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    license
    A
    quality
    B
    maintenance
    Enables agents to interact with a GlitchTip instance for issues, events, projects, releases, alerts, uptime monitors, performance, and more via stdio or HTTP.
    4
    Apache 2.0
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    license
    A
    quality
    F
    maintenance
    An MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.
    6
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A paid, hosted MCP server that acts as a witness layer for AI agent tool calls, providing receipt creation, approval evidence, argument redaction, result summaries, and audit exports.
    -
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    quality
    C
    maintenance
    Enables AI agents to analyze ROS2 log files across multiple nodes by merging them into a unified timeline and providing smart query tools, without requiring ROS2 installation.
    11
    4
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    A security proxy for MCP servers: wrap any server's launch command and every tool call is screened and recorded before it runs. Set the posture to enforce and a dangerous call is stopped and handed back to your agent as coaching it can act on.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to call a hello tool and access observability features, including metrics and request traces, through a Streamable HTTP transport with SQLite-backed storage.
    334 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables coding agents to ask TypeSafe Jev for structured decisions while recording every call to a local JSONL trace, and provides tools to read back and export decision histories for debugging.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for the Splunk On-Call (VictorOps) API providing comprehensive incident management, on-call schedules, team administration, and alert reporting through natural language.
    MIT
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    license
    Not graded
    quality
    C
    maintenance
    Enables a telecom support assistant to look up customers, check balances and orders, suspend lost SIMs, open tickets, and analyze SIP traces to diagnose call failures.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    An observability control plane for Paper's MCP that acts as a passive proxy to meter, attribute, and live-stream every tool call with budgets and a real-time dashboard.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    SpineFrame is a audit-grade runtime that gives AI agents auditable provenance — every tool call, every piece of evidence, every decision is traced, policy-checked, and cryptographically signed. Signed evidence chains, compliance pipelines, and tool-call tracing that survives regulatory scrutiny.
    Apache 2.0