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Ekbasis MCP server

by OpenInterpretability·io.github.OpenInterpretability/ekbasis·v0.1.27·19 stars

Foresee what git commands and multi-step changes will do, as calibrated probabilities

B82/100grade B
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19 stars1.3k downloads/wk

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Ekbasis tools

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Install Ekbasis in Claude Code, Cursor or VS Code

claude mcp add ekbasis -- uvx ekbasis
Add to Cursor

What the publisher says

From the Ekbasis repository's README, as published. We do not edit it. Read it on GitHub

Ekbasis

Papers: Look When Unsure, Check When Sure · DOI 10.5281/zenodo.23146970 · When Does a Consequence Model Make AI Agents Safer? · DOI 10.5281/zenodo.23197341 (data, scripts and the benchmark to rerun its studies: paper/agents) · Code: github.com/OpenInterpretability/ekbasis · Site: openinterp.org/ekbasis

Ekbasis (ἔκβασις, "how an action turns out") is an open consequence model for agents: given the current state and an action, it answers typed questions about what will happen — will this command lose work? will it fail? what will X be afterwards? — with a calibrated probability, in one forward pass (no generated text).

It is the consequence layer of the Eikos family (Eikos decides; Ekbasis foresees), trained on synthetic worlds and on real executions of git commands in throwaway repositories, so its answers come from what actually happened, not from what an agent believes.

Every number on this page was measured on the exact release weights. RELEASE_EVAL.md has the

results, every prediction, how this checkpoint was chosen, which measurements were pre-registered

(PREREGreleaseeval.md, paper/prereg/) and the deviations.

Install

The client needs a server: the hosted API (EKBASISURL=https://openinterp.org/api/v1 and EKBASISAPIKEY=ekb…, key at openinterp.org/console) or your own, with the open weights (Quick start).

ekbasis-mcp with the mcp extra.

  • Command line and Python (standard library only, Python ≥ 3.9): ekbasis, ekbasis-claude-hook, and
pip install ekbasis                       # or without installing: uvx ekbasis health
  pip install "ekbasis[mcp]"                # with the MCP server (Python >= 3.10)
  pip install "git+https://github.com/OpenInterpretability/ekbasis"   # from source

the Bash tool's PATH, in one install:

  • Claude Code plugin: the git guard hook, the ekbasis-guard skill, the MCP server and the ekbasis command on
claude plugin marketplace add OpenInterpretability/ekbasis --sparse .claude-plugin plugins
  claude plugin install ekbasis@ekbasis

or, inside Claude Code, /plugin marketplace add OpenInterpretability/ekbasis then /plugin install ekbasis@ekbasis (without --sparse the marketplace step clones the whole repository, about 86 MB with the results and papers, once; with it, about 1 MB).

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Ekbasis: common questions

Is Ekbasis MCP server safe?
Mostly: it is graded B (82/100). Read the Ekbasis safety report
How do I install Ekbasis?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Ekbasis need an API key?
Yes. The registry entry asks for EKBASIS_API_KEY.
Is Ekbasis maintained?
The last commit was in the last day (2026-10-12). The latest release is v0.1.27.
What can I use instead of Ekbasis?
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