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maintenanceEnables AI agents to manage prompts and sessions via the ai-agent-logs API, with tools for health checks, login, listing/creating prompts, and retrieving sessions.
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"Using an AI Agent for Structured Search and Traversal in a Neo4j Database" matching MCP servers:
- AlicenseNot gradedqualityBmaintenanceMCP server for multiple databases (PostgreSQL, MySQL, MariaDB, SQLite, MongoDB, Redis) with tools for schema inspection, querying, performance diagnostics, and safe write operations, featuring access modes, PII masking, and audit logging.Apache 2.0
- AlicenseNot gradedqualityBmaintenanceEnables LLM clients to access DevSecOps tooling such as CI/CD pipeline status, vulnerability triage, log search, and dependency scanning through MCP, turning AI copilots into security-aware engineering partners.MIT
- AlicenseAqualityBmaintenanceA read-only MCP server that exposes local coding-agent session logs as three tools for introspection of recent work, debugging tool failures, and tracking token usage and estimated cost without parsing log files.3MIT
- AlicenseAqualityBmaintenanceMCP server for AI agent observability, providing trace and span logging, search, latency/tokens/cost metrics, and anomaly detection using an in-memory buffer.633MIT
- AlicenseAqualityDmaintenanceTracks AI agent token usage and spending in real time, with budget alerts, per-task cost breakdown, and a visual dashboard.61MIT
- AlicenseAqualityAmaintenanceEnables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations.16Apache 2.0
- AlicenseAqualityCmaintenanceCryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call. Constraints, chains, AI judgment, invoicing, and local dashboard included.2481MIT
- AlicenseAqualityBmaintenanceEnables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing allow/deny policies.21MIT
- AlicenseAqualityAmaintenanceAI supply chain security scanner for MCP servers and AI agents. 18 tools for CVE scanning, blast radius mapping, CIS benchmarks, SBOM generation, and compliance enforcement across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.8131Apache 2.0
- AlicenseAqualityAmaintenanceMCP server exposing AI agent observability tools: list, inspect, and deterministically replay recorded agent execution traces for debugging failures.1Apache 2.0
- AlicenseAqualityCmaintenanceMCP server for measuring, tracking, scoring, and improving AI agent reliability with tools for recording interactions, scoring reliability, analyzing failures, recommending improvements, generating audit reports, and checking MCP health.8MIT
- AlicenseAqualityAmaintenanceEnables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.5627Apache 2.0
- AlicenseAqualityBmaintenanceMCP server that provides structured audit logging for AI agent repair tasks via tools to start, record, end, query, and export event traces, with JSONL persistence and SDK integration.579MIT
- AlicenseAqualityDmaintenanceAnalyzes AI agent traces to diagnose failures, score performance, and provide actionable fixes using tools like judge_trace and trace_breakdown.32MIT
- AlicenseBqualityCmaintenanceConnects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.235MIT
- AlicenseCqualityCmaintenancePerimeter security for your AI Infrastructure.606718AGPL 3.0
- AlicenseCqualityDmaintenanceEnables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.401Apache 2.0
- AlicenseNot gradedqualityBmaintenanceExposes rate-limit and usage data for AI coding agent CLIs as MCP tools, enabling querying of usage snapshots and reset times.MIT
- AlicenseNot gradedqualityBmaintenanceA security checkpoint for AI agents that intercepts and polices tool calls with allow/block/ask verdicts, taint tracking, and audit logging.Apache 2.0
