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  • A
    license
    A
    quality
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    maintenance
    MCP-native agent evaluation and observability server. Log traces, evaluate output quality with 12 built-in rules (PII detection, prompt injection, cost thresholds), and track agent costs. Real-time dashboard, OTel-compatible spans. Self-hosted, MIT licensed.
    9
    1,130 npm
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to push and read metrics from EzStat, track counters/gauges, and ask natural-language questions about telemetry.
    4
    43 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Local, payload-free AI cost visibility for agents. Track spend by model, route, customer, or tagged work without storing prompt or response bodies.
    4
    2
    4,110 PyPI
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables analyzing coding-agent session transcripts to measure tool efficiency, detect loops, track test outcomes, and report costs, with MCP tools for listing sessions, analyzing sessions, finding loops, and generating cost reports.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP-compatible coding agents to debug applications using runtime log data, by providing tools to start a local log-ingestion server, track debugging sessions and hypotheses, and correlate logs to specific executions.
    19
    5 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server that monitors and provides analytics on weekly report submissions in a Google Sheet, allowing users to check missing submissions, view statistics, and track individual reporting status.
    3
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables local-first observability for MCP agent workflows by recording tool calls, prompts, latency, and token usage in a local SQLite database, and provides tools for inspecting, comparing, exporting, and generating dashboards from traces.
    13
    67 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to query and analyze AI agent sessions from observability providers like Shepherd (AIOBS) and Langfuse, allowing users to debug agent runs, compare sessions, track performance, and analyze LLM usage patterns.
    18
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Provides an append-only event ledger with MCP tools for workspaces to report completion receipts, query recent events, generate situation reports, and track focus changes.
    4
    AGPL 3.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables interaction with the Bigeye Data Observability platform to query data quality issues, analyze data lineage and dependencies, track AI agent data access patterns, and perform root cause analysis for data issues.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables tracing of synthetic events through a toy Redis Streams + Postgres ingestion pipeline, answering questions about which events were dropped, duplicated, delayed, or are in flight, plus overall pipeline health. It also supports first-class fault injection and reconciles observed pipeline state against independently recorded producer ground truth to expose real loss or silent failures.
    120,519 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables users to manage project-owned operation registries, instrument services end-to-end with OpenTelemetry, analyze traces, and browse a GUI catalog through an MCP App.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Tracks a user's activity by trace ID from application logs stored in ClickHouse. Provides tools for log timeline, trace summaries, and search across services.
    36 npm
    MIT