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Alternatives to clef-mcp

  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables coding agents to query a locally running Kev decision model through MCP tools, returning calibrated probabilities for typed questions such as yes/no, choice, and score.
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides an MCP interface to the Laya decision model, enabling typed queries (yes/no, multiple choice, score) with preflight token-budget reporting, honest confidence calibration, and structured error handling.
    128 PyPI
    1
    Apache 2.0

Related Servers

  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables MiMo Desktop to run a typed-decision engine through local stdio MCP, returning choice/score/noul predictions with calibrated confidence for auto-execution, LLM review, or escalation—without generating text.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to request calibrated probability judgments over typed questions—yes/no, named choices, or ordered scores—about a described situation, returning one probability per option rather than free text. Runs Cloudflare's Clef model locally on Apple Silicon Macs, with images or video frames optionally attached, and answers delivered as a single MCP tool call.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables agents and services to ask small decision models typed questions about text, JSON, images, or video, returning labels, scores, or yes/no answers over MCP tools or a Jev-compatible HTTP API.
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables local typed decision-making over MCP Streamable HTTP, running Laya and Von models to turn arbitrary state into choice, score, and yes/no answers with probabilities.
    3
    Do What The F*ck You Want To Public
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables coding agents to make structured local decisions, choose bounded browser actions with approvals, and run coding workflows such as file relevance, context pruning, diff screening, and completion checks through MCP or CLI.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables any stdio MCP client to send evidence and allowed answers to a locally running Nimble model through Ollama and receive typed, validated results as choices, probabilities, or rubric scores. Supports three question types and includes diagnostics that check configuration, endpoint, and model availability without running inference.
    MIT

TDQS

A4.6/5.0

Scored across 1 tool

Disambiguation5/5

There is only one tool, so there is no possibility of misselection; its purpose (querying a local decision model and returning probability distributions) is stated unambiguously.

Naming Consistency5/5

The lone name clef_decide follows a clear prefix_verb snake_case pattern consistent with the server name, so no convention mixing is possible.

Tool Count3/5

A single tool is thin for a server surface, though the tool is intentionally consolidated and supports batching up to 64 questions in one forward pass, which mitigates the count.

Completeness4/5

The core decision workflow (choice/score/noul questions, batching, model override, usage reporting) is fully covered, but there is no way to enumerate available model ids or check model availability/status before calling.

Maintenance

ActivityNo data
ResponsivenessResponsive