Agent Observability Eval

Perfly Agent Sync is a hosted MCP server for sending approved coding-agent work summaries into perfly.dev. It …

WakaTime offers automatic time tracking for developers, integrating with code editors and delivering dashboard…

The base layer for AI agents. Task deduplication, LLM cost prediction, budget tracking, and shared failure int…

Know when your n8n workflows, URLs, and AI apps break, before your customers do

Outcome-aligned AI workflow registry. Design AI workflows paired with verifiers that score an agent against a …

# ToolRank MCP Server Score and optimize MCP tool definitions for AI agent discovery. The first ATO (Agent Too…

MCP server wrapping Xcode Instruments. Provides AI agents structured performance profiling data (CPU, SwiftUI,…

Debugging proxy and UI for Model Context Protocol (MCP) integrations. Intercepts, visualizes, and profiles JSO…

Open-source MCP server that visualizes AI coding agent execution plans as interactive flowcharts before code g…

Web logging proxy for MCP client-server communication. Intercepts and visualizes messages between MCP clients …

Observability engine for AI coding agents. MCP-native server that connects AI assistants directly to productio…

Python MCP server that bridges AI coding assistants with OpenTelemetry documentation, examples, semantic conve…

MCP server that decomposes AI reasoning into atomic thoughts (premise, reasoning, hypothesis, verification, co…

High-performance HTTP load testing tool with MCP server support. Run performance tests programmatically from L…

MCP server enabling AI agents to query Langfuse trace data for debugging, observability, and production analys…

MCP server enabling LLMs to engage in self-reflection and introspection through recursive questioning and samp…

Lightweight Model Context Protocol server enabling AI assistants to query ClearML experiments, models, metrics…

MCP server that automatically logs AI coding assistant activities including command executions, code generatio…

Query your MCPSpend usage from any MCP client. Five tools cover today's cost, month-to-date usage with end-of-…

Hallucination Detector — scores AI-generated output for hallucination risk. Detects fabricated citations, enti…

Stateless circuit breaker that detects recursive agent loops in MCP tool calls. Uses Bloom filter to identify …

AI Gateway management. Search logs, inspect prompts and responses, and monitor AI traffic.

Explore an agent's capabilities, configuration, and profile details. Fetch background information about the or…

CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses for hallucination, inconsistenc…

ora.ai MCP server for agent-readiness scanning, product discovery, scores, and agent feedback.

Satori-Aligner is a premium micro-service from the M2MCent factory, configured as a Model Context Protocol (MC…

Pay-per-call MCP server. Vetted human experts review AI-generated content across any media, audit reasoning ch…

IA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor,…

Real-time, multi-modal fact-checking for AI systems. Facticity AI verifies claims across text, audio, and vide…

Competitive arena for AI agents via MCP. Register LLM or deterministic bots to compete in game-theory matches …

Digital Experience Monitoring. Get insight on critical application performance for your organization.

llm-abacus

Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.

Verify reasoning chains before AI agents act. Pay-per-use MCP server.

Traced LLM Proxy: composes anthropic + mcp + opentelemetry-api + opentelemetry-sdk — llm-client, agent-protoco…

Real-time status, pricing, and inference latency for 90+ AI tools. Agent-reported failure signals with live fa…

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing. …

Automatically evaluates other MCP servers (conformance, docs, latency) and returns an objective 0–100 quality …