io.github.backspacevenkat/perspectives

Name: io.github.backspacevenkat/perspectives
Author: polydev-ai

AI 与智能体

by polydev-ai

可并行查询多个 AI 模型，如 GPT-4、Claude、Gemini 与 Grok，以获得更丰富的多元观点。

GitHub

什么是 io.github.backspacevenkat/perspectives？

可并行查询多个 AI 模型，如 GPT-4、Claude、Gemini 与 Grok，以获得更丰富的多元观点。

README

Polydev - Multi-Model AI Perspectives

Get unstuck faster. Query GPT 5.2, Claude Opus 4.5, Gemini 3, and Grok 4.1 simultaneously — one API call, four expert opinions.

Why Polydev?

Stop copy-pasting between ChatGPT, Claude, and Gemini. Get all their perspectives in your IDE with one request.

Metric	Result
SWE-bench Verified	74.6% Resolve@2
Cost vs Claude Opus	62% lower
Response time	10-40 seconds

"Different models have different blind spots. Combining their perspectives eliminates yours."

Supported Models

Model	Provider	Strengths
GPT 5.2	OpenAI	Reasoning, code generation
Claude Opus 4.5	Anthropic	Analysis, nuanced thinking
Gemini 3 Pro	Google	Multimodal, large context
Grok 4.1	xAI	Real-time knowledge, directness

Quick Start

1. Get your free API token

polydev.ai/dashboard/mcp-tokens

Tier	Messages/Month	Price
Free	1,000	$0
Pro	10,000	$19/mo

2. Install in your IDE

Claude Code

bash

claude mcp add polydev -- npx -y polydev-ai@latest

Then set your token:

bash

export POLYDEV_USER_TOKEN="pd_your_token_here"

Or add to ~/.claude.json:

json

{
  "mcpServers": {
    "polydev": {
      "command": "npx",
      "args": ["-y", "polydev-ai@latest"],
      "env": {
        "POLYDEV_USER_TOKEN": "pd_your_token_here"
      }
    }
  }
}

Cursor

Add to ~/.cursor/mcp.json:

json

{
  "mcpServers": {
    "polydev": {
      "command": "npx",
      "args": ["-y", "polydev-ai@latest"],
      "env": {
        "POLYDEV_USER_TOKEN": "pd_your_token_here"
      }
    }
  }
}

Windsurf

Add to your MCP configuration:

json

{
  "mcpServers": {
    "polydev": {
      "command": "npx",
      "args": ["-y", "polydev-ai@latest"],
      "env": {
        "POLYDEV_USER_TOKEN": "pd_your_token_here"
      }
    }
  }
}

Cline (VS Code)

Open Cline settings (gear icon)
Go to "MCP Servers" → "Configure"
Add the same JSON config as above

OpenAI Codex CLI

Add to ~/.codex/config.toml:

toml

[mcp_servers.polydev]
command = "npx"
args = ["-y", "polydev-ai@latest"]

[mcp_servers.polydev.env]
POLYDEV_USER_TOKEN = "pd_your_token_here"

[mcp_servers.polydev.timeouts]
tool_timeout = 180
session_timeout = 600

Usage

Natural Language

Just mention "polydev" or "perspectives" in your prompt:

code

"Use polydev to debug this infinite loop"

"Get perspectives on: Should I use Redis or PostgreSQL for caching?"

"Use polydev to review this API for security issues"

MCP Tool

Call the get_perspectives tool directly:

typescript

{
  "tool": "get_perspectives",
  "arguments": {
    "prompt": "How should I optimize this database query?",
    "user_token": "pd_your_token_here"
  }
}

Example Response

code

🤖 Multi-Model Analysis

┌─ GPT 5.2 ────────────────────────────────────────
│ The N+1 query pattern is causing performance issues.
│ Consider using eager loading or batch queries...
└──────────────────────────────────────────────────

┌─ Claude Opus 4.5 ────────────────────────────────
│ Looking at the execution plan, the table scan on
│ `users` suggests a missing index on `email`...
└──────────────────────────────────────────────────

┌─ Gemini 3 ───────────────────────────────────────
│ The query could benefit from denormalization for
│ this read-heavy access pattern...
└──────────────────────────────────────────────────

┌─ Grok 4.1 ───────────────────────────────────────
│ Just add an index. The real problem is you're
│ querying in a loop - fix that first.
└──────────────────────────────────────────────────

✅ Consensus: Add index on users.email, fix N+1 query
💡 Recommendation: Use eager loading with proper indexing

Research

Our approach achieves 74.6% on SWE-bench Verified (Resolve@2), matching Claude Opus at 62% lower cost.

Approach	Resolution Rate	Cost/Instance
Claude Haiku (baseline)	64.6%	$0.18
+ Polydev consultation	66.6%	$0.24
Resolve@2 (best of both)	74.6%	$0.37
Claude Opus (reference)	74.4%	$0.97

Read the full paper →

Available Tools

Tool	Description
`get_perspectives`	Query multiple AI models simultaneously
`get_cli_status`	Check status of local CLI tools
`force_cli_detection`	Re-detect installed CLI tools
`send_cli_prompt`	Send prompts to local CLIs with fallback

License

MIT License - see LICENSE for details.

Built by <a href="https://polydev.ai">Polydev AI</a> Multi-model consultation for better code

常见问题