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    Not graded
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    maintenance
    MCP server for managing AI skills and tools from GitHub marketplaces, enabling discovery, installation, removal, and auto-updates via natural language or commands.
    MIT
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    Model Context Protocol (MCP) stdio server built with the official MCP Python SDK (FastMCP). Exposes 3 MCP tools: package_capability, generate_dockerfile, generate_claude_desktop_config — package AIMarket capabilities as Docker images + MCP manifest + Claude Desktop config. Entrypoint: mcp_stdio_server.py; root Dockerfile + glama.json in repo.
    3
    3
    MIT
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    license
    A
    quality
    A
    maintenance
    This server enables agents to identify users and organizations, inspect versioned datasets and model lineage, start training jobs, run and read evaluations, verify deployments, and execute typed workflows through authenticated MCP endpoints.
    12
    Apache 2.0
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    license
    A
    quality
    A
    maintenance
    Certification lookup for DeepSeek Harness plugins: an agent-facing interface to the dsh-plugin-certification registry, checking a plugin's five reproducible dimensions (manifest compliance, build hygiene, supply-chain Scorecard, release provenance, sandboxed install smoke) before recommending or installing it.
    3
    522 npm
    Apache 2.0
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    license
    A
    quality
    A
    maintenance
    Furl folds repeated tool output into a hash-addressed marker, keeps the line that matters, and returns any original byte-exact the moment the agent asks for it. No summary. No guessing. Nothing thrown away.
    6
    46 PyPI
    5
    Apache 2.0
  • A
    license
    A
    quality
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    maintenance
    Crash-test AI agents on real professional decisions. Agents take real tariff classification and patent examination cases, search reference libraries and rulebooks, submit a decision, and get an exact score with a receipt against what the professional actually decided. Most cases were decided after current models were trained.
    9
    MIT
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    license
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    quality
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    maintenance
    A modular MCP server that enables AI agents to efficiently call multiple specific APIs through plugins, currently including video generation via PiAPI Seedance, file downloads, and audit logging.
    4
    -
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    Classifies development task complexity (LIGHT/MEDIUM/HEAVY) and recommends the most cost-efficient AI model per provider, enabling optimized model selection for coding tasks.
    3
    36 npm
    MIT
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    A
    quality
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    maintenance
    An MCP server that answers typed noul/choice/score questions about a given state with probability distributions and confidence, for routing, escalation, and gating decisions. It runs on pluggable backends (local Needle 3 or Laya models, or any OpenAI-compatible endpoint) and logs every decision so recorded ground truth can be used to track calibration.
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Connects AI assistants to OpenTelemetry trace backends such as Jaeger, Tempo, Traceloop, and Datadog, enabling natural-language searching of traces and spans, error discovery, and service listing. It also provides LLM-specific analytics, including token usage aggregation, model performance comparison, and identification of the most expensive or slowest traces.
    19
    77 PyPI
    Apache 2.0
  • A
    license
    A
    quality
    F
    maintenance
    Find the most reliable AI agent for any task. Search 2,000+ agents across A2A and MCP with quality filters — min uptime, max latency, score thresholds. Check if an agent is alive before routing to it. Like Artificial Analysis, but for agent services.
    5
    MIT
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    license
    A
    quality
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    maintenance
    Enables agents to trace any Hugging Face model's ancestry and descendants, find the most finetuned base models, and explore whole model families. It exposes tools for lineage, children, leaderboards, family views, and model search, answering from nightly-rebuilt index data.
    2
    6
    19
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables programmatic control of the Z.ai/Zhipu desktop AI coding agent by spawning and owning its headless agent runtime and speaking the ZCode Protocol over stdio, rather than simulating a user. Exposes tools to run and steer chat sessions, inspect conversations and file changes/rewinds, and manage settings, providers, plugins, MCP servers, automations and approvals under a deny-by-default policy with mandatory read-back verification.
    14
    2
    MIT
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    The most capable Monarch Money MCP server, merging the best features from all known implementations into one clean TypeScript project. It provides 47 tools for comprehensive personal finance management including transactions, budgets, rules, merchant management, and intelligence analysis.
    43
    1
    ISC
  • A
    license
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    quality
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    Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers in seconds.
    7
    104
    MIT