Skip to content
Back to the index

ember-advise

PyPIInfrastructure

No liveness check has reached it yet; it is registered on GitHub and PyPI and has been in the index since 9 Oct 2026. How this is checked

ember-advise is an open-source Python package that provides calibrated advice to coding agents through the Model Context Protocol. It runs Cloudflare's Clef model locally on Apple Silicon using MPS, targeting developers who want local model guidance in agent workflows.

Inferred · not functionally tested

Open SourceMITCLISelf-hostedAPI
Visit PyPI

Overview

6 features

Purpose: Helping coding agents make better-calibrated decisions using locally hosted model advice.

Inferred · not functionally tested

Audience: developers building or using coding agents on Apple Silicon

Inferred · not functionally tested

Functions: agents, code_generation

Inferred · not functionally tested

Interfaces: API: indicated (inferred, not tested) · MCP: indicated (inferred, not tested) · CLI: indicated (inferred, not tested) · Self-hosting: indicated (inferred, not tested)

Recorded constraints: pricing: open_source · license: MIT · platforms: CLI · deployment: cli, self_hosted, api_only

Constraint provenance is unknown; confirm requirements with the publisher.

Record sources: pypi.org · github.com. These links do not verify the individual claims.

ember-advise is a Frameworks & runtimes project. Inferred · not functionally tested: It focuses on helping coding agents make better-calibrated decisions using locally hosted model advice. Inferred · not functionally tested: ember-advise is an open-source project aimed at developers building or using coding agents on Apple Silicon. Basis unknown · not verified: The project is open source (MIT). Basis unknown · not verified: ember-advise is available on the command line and API, and it can be self-hosted.

Shape and Share builds and maintains ember-advise, and it first shipped in 2026. Development happens publicly on GitHub with 141 commits in the last 90 days. Inferred · not functionally tested: Key capabilities include MCP server, local inference, and coding agent advice. Inferred · not functionally tested: Catalogued interfaces include an MCP server.

Summary written by a language model from the project’s public pages.

Tasks: Inferred · not functionally tested

  • MCP server
  • Local inference
  • Coding agent advice
  • Apple Silicon support
  • MPS acceleration
  • Calibrated recommendations

Topics: Inferred · not functionally tested

Tags
coding-agentsmcp-serverapple-siliconlocal-inferencemodel-advice
AI capabilities
TextCode
Inference: Local

JSON profile · Text profile · Access guide

Built with & integrations

Framework
FastAPI
AI providers
local_oss
Written with
Claude Code
Connectors
MCP
Runs on
CLISelf-hostedAPI-only
Written with — evidence
Claude Code
CLAUDE.md

Trust & compliance

License
MIT
Public signals
HTTPSOpen SourceFree tierGitHubActive maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed9 Oct · 19:43 UTC
    ember-advise seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about ember-advise

What is ember-advise?
Inferred · not functionally tested: Ember-advise focuses on helping coding agents make better-calibrated decisions using locally hosted model advice. It is catalogued under Frameworks & runtimes on PulseGate.
Who is ember-advise for?
Inferred · not functionally tested: ember-advise is an open-source project built for developers building or using coding agents on Apple Silicon.
Does ember-advise have a free plan?
Basis unknown · not verified: Yes — ember-advise is open source under the MIT license and free to use.
What platforms does ember-advise run on?
Basis unknown · not verified: ember-advise runs on the command line and API. It can also be self-hosted.
Is ember-advise still maintained?
The GitHub repository shows 141 commits in the last 90 days.
What are alternatives to ember-advise?
Similar projects tracked by PulseGate include GMCP, klaviyo, and jsonplaceholder.GMCPklaviyojsonplaceholder
Who develops ember-advise?
ember-advise is developed by Shape and Share.
When did ember-advise launch?
ember-advise first shipped in 2026.

Also in Frameworks & runtimes

Same category — not a similarity match