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prolog-reasoner

MCP ServerClaude Code Tools & Capabilities Low risk

SWI-Prolog as a logic calculator for LLMs — MCP server and Python library

SWI-Prolog作为LLM的逻辑计算器 — MCP服务器和Python库

How to install

Claude Code git clone https://github.com/rikarazome/prolog-reasoner ~/.claude/skills/prolog-reasoner

About

prolog-reasoner SWI-Prolog as a "logic calculator" for LLMs — available as an MCP server and a Python library. Eliminate the black box from LLM logical reasoning. LLMs excel at natural language but struggle with formal logic. Prolog excels at logical reasoning but can't process natural language. **prolog-reasoner** bridges this gap by exposing SWI-Prolog execution to LLMs. Does it help? On the built-in 30-problem logic benchmark: | Pipeline | Accuracy | |----------|----------| | LLM-only (claude-sonnet-4-6) | 22/30 (73.3%) | | **LLM + prolog-reasoner** | **27/30 (90.0%)** | The gap concentrate…

Recommendation signals

36 Tool quality · Based on stars, downloads, maintenance, security and docs
– User interest · Adjusted by in-site views, install copies and download clicks
36 Overall
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Meta

License
MIT
Language
Python
GitHub stars
11
mo. downloads
–
Last push
2026-05-01
Created
2026-04-14

Links

Basic safety check

Findings
curated 收录但无 npm 包/安装命令
Sources
curated:punkpeye/awesome-mcp-servers
Topics
anthropic, claude, llm, logic-programming, mcp, mcp-server, prolog, python, reasoning, swi-prolog

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