Apple Fm Mcp
B+ 88 completed
Other
cli / python · tiny
21
Files
1,920
LOC
1
Frameworks
4
Languages
Pipeline State
completedRun ID
#394880Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
22.00Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47545
Member of a group with 1 similar repo(s) — canonical #99059 view group →
Top concepts (2)
Project DescriptionTesting
Same scanner, your repo: https://repobility.com — Repobility
AI Prompt
Create a command-line interface (CLI) tool in Python that acts as an MCP server for Apple's on-device Foundation Models. The tool should allow users to interact with Apple Intelligence via various clients like Claude Code, Cursor, or Windsurf. Specifically, I need to implement tools for one-shot text generation, structured JSON output matching a schema, and multi-turn chat sessions. It should also include functionality to check model availability, list active sessions, and delete sessions. Please ensure the CLI structure is robust, given its reliance on the `apple-fm-sdk`.
python cli apple-intelligence foundation-models mcp command-line ai apple-silicon
Generated by gemma4:latest
Catalog Information
MCP server for Apple on-device Foundation Models. Use Apple Intelligence from any MCP client — Claude Code, Cursor, Windsurf — running locally on your Mac for free.
Description
MCP server for Apple on-device Foundation Models. Use Apple Intelligence from any MCP client — Claude Code, Cursor, Windsurf — running locally on your Mac for free.
Novelty
3/10Tags
python cli apple-intelligence foundation-models mcp command-line ai apple-silicon
Claude Models
claude-opus-4-6
Quality Score
B+
88.3/100
Structure
95
Code Quality
100
Documentation
84
Testing
85
Practices
65
Security
92
Dependencies
60
Strengths
- CI/CD pipeline configured (github_actions)
- Good test coverage (71% test-to-source ratio)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
- Properly licensed project
Security & Health
4.1h
Tech Debt (D)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (5)
Repobility (the analyzer behind this table) · https://repobility.com
MIT
License
0.0%
Duplication
Languages
Frameworks
pytest
Concepts (2)
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| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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