Ecosystem Intelligence Infrastructure

Discover and monitor MCP infrastructure

Decision-grade registry and market signals for teams shipping AI agents.

Find integration-ready servers, compare quality and momentum, and track ecosystem shifts from one operational surface.

46,532 raw3,728 selected servers
Quick search: Cmd/Ctrl + K
Live Market Pulse
Sponsor-neutral scoringInstitutional-grade signal model
Published MCPs8Updated 1 min ago
Breakout Pressure1Stable movement
Ecosystem Health76.4 / 100Healthy baseline
ConcentrationDatabase1 MCPs in focus
Methodology Access

Understand how MCPHERE scores, filters, and ranks

See how MCPHERE scores, filters, and ranks servers across the platform.

Institutional Intelligence Guardrails

Audit-friendly foundations that keep ecosystem intelligence credible for engineering and leadership teams.

Review Methodology
Scoring V1Publish Gate ActiveSponsor-Neutral
Control 1
Guardrail

Data Provenance

GitHub-derived MCP signals with transparent linking and reproducible source snapshots.

Assurance: traceable source lineage
Control 2
Guardrail

Scoring Framework

Quality, Momentum, and Health model with explicit thresholds and publish-gate enforcement.

Assurance: deterministic scoring gates
Control 3
Guardrail

Refresh Cadence

8 published MCPs · Apr 13, 2026

Assurance: predictable update rhythm
Control 4
Guardrail

Ranking Integrity

Sponsor surfaces are intentionally separated from ranking logic and signal computation.

Assurance: sponsor-neutral ranking

Intelligence Operating Flow

A compact 3-step workflow for institutional ecosystem intelligence operations.

Open Intelligence Workspace
Step 1
Open

Discover Market

Market discovery

Map protocol landscape, concentration, and baseline signals.

Output: shortlist candidates
Step 2
Open

Validate Candidates

Validation layer

Compare quality, momentum, health, and operational readiness.

Output: integration-ready picks
Step 3
Open

Operate Intelligence

Operate layer

Run watchlists, alerts, and weekly briefings in one workspace.

Output: continuous market monitoring

Predictive Signal Boards

Read one signal board at a time with context for what changed, why it matters, and what to do next.

Open Market Signals

Trending Leaders

Highest sustained momentum across published MCPs.

View Segment
What changedckan-mcp-server is now top momentum at 56.8.
Why it mattersSustained momentum helps identify AI protocol infrastructure gaining real market adoption.

Ecosystem Intelligence Snapshot

Understand the weekly market posture before jumping into deeper protocol or category analysis.

Open Ecosystem Intel
Avg Health76.4 / 100Overall durability across the registry
Weekly Growth+591.8%Average weekly star growth across the ecosystem
Market Read1 breakouts, 1 at riskMost active category: Database.
This snapshot is the orientation layer. Use the full ecosystem dashboard when you need protocol concentration, distribution shifts, and risk clustering.

Intelligence Briefing

Use weekly market briefings and knowledge surfaces to understand what changed and what to do next.

Open Briefings

Intelligence Workspace

Keep the homepage as orientation, then run ongoing ecosystem monitoring from a focused operations workspace.

Open Intelligence Ops

Promotional placement. This block is isolated from ranking and scoring logic.

Sponsor Options
Featured Intelligence Partner

Partner slot is currently open

This slot highlights a paid partner. Visibility here never changes trending, momentum, or production-ready rankings.

Sponsorship does not influence ranking or scoring.