Google tells you what exists. Faceabot tells you what holds up.
Policy-as-code guardrails for AI coding agents, validated via OPA, Conftest, Checkov & Semgrep.
Package pypi :constraints-registry · website · measurements and detailsAI Constraint Engine — enforces CLAUDE.md and .cursorrules as laws. 51 MCP tools.
Package npm :speclock · website · measurements and detailsDurable project-memory MCP: decisions, constraints, and pipelines across Claude sessions.
Package pypi :context-keeper-mcp · website · measurements and detailsTemporal knowledge graph for codebases with constraint enforcement at the edit boundary.
Package pypi :world-model-mcp · website · measurements and detailsRoute MCP capabilities through deterministic identity, policy, budget, and deadline constraints.
Package oci :ghcr.io/aliengineering-byte/gaugemesh@sha256:69f3ccb7c2fdcd9b6897c99eba22d18be1384957bb2dbdf760f8273ee2e43189 · website · measurements and detailsOne MCP URL for all your connectors — scoped writes, enforced constraints, and a full audit trail.
MCP endpoint :https://app.gentkey.com/mcp · website · measurements and detailsAI agent registry — search, discover, register, and connect agents via MCP.
MCP endpoint :https://api.aibooma.com/mcp · website · measurements and detailsFree dual MCP+agent registry. Probe Live, free demo, Kernel/Loop. Self-list + dual strategy.
MCP endpoint :https://www.dualregistry.dev/api/protocol · website · measurements and detailsMCP registry & directory: search, find & install 31k+ MCP servers & tools. Catalog and marketplace.
MCP endpoint :https://ai.mcpharbor.dev/mcp · website · measurements and detailsCMS NPI Registry MCP
MCP endpoint :https://gateway.pipeworx.io/npi-registry/mcp · website · measurements and detailsSearch and browse every MCP server in the Model Context Protocol registry.
MCP endpoint :https://mcpregistrysearchwilfredleejr.vercel.app/api/mcp · website · measurements and detailsDiscover open-source AI agents and get source-owned installation instructions through MCP.
MCP endpoint :https://registry.agentskit.io/api/mcp · website · measurements and detailsValidate design tokens for accessibility, scales, and design-system constraint consistency.
Package npm :design-constraint-validator · website · measurements and detailsRead-only sample stays, booking constraints, and staged reservation actions for review.
MCP endpoint :https://mcp.spannhq.com/mcp · website · measurements and detailsStructured, constraint-aware visual generation and deterministic layout for AI agents
Package npm :@utkarshx27/visualspec · website · measurements and detailsPublish and discover MCP servers via the official MCP Registry. Powered by HAPI MCP server.
MCP endpoint :https://registry.run.mcp.com.ai/mcp · website · measurements and detailsPlanning constraints for English properties from official planning.data.gov.uk data, via Apify.
MCP endpoint :https://mcp.apify.com/?tools=shelly_fen/england-planning-constraints-checker · website · measurements and detailsDiscover MCP services, match task constraints, get connection setup and self-reported use feedback.
MCP endpoint :https://evidentagents.com/mcp · website · measurements and detailsMCP registry: 138k servers crawled, handshake-validated, reliability-scored. 744 production-safe.
MCP endpoint :https://arclan.ai/mcp · measurements and detailsCheck normalized portfolios against mandates and calculate allocation constraints.
MCP endpoint :https://portfolio.fit/mcp · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
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