq plugin thin	32	3 ★	active
57	Gr0m Mem plugin	32	2 ★	active
58	Slopstop plugin	32	2 ★	active
59	Drafted Learn plugin	32	1 ★	active
60	Lightning Tv Expert Plugin plugin solid	31	3 ★	active
61	Semanticsearch plugin solid	30	28 ★	active
62	Claude Cognis plugin solid	30	20 ★	active
63	Memory Toolkit plugin solid	30	13 ★	active
64	Wizard plugin solid	30	7 ★	active
65	Ember Memory plugin	30	2 ★	active
66	Enam plugin	30	2 ★	active
67	Infiniteclaud plugin	30	2 ★	active
68	Claude Anti Mem plugin	30	1 ★	active
69	Fellowship plugin	30	1 ★	active
70	Lean plugin	30	1 ★	active
71	Urc plugin solid	29	13 ★	stable
72	Tk plugin	29	10 ★	abandoned
73	Llmprobe plugin	29	2 ★	active
74	Claude Bot plugin	29	1 ★	active
75	The Life Edit plugin	29	1 ★	active
76	AI Operations Consultant plugin solid	28	9 ★	abandoned
77	Gemini · arescope plugin solid	28	6 ★	active
78	Dalykit plugin solid	28	3 ★	active
79	Atelier · dudgns0908 plugin	28	2 ★	active
80	Coding Agent Skills plugin	28	1 ★	active
81	Adversarial Review · bobby-beckmann plugin solid	27	6 ★	active
82	Agent Manager plugin solid	27	6 ★	active
83	Coworker plugin	27	1 ★	active
84	Gemini Plugin Cc plugin solid	26	4 ★	active
85	Solofounder plugin solid	26	3 ★	active
86	Ensembra plugin	26	1 ★	active
87	Tianluo plugin	26	1 ★	active
88	G Cc plugin	25	2 ★	active
89	Thinkfu plugin	25	2 ★	active
90	Perforce plugin solid	24	8 ★	abandoned
91	Multi Agents plugin	24	3 ★	active
92	Decibel Peers plugin	24	1 ★	active
93	Memoriant Temporal Planner Skill plugin	24	1 ★	active
94	Harness · suhanlee plugin	24	1 ★	active
·	Plan · Mohammed-Abdelhady skill	not scored yet	8 repos	active
·	Audit · dppdppd skill	not scored yet	6 repos	active
·	Verification Before Completion skill	not scored yet	6 repos	active
·	Doctor · ory skill	not scored yet	5 repos	active
·	Learn · enderyildirim skill	not scored yet	5 repos	active
·	Recall · kalinbogatzevski skill	not scored yet	5 repos	active
·	Verify · naimkatiman skill	not scored yet	5 repos	active
·	Ask · gustavo-santos-swe skill	not scored yet	4 repos	active
·	Bootstrap · yannabadie skill	not scored yet	4 repos	active
·	Claude Opus 4 5 Migration skill	not scored yet	4 repos	active
·	Git Workflow skill	not scored yet	4 repos	active
·	Architect skill	not scored yet	3 repos	active
·	Ask · yandy-r skill	not scored yet	3 repos	active
·	Ask · shode666 skill	not scored yet	3 repos	active
·	Benchmark skill	not scored yet	3 repos	active
·	Benchmark · reevesc88 skill	not scored yet	3 repos	active
·	Blueprint skill	not scored yet	3 repos	active
·	Bootstrap skill	not scored yet	3 repos	active
·	Council · reevesc88 skill	not scored yet	3 repos	active
·	Deploy skill	not scored yet	3 repos	active
·	Doctor · kalinbogatzevski skill	not scored yet	3 repos	active
·	Explore skill	not scored yet	3 repos	active
·	Learn · xoai skill	not scored yet	3 repos	active
·	Prompt skill	not scored yet	3 repos	active
·	Recall · Yashwant00CR7 skill	not scored yet	3 repos	active
·	Subagent Orchestration skill	not scored yet	3 repos	active

Recently changed in AI & Agents

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

2026-08-11 Nanobanana — @ycse/nanobanana-mcp now reaches credentials
2026-08-05 Tk — tk now reads as abandoned, was active
2026-08-05 AI Operations Consultant — ai-operations-consultant now reads as abandoned, was active
2026-08-10 Perforce — perforce now reads as abandoned, was active

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 ›

28 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

13 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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