What is the best ai & agents MCP server?

By tashan's measured score, the highest-ranked are Compress · ilang-ai, Cost Explain, Decision Translate, Full Review, Go Live. 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 skills, ranked

Reasoning, agents, model & LLM orchestration. tashan measures 120 capabilities here and ranks them by tashan score — a transparent composite of upkeep, freshness and real adoption. How we measure ›

#	Capability	tashan	Evidence	Health
·	Compress · ilang-ai skill	not scored yet	1 repos	active
·	Cost Explain skill	not scored yet	1 repos	active
·	Decision Translate skill	not scored yet	1 repos	active
·	Full Review skill	not scored yet	1 repos	active
·	Go Live skill	not scored yet	1 repos	active
·	Judge When To Ask skill	not scored yet	1 repos	active
·	Learn Mistake skill	not scored yet	1 repos	active
·	Learn Pattern skill	not scored yet	1 repos	active
·	Learn Preference skill	not scored yet	1 repos	active
·	Memory · ilang-ai skill	not scored yet	1 repos	active
·	Milestone skill	not scored yet	1 repos	active
·	Multi Device skill	not scored yet	1 repos	active
·	Plan Breakdown skill	not scored yet	1 repos	active
·	Plan Estimate skill	not scored yet	1 repos	active
·	Progress Report skill	not scored yet	1 repos	active
·	Project Roadmap skill	not scored yet	1 repos	active
·	Requirement Lock skill	not scored yet	1 repos	active
·	Run On skill	not scored yet	1 repos	active
·	Understand Intent skill	not scored yet	1 repos	active
·	User Level Detect skill	not scored yet	1 repos	active
·	Verify Completion skill	not scored yet	1 repos	active
·	Longform Upgrade skill	not scored yet	1 repos	active
·	AI Hallucination Fact Check Protocol skill	not scored yet	1 repos	active
·	Curriculum Crosswalk skill	not scored yet	1 repos	active
·	Backwards Design Unit Planner skill	not scored yet	1 repos	active
·	Competency Unpacker skill	not scored yet	1 repos	active
·	Criterion Referenced Rubric Generator skill	not scored yet	1 repos	active
·	Discipline Specific Critical Thinking Task Designer skill	not scored yet	1 repos	active
·	Scaffolded Task Modifier skill	not scored yet	1 repos	active
·	Experiential Learning Cycle Designer skill	not scored yet	1 repos	active
·	Explicit Instruction Sequence Builder skill	not scored yet	1 repos	active
·	Think Aloud Script Generator skill	not scored yet	1 repos	active
·	Cross Cultural Task Validity Checker skill	not scored yet	1 repos	active
·	Emergent Project Design Scaffold skill	not scored yet	1 repos	active
·	Place Based Inquiry Anchor skill	not scored yet	1 repos	active
·	Udl Barrier Anticipator skill	not scored yet	1 repos	active
·	Critical Thinking Task Designer skill	not scored yet	1 repos	active
·	Reading Comprehension Strategy Selector skill	not scored yet	1 repos	active
·	Interleaving Unit Planner skill	not scored yet	1 repos	active
·	Retrieval Practice Generator skill	not scored yet	1 repos	active
·	Spaced Practice Scheduler skill	not scored yet	1 repos	active
·	Assessment Design Orchestrator skill	not scored yet	1 repos	active
·	Coherent Rubric Logic Builder skill	not scored yet	1 repos	active
·	Compassionate Systems Awareness Orchestrator skill	not scored yet	1 repos	active
·	Inclusive Design Orchestrator skill	not scored yet	1 repos	active
·	Multi Perspective Decision Wheel skill	not scored yet	1 repos	active
·	Place Based Curriculum Orchestrator skill	not scored yet	1 repos	active
·	Seeds Regenerative Inquiry Cycle skill	not scored yet	1 repos	active
·	Self Determined Project Design Protocol skill	not scored yet	1 repos	active
·	Competency Framework Translator skill	not scored yet	1 repos	active
·	Instructional Coaching Conversation Guide skill	not scored yet	1 repos	active
·	Pedagogical Content Knowledge Developer skill	not scored yet	1 repos	active
·	Reflective Practice Prompt Generator skill	not scored yet	1 repos	active
·	Technological Pedagogical Content Knowledge Developer skill	not scored yet	1 repos	active
·	Socratic Questioning Sequence Generator skill	not scored yet	1 repos	active
·	Metacognitive Prompt Library skill	not scored yet	1 repos	active
·	Fading Manager skill	not scored yet	1 repos	active
·	Productive Failure Protocol skill	not scored yet	1 repos	active
·	Retrieve First Gate skill	not scored yet	1 repos	active
·	Srl Session Wrapper skill	not scored yet	1 repos	active
·	Transfer Bridge skill	not scored yet	1 repos	active
·	Aspirational Systems Iceberg skill	not scored yet	1 repos	active
·	Mental Model Mapper skill	not scored yet	1 repos	active
·	Restorative Practice Protocol Designer skill	not scored yet	1 repos	active
·	Self Efficacy Builder Sequence skill	not scored yet	1 repos	active
·	Wellbeing Learning Connection Mapper skill	not scored yet	1 repos	active
·	Sc4sap Team skill	not scored yet	1 repos	active
·	CLI Developer skill	not scored yet	1 repos	active
·	Fine Tuning Expert skill	not scored yet	1 repos	active
·	Laravel Specialist skill	not scored yet	1 repos	active
·	Rails Expert skill	not scored yet	1 repos	active
·	Spark Engineer skill	not scored yet	1 repos	active
·	Exploration Workflow skill	not scored yet	1 repos	active
·	Ask Zilliz skill	not scored yet	1 repos	active
·	Backup skill	not scored yet	1 repos	active
·	Cluster skill	not scored yet	1 repos	active
·	Collection skill	not scored yet	1 repos	active
·	External Collection skill	not scored yet	1 repos	active
·	Job skill	not scored yet	1 repos	active
·	On Demand Cluster skill	not scored yet	1 repos	active
·	Vector skill	not scored yet	1 repos	active
·	Implement Sub Agents skill	not scored yet	1 repos	active
·	Dream skill	not scored yet	1 repos	active
·	Autonomous Decision skill	not scored yet	1 repos	active
·	Consulting The Advisor skill	not scored yet	1 repos	active
·	Compounded Trust Tracker skill	not scored yet	1 repos	active
·	Telegraph Publisher skill	not scored yet	1 repos	active
·	Moorcheh skill	not scored yet	1 repos	active
·	Ask · mikeprasad skill	not scored yet	1 repos	active
·	Ask For Help skill	not scored yet	1 repos	active
·	02 Planning skill	not scored yet	1 repos	active
·	08 Maintenance skill	not scored yet	1 repos	active
·	Thinking · LBD-DASH skill	not scored yet	1 repos	active
·	Group Chat Auto Pattern skill	not scored yet	1 repos	active
·	Group Chat skill	not scored yet	1 repos	active
·	Sequential Chat skill	not scored yet	1 repos	active
·	Two Agent Chat skill	not scored yet	1 repos	active
·	Delegate skill	not scored yet	1 repos	active
·	Route Activate skill	not scored yet	1 repos	active
·	Show Routing skill	not scored yet	1 repos	active
·	Task Route skill	not scored yet	1 repos	active
·	Creative Decomposition skill	not scored yet	1 repos	active
·	Granary Orchestrate skill	not scored yet	1 repos	active
·	Re Assess Harness skill	not scored yet	1 repos	active
·	Write Evaluator Prompt skill	not scored yet	1 repos	active
·	Write Planner Prompt skill	not scored yet	1 repos	active
·	Rr Debug Logic skill	not scored yet	1 repos	active
·	Capability Prioritization skill	not scored yet	1 repos	active
·	Verify Claude Meister skill	not scored yet	1 repos	active
·	Generate Flow skill	not scored yet	1 repos	active
·	Run Flow skill	not scored yet	1 repos	active
·	Validate Flow skill	not scored yet	1 repos	active
·	YAML Schema skill	not scored yet	1 repos	active
·	Bmad skill	not scored yet	1 repos	active
·	Ecc Data skill	not scored yet	1 repos	active
·	Ecc Pipeline skill	not scored yet	1 repos	active
·	Ecc Presentation skill	not scored yet	1 repos	active
·	Ecc Web skill	not scored yet	1 repos	active
·	Help Agent101 skill	not scored yet	1 repos	active
·	Tylor Run skill	not scored yet	1 repos	active

Nothing on this shelf has moved in the last 45 days.

Quiet is worth knowing. It stops being true without announcing itself — tashan doctor over your own config says which of yours moved.

tashan Pro — $6/mo ›

0 of these have been expertise-graded against their documentation; the rest carry adoption and upkeep signal only. We publish what is measured and say plainly what isn't.

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 Agentdb vs Sequential Thinking Agentic Flow vs Sequential Thinking Instar vs Sequential Thinking Clawdi vs Sequential Thinking Sequential Thinking vs Ruflo Cline vs Eve Agentdb vs Eve Agentic Flow vs Eve Eve vs Instar Clawdi vs Eve

Other categories

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See the full Index ›

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