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MCP server · AI

Semantic Operators

An abstraction for System One models, currently supporting TypeSafe's Jev and Laya. Typed questions, probabilities, and "don't know" instead of a guess, from Python, the command line, or MCP

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Scored 13 days ago · breakdown

About Semantic Operators

Semantic Operators is an MCP server published by jasonduncan in the AI category: an abstraction for System One models, currently supporting TypeSafe's Jev and Laya. Typed questions, probabilities, and "don't know" instead of a guess, from Python, the command line, or MCP.

The repository has 1 stars and 0 forks, with the last commit 22 days ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/jasonduncan/semantic-operators

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

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Releases

v0.11.0v0.11.0 · 25 Sep 2026`semfilter`: grep by meaning.** ls ~/Downloads | semfilter "Is this an installer or other throwaway download?" find notes -name '*.md' | semfilter --files "Does this note mention the Q3 launch?" `semfilter`** (also `semop filter`) asks one…
v0.10.1v0.10.1 · 25 Sep 2026`semop` defaults to TypeSafe, and says clearly when the API key is missing.** `semop ask` and `semop mcp` use `--provider typesafe` unless you pass `--provider laya`. Registering the MCP server is now just: claude mcp add semop -e…
v0.10.0v0.10.0 · 25 Sep 2026Flows, and documentation.** from semantic_operators.flows import Undecided, flow @flow def triage(ask, message): a = ask(message, department, urgency) # one call for both operators try: team = a["department"] except Undecided:…
v0.9.1v0.9.1 · 25 Sep 2026Fix: Boolean "false" probabilities without float noise, and cleaner `semop` output.** Both providers worked out a Boolean's p(false) as `1 - p`, which adds float noise: `1 - 0.07` is `0.9299999999999999`. When the noise landed just under a…
v0.9.0v0.9.0 · 25 Sep 2026The `semop` command and an MCP server.** echo '{"state": "...", "questions": [...]}' | semop ask --provider typesafe semop mcp --provider typesafe # stdio MCP server `semop ask`** answers one JSON request from a file or stdin…
Questions

About Semantic Operators

How do I install Semantic Operators?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Semantic Operators safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Semantic Operators still maintained?

Yes — the latest release is v0.11.0 (25 Sep 2026), and the last commit was 22 days ago. The repository has 1 stars.