Google PageRank for AI agents. 25,000+ tools indexed.

pythinker-cli MCP Server

PyModel/pythinker-cli

Score: 54.6 Rank #10900 MCP Server
[![AgentRank](https://agentrank-ai.com/api/v1/badge/PyModel--pythinker-cli)](https://agentrank-ai.com/tool/PyModel--pythinker-cli/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
Are you the maintainer of PyModel/pythinker-cli? Claim this listing →

Think first, then code. Where Claude Code and Codex jump straight to writing, this stays review-first: a code reviewer, security scanner, root-cause debugger, and code generator, all in one shell-native loop.

Add AgentRank to Claude Code Discover and compare tools like PyModel/pythinker-cli — your AI finds the right one automatically
Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

PyModel/pythinker-cli is a Python tool licensed under Apache-2.0. Think first, then code. Where Claude Code and Codex jump straight to writing, this stays review-first: a code reviewer, security scanner, root-cause debugger, and code generator, all in one shell-native loop.

Ranked #10900 out of 24846 indexed tools.

Ecosystem

Python Apache-2.0

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 21

21 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → moderate activity

Issue Health 25% 6%

3/48 issues closed → many open issues

Contributors 10% 2

2 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 6
Description Detailed
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Freshness high impact

Last commit was 36 days ago — a recent commit would boost your freshness score

Issue Health high impact

You have 45 open vs 3 closed issues — triaging stale issues improves health

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

Badge all embed codes →

AgentRank score for PyModel/pythinker-cli
[![AgentRank](https://agentrank-ai.com/api/v1/badge/PyModel--pythinker-cli)](https://agentrank-ai.com/tool/PyModel--pythinker-cli/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
<a href="https://agentrank-ai.com/tool/PyModel--pythinker-cli/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/v1/badge/PyModel--pythinker-cli" alt="AgentRank"></a>

Embed Widget docs →

Embed a rich score widget on your site or blog.

<script src="https://agentrank-ai.com/embed.js" data-tool="PyModel/pythinker-cli"></script>

Matched Queries

topic:mcp

Get the weekly AgentRank digest

Top movers, new tools, ecosystem insights — straight to your inbox.