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ember

Calibrated advice for coding agents: typed questions in, probabilities out.

Connector by shapeandshare · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)
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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/shapeandshare-ember

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Calibrated advice for coding agents: typed questions in, probabilities out. Apple Silicon.

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 26, 2026.

Tools
1 read · 0 write · 0 deleteRead-only
Secrets
1 (API keys, tokens or passwords)
Install scripts
None found
Runs as
Python package

Tools by what they do 1

Read from the source code; the running server may list different tools.

Read 1 · Look things up without changing anything.

  • advise

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • EMBER_AUTH_TOKEN

Other settings (environment variables or headers).

  • EMBER_SERVER_URL

Network hosts it talks to 60

  • api.tailscale.com · found in code
  • archive.ics.uci.edu · found in code
  • arxiv.org · found in code
  • astral.sh · found in code
  • attrs.org · found in code
  • awscli.amazonaws.com · found in code
  • blog.cloudflare.com · found in code
  • clearlydefined.io · found in code
  • click.palletsprojects.com · found in code
  • commitizen-tools.github.io · found in code
  • conda.anaconda.org · found in code
  • console.aws.amazon.com · found in code
  • contributor-covenant.org · found in code
  • cryptography.io · found in code
  • cwe.mitre.org · found in code
  • dill.rtfd.io · found in code
  • discord.com · found in code
  • discuss.pytorch.org · found in code
  • docs.astral.sh · found in code
  • docs.aws.amazon.com · found in code
  • docs.metaflow.org · found in code
  • docs.openstack.org · found in code
  • docs.pydantic.dev · found in code
  • docs.pytest.org · found in code
  • doi.org · found in code
  • ember-default.example.ts.net · found in code
  • encode.io · found in code
  • fastapi.tiangolo.com · found in code
  • files.pythonhosted.org · found in code
  • fosstodon.org · found in code
Show 30 more hosts
  • github.com · found in code
  • groups.google.com · found in code
  • gutenberg.org · found in code
  • hachyderm.io · found in code
  • hover-nlp.github.io · found in code
  • huggingface.co · found in code
  • jinja.palletsprojects.com · found in code
  • login.tailscale.com · found in code
  • markupsafe.palletsprojects.com · found in code
  • networkx.org · found in code
  • numpy.org · found in code
  • ojs.aaai.org · found in code
  • openai.com · found in code
  • opencode.ai · found in code
  • palletsprojects.com · found in code
  • pkgs.tailscale.com · found in code
  • pygments.org · found in code
  • pytorch.org · found in code
  • setuptools.pypa.io · found in code
  • shapeandshare.github.io · found in code
  • sites.google.com · found in code
  • stanfordnlp.github.io · found in code
  • starlette.dev · found in code
  • tidelift.com · found in code
  • tqdm.github.io · found in code
  • travistorrent.testroots.org · found in code
  • typer.tiangolo.com · found in code
  • uvicorn.dev · found in code
  • youtype.github.io · found in code
  • zenodo.org · found in code

Files it touches

  • ~/.claude.json
  • ~/.claude/settings.json
  • /etc/ember/env
  • /home/ember
  • /home/ember/ember-src
  • /opt/homebrew/bin/ember-mcp
  • /tmp/ember-sandbox-1712
  • /tmp/state
  • /tmp/state/log
  • /tmp/state/logs
  • /Users/ci/.cache/huggingface/hub/models--Cloudflare--clef-flash/blobs/3f9e.incomplete
  • /var/lib/ember/generation
  • /var/lib/ember/model_uri
  • Your home directory (~)
  • ~/.codex/config.toml
  • ~/.config/ember
  • ~/.config/kilo/kilo.json
  • ~/.config/opencode/opencode.json

Tools (1)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • advise

    Get ember's read on a situation, as calibrated probabilities. ember (a decision model) advises; you decide. Consult it at bounded decision points: intent, triage, routing, yes/no gates, and risk, severity, or effort scores. It sees only what you pass, so include every piece of evidence the call depends on and attach images or video frames as base64 `data:` URIs in `images`/`videos` when pixels are the evidence. For 'choice' the answer has the leading option, its confidence, and full probabilities; for 'score' an expected score over the ordered criteria; for 'noul' the probability the proposit…

Signals

Stars
0
Forks
0
Open issues
0
Weekly downloads
132
Last commit
Oct 15, 2026 (15 days ago)
Last release
Oct 14, 2026 (16 days ago)
Last package publish
Oct 14, 2026 (16 days ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name
io.github.shapeandshare/ember
Version
0.16.0
Auth
API key
Packages
pypi ember-advise
License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Cite this page

ember MCP server. Agent Mart. https://agentmart.dev/connectors/shapeandshare-ember (last updated 2026-10-24)