- Conduid
- Marketplace
- #ai-observability
MCP servers tagged ai-observability
30 live MCP servers tagged "ai-observability", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with ai-observability.
Arize Phoenix
AI Observability & Evaluation
Greptimedb
The open-source Observability 2.0 database. One engine for metrics, logs, and traces — replacing Prometheus, Loki & ES.
Trulens
Evaluation and Tracking for LLM Experiments and AI Agents
AIHelms
企业级 AI 资源纳管平台，提供统一 AI网关，纳管 OpenAI、Azure、Claude、DeepSeek 等主流模型，并支持 MCP 工具与 Skill 的集中注册分发。具备内外双轨定价、成本归因、统一身份认证、安全审计与效能报表，帮助企业精准控制成本、量化 ROI，高效治理 AI 资产。
Axonflow
AxonFlow: Runtime control layer for production AI
Aicw AI Mentions
AICW AI Mentions (formerly AICW Rankings) is an open-source tool that helps online marketers track how often their products are mentioned in responses from popular AI chatbots.
Ampere
Observable AI cognition in Kotlin Multiplatform. Every agent decision emits a structured event — peer into the glass brain.
Traceplane
Multi-Agent Continuity Layer — Keep your AI agents on a single, observable, handoff-ready work thread
Copper
See what your AI agent is actually doing. One line, zero infra.
Claudewatch
AgentOps for Claude Code. Monitors AI agent behavior during development: real-time error loops, drift detection, friction analysis. Claude gets self-awareness hooks + MCP tools. Y…
Agent Triage
Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, generate diagnostic reports.
Signal Forge
Evidence-first monitoring for AI model releases, catalog changes, arenas, packages, docs, incidents, and platform signals.
Bearingnode Lab
BearingNode Observability Lab - AI, Data, Software, Infrastructure and Information Observability
Agent Reliability Toolkit
Test AI agents repeatedly, measure reliability, classify failures, and catch regressions before production.
Toad Eye
OpenTelemetry observability for LLM systems — auto-instrumentation (OpenAI, Anthropic, Gemini, Vercel AI SDK), cost tracking, budget guards, agent tracing, OTel GenAI semconv, 8 G…
AI Failure Observatory
Behavioral safety, vulnerability probing, and product-risk auditing platform & MCP server for Generative AI & Large Language Models.
Vigilance
A security minded , realtime AI Intent Observability MCP providing intent tagging and visual mirroring of AI attention to see what context the AI is looking at. Made for visual an…
Apitoolkit
APIToolkit (Monoscope) — independent third-party profile of a public API surface, by API Evangelist. APIToolkit (now Monoscope) is an open-source-friendly API observability and mo…
AgentOps Center
Open-source AI Operations platform for multi-agent systems featuring OpenTelemetry instrumentation, SigNoz observability, MCP-powered diagnostics, chaos engineering, workflow repl…
Awesome Agentic AI
Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.
Ephorate AI Governance And Monitoring
Open-source control plane for AI agent security & governance — runtime policy enforcement, tamper-evident audit, prompt-injection detection (SIEM/EDR) and compliance mapping (NIST…
AIObservability3.0
End-to-end Dynatrace observability for agentic AI workloads - services, agents, tools, prompts, models, topology, FinOps. Detects orchestration overhead vs substantive agents, sur…
AgentRX
AgentRX diagnoses AI tool-chain failures and prescribes the next best action. Covers skills, MCP servers, plugins, built-in tools, agents, workflows, and hooks. Task-first, not to…
Incident Command Mesh
Production reference architecture for multi-agent incident response with Google ADK, A2A, MCP-style tools, evaluation, and observability.
Kickoff Spring AI
Hands-on Spring AI tutorial, themed as a World Cup 2026 fan assistant: 16 modules from chat clients to RAG, guardrails, and evaluation.
Xclaude Gateway
Durable local audit trail for Claude Code and MCP tool activity. Records, classifies and keeps the history on your Mac.
Hermes Observer
Read-only observability layer for long-running local AI agents
Prelude
Prelude — independent third-party profile of a public API surface, by API Evangelist. Prelude Security is now Origin, an endpoint AI observability platform that inventories, obser…
Quorel Free
Quorel is an MCP server that scores AI agent responses before they reach a user, a trust layer an agent calls mid-turn, not a dashboard someone checks after the fact.
Mcpwith Codemode Cc
EDU AI LAB: codemode - new way how LLM can exec code inside MCP srv (Contrast & Compare old ways)