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    Provides read-only visibility into Snowflake warehouse cost and query performance, including credit usage by warehouse, expensive queries, and heuristic right-sizing recommendations.
    6
    MIT
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    license
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    maintenance
    Enables Microsoft Copilot Desktop and Microsoft 365 Copilot Studio to post/read Slack messages, query GitHub repository status, and monitor live pod health and fleet runtime briefs.
    5
    -
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    license
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    Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop, resource-pressure, and image/volume-bloat RCA, with guarded lifecycle writes, unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
    38
    MIT
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    Enables AI agents to directly inspect and debug embedded hardware: reading/writing serial ports and bus devices, auto-detecting baud rates, parsing Modbus/NMEA/custom binary frames, plus diagnosing failures through a 45-rule fault-pattern library, error-code tables, and compile/flash error translation. Also provides pin-conflict checking, register and Cortex-M fault decoding, pre-validated driver and component selection libraries, board knowledge, and guarded flashing with post-flash byte-level verification.
    59
    MIT
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    An MCP server for unified cost tracking and analysis across AWS, OpenAI, and Anthropic. It enables users to query expenditures, compare costs across providers, and analyze usage trends through natural language.
    10
    MIT
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    MCP server for Uptimepage uptime monitoring. An LLM client can read your monitors and incidents, run a check on demand, and post incident updates. Writes need an OAuth login and a scoped token, and each one is logged.
    47
    AGPL 3.0
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    Provides a pre-flight/post-flight firewall for LLM calls with comprehensive detection, classification, policy enforcement, reversible redaction, output safety, and immutable audit logging.
    1
    MIT
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    Enables users to analyze AWS costs, track spending trends, and detect anomalies directly within Claude Desktop using the AWS Cost Explorer API. It provides tools to identify major cost drivers and compare usage across different time periods through natural language queries.
    MIT
  • A
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    maintenance
    rungraph is an MCP server (stdio, npx rungraph mcp) that turns Claude Code and Codex transcripts into an interactive run graph. Seven tools: list_runs, get_graph, find_nodes, get_detail, focus_nodes, get_current_view, open_visualization. Reads transcripts post-hoc, no hooks, local-only, zero runtime dependencies. Published on npm as rungraph.
    17 npm
    28
    MIT
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    maintenance
    Enables post-hoc auditing of an agent's retrieval supply chain by recording digest-only provenance from source through chunk, transformation, context and decision, then reporting influence rankings with an honest unexplained residual, lineage traces, advisory source trust and retirement recommendations, and retrieval schema drift. It never performs retrieval, ranks documents at query time, or blocks decisions.
    MIT
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    Not graded
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    maintenance
    Read-only AWS cost diagnostic server that enables AI agents to detect idle resources and orphaned assets, surfacing potential savings via boto3 describe calls.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to independently audit a trading bot's exchange account read-only, cross-checking raw exchange positions and orders against bot beliefs to surface missing or undersized stop losses, ghost trades, duplicate or orphaned orders, and size mismatches, with a hash-sealed attestation record for disputes and post-mortems. It never places, edits, or cancels orders, and reports a critical failure rather than a false clean result when the exchange cannot be read.
    MIT