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qualityC
maintenanceEnables 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.
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"Multi-agent AI systems for collaborative code development" matching MCP servers:
- 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
- AlicenseAqualityCmaintenanceMCP server that provides read-only analysis of Claude Code session transcripts, enabling queries about project activity, session details, and tool usage.3MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol server for Zoho Site24x7 that uses a JavaScript sandbox to execute API calls, enabling management of monitors, accounts, and MSP/BU tenancy through natural language.2MIT
- 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
- 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.7729Apache 2.0
- AlicenseAqualityAmaintenanceMCP server exposing AI agent observability tools: list, inspect, and deterministically replay recorded agent execution traces for debugging failures.1Apache 2.0
- AlicenseAqualityFmaintenanceMaintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard.4036107MIT
- 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.5327Apache 2.0
- AlicenseAqualityDmaintenanceAnalyzes AI agent traces to diagnose failures, score performance, and provide actionable fixes using tools like judge_trace and trace_breakdown.32MIT
- AlicenseCqualityBmaintenancePerimeter security for your AI Infrastructure.606717AGPL 3.0
Confident AIofficial
Alicense-qualityBmaintenanceConnects AI-powered tools to the Confident AI platform for evaluating, observing, and iterating on AI quality, enabling cloud evaluations, dataset management, prompt versioning, production tracing, and human annotations directly from editors like Cursor and Claude Code.2MIT- Alicense-qualityBmaintenanceExposes rate-limit and usage data for AI coding agent CLIs as MCP tools, enabling querying of usage snapshots and reset times.MIT
- Alicense-qualityBmaintenanceA security checkpoint for AI agents that intercepts and polices tool calls with allow/block/ask verdicts, taint tracking, and audit logging.Apache 2.0
- Alicense-qualityCmaintenanceAn MCP server that provides append-only, tamper-evident local receipts for AI agent actions, capturing command executions, outputs, and handoff evidence.MIT
- Alicense-qualityCmaintenanceMCP servers for real-time development monitoring and interactive pair programming.1MIT
- Alicense-qualityAmaintenanceTripwire detection for autonomous AI agents. Plants honeypot files, MCP tripwire tools, and API decoy endpoints to log agent scope creep and unauthorized tool use with full forensic context.MIT
