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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables recording agent proposals, executions, redactions and annotations into an append-only, hash-linked evidence chain, then exporting a self-contained range and verifying offline from the export's own bytes alone so a third party can check history without trusting the agent runtime or its storage.
    MIT
  • A
    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
  • A
    license
    D
    quality
    D
    maintenance
    An MCP interface that allows AI assistants to query and analyze Grafana Loki logs using LogQL, with support for authentication and various output formats.
    3
    433 npm
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables diagnosing synthetic payment incidents using narrowly scoped MCP tools: read-only lookups for incidents, payments, and logs, plus a confirmation-gated retry action for failed jobs.
    5
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A DataOps-focused Kafka MCP server with consumer lag diagnosis and broker health monitoring, featuring incident-based diagnosis logic derived from real CDC pipeline operational experience.
    4
    54 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables assistants to inspect tamper-evident AI agent action journals through read-only verification, event querying, and policy-rule explanation.
    190 PyPI
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Maple is a unified MCP server for agent observability, safety control, and behavior evolution, acting as a monitoring and auditing layer for high-agency agents. It enables developers to capture session timelines, replay risky branches, detect anomalies using ML, and enforce action guardrails.
    8 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Patent-pending diagnostic + decisions-ledger engine for any host software system — operator briefs and a severity-gated MCP console.
    -
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI agents with a transparent proxy and journal for every tool action, including pre-state snapshots and approval gates for risky operations. Enables per-action undo, rewind to a point in time, and a kill switch that agents cannot override.
    4 npm
    Business Source 1.1
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only MCP access to Tactical RMM, allowing agents to query devices, clients, sites, audit logs, software, and pending actions without any mutating capabilities.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides Claude AI assistants with focused monitoring tools for n8n workflow execution analysis, including active workflow listing, execution history with KPIs, and detailed failure information.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying privacy-focused website analytics from Plausible's read-only Stats API v2, with tools for overview, timeseries, breakdown, and goal performance metrics.
    13 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables secure MCP agent operations by enforcing fail-closed policies, blocking dangerous tool calls, scanning outputs for prompt injection, and recording every action in a tamper-evident audit log.
    2
    MIT