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MCP servers tagged drift-detection
40 live MCP servers tagged "drift-detection", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with drift-detection.
Cai
AI context that loads only when needed — drift detection, path-scoped rules, and MCP server for Claude, Cursor, Copilot, and OpenCode
Formae
Open-source Infrastructure As Code that starts from what already runs. formae discovers your estate, versions drift and hands back current code. A Terraform and Pulumi alternative…
OpenLore
openlore provides persistent architectural memory for AI coding agents by turning codebases into queryable knowledge graphs featuring static analysis, living specs, automated drif…
VibeDrift
Ship agentic. Stay coherent. Self-checking code integrity for AI coding agents, via MCP.
Eidetic
Claude Code memory system — auto context injection, drift detection, compounding, FTS5/vector search, Obsidian vault export. Zero core deps.
Clyro
Clyro is a governance platform for AI agents. While most tools let you watch agents fail, Clyro stops failures before they happen, catching infinite loops, runaway costs, and poli…
Docguard
The enforcement tool for Canonical-Driven Development (CDD). Audit, generate, and guard your project documentation. Zero dependencies.
Cladding
For an organization to trust AI with its code, three things must hold — trust, traceability, and stability at scale. cladding wraps your AI coding agent: your intent goes in befor…
Lyse
Open-source design-system drift scanner — audit tokens, components, a11y & docs; score adoption; hand fixes to your coding agent. Local-first & deterministic.
Montology
Design-system and vocabulary drift, enforced. Tailwind themes become law, rogue values get receipts, words live in a database agents inherit — one org ontology across every repo.
Fixel
MCP server launcher for Fixel — lets AI coding agents call fixel_scan, fixel_verify, and fixel_annotate over the Model Context Protocol.
Toolprint
What your agent's tool surface costs, and what it can do. Offline MCP assessment: context cost, capability risk, and definition drift.
Living AI Documentation
Local Markdown documentation hub with a built-in MCP server — coding agents create ADRs, draw diagrams and detect drift while you code.
Specdrift
Deterministic spec lint for manifest-driven golden paths — validates invariants, detects drift, speaks MCP. Never calls an LLM; LLMs call it.
Loopspec
MCP server + CLI that makes AI coding assistants smarter — persistent memory, drift detection, goal tracking, dependency graphs. Zero API calls. 125 tests. 42 tools.
Safetydrift
First open-source implementation of the SafetyDrift framework (arXiv:2603.27148) — predicts when individually safe AI agent actions compound into a safety violation using Markov c…
Glasshouse
Observability and a transparent, auditable agent graph for Massive Intelligence (IM) swarms: OpenTelemetry-compatible span tracing, incremental drift detection, failure attributio…
Thetacog MCP
npx thetacog-mcp — a decidable, on-chip, LLM-free placement receipt a stranger recomputes byte-for-byte. Free for builders; patent-licensed for production & financial use (US Pate…
Abis MCP
ABIS MCP Server - Real-time AI behavioral drift monitoring. 37 tools, 11 models, deterministic measurement. Patent GB2521226.7. Free tier, no key required.
Calque
A drift nose for code and prose: find one contract, concept, or value defined in N places that silently diverged. Recall-first; you adjudicate; a registry remembers.
Sentinel AIOps
Transform CI/CD failure logs into real-time automated anomaly detection and root-cause classification using supervised machine learning.
Ridge
MCP server that reverse-engineers architecture from code (Go, TypeScript, Python) and markdown into a structured graph. Detects drift between any two branches, tags, or commits
Configdrift
Detect configuration drift across environments before it causes incidents
Token Reconciler
Your design system says one thing, your product ships another. Compare tokens from any design tool (Figma, Sketch, Penpot), live sites & apps, or codebases — get conflicts, confid…
Drift Monitor
Continuous MCP Registry Drift Monitor with content-binding revalidation — closes the gap identified in arXiv:2608.00997
Aiops MCP
A self-contained, security-first unified AIOps MCP
Toolprint Watch
Daily observation of public MCP servers. The git history of baseline.json is the dataset.
Statedrift
git log for your infrastructure — tamper-evident host snapshots, diffable history, and drift rules for Linux (and your AI agent's config)
React Codebase Guru
🎯 Intelligent React codebase consultant that detects design system drift and guides AI coding agents via CLI and MCP
Claude Ecosystem Health
Detect drift between Claude Code skills, agents, MCP servers, vault paths, and CLI tools. 7 diagnostic checks with severity-based reporting.
Drift Detector
Claude Code + Grok drift detector — scores turns vs your output contract and steers back.
Terra Drift
MCP server and client for detecting and correcting drifts in Terraform code and live infrastructure
LLM Wiki Governance
Governance for AI-written project docs — verify, catch drift, keep them code-grounded, enforce in CI. Zero-dependency, OKF-compatible.
Opensyber MCP Watch
MCP rug-pull detection. SHA-256 fingerprints per tool, per server, across days.
Ml Monitor
MCP Agent for ML Model Monitoring & Drift Detection — statistical drift analysis (KS-Test, PSI, Wasserstein), performance tracking, alerting system, LangFlow visual pipeline, and…
Drift Guard
Quality guardian for AI coding agents. Detect context drift, preserve critical context, auto-monitor output quality.
Tfwhy
Your Terraform plan, explained — plan explainer, drift narrator, and error decoder. Local-first, BYO-LLM (Anthropic/OpenAI/Ollama), MCP-native.
Deploycheck
An autonomous AI Site Reliability Engineer (SRE) built as a Model Context Protocol (MCP) server. It plugs into your IDE to analyze deployments, detect drifts, and automatically di…
Catryna Wikinelli
Local-first code wiki that your AI coding agent writes and your team reads. MDX docs versioned with your code, plus drift detection that flags docs the code has outgrown.
Claude MCP Allow
Generate least-privilege Claude Code permission rules for MCP tools from their live annotations: readOnlyHint tools go to allow, everything else to ask, one mcp__server__tool rule…