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…/shelpuk-ai-technology-consulting/kindly-web-search-mcp-server
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kindly-web-search-mcp-server

byshelpuk-ai-technology-consulting· 2 MCP servers

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27

Category

AI Agents & MCP

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TL;DR

Web search + robust content retrieval for AI coding tools.

How to install kindly-web-search-mcp-server?

shelpuk-ai-technology-consulting/kindly-web-search-mcp-server
$git clone https://github.com/shelpuk-ai-technology-consulting/kindly-web-search-mcp-server

Installs into the current project.

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Install & use

Install kindly-web-search-mcp-server by running `git clone https://github.com/shelpuk-ai-technology-consulting/kindly-web-search-mcp-server`, then use it for the current task and follow its documentation at https://github.com/shelpuk-ai-technology-consulting/kindly-web-search-mcp-server.

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README.md
1# Improve AI-generated code quality by 20%
2 
3**Web search + robust content retrieval for AI coding tools.**
4 
5Kindly Web Search is a part of the **[Shelpuk AI Technology Consulting](https://shelpuk.com) agentic suite** – a set of tools that together improve the code quality produced by AI coding agents by **15–20%**. [Read more on Claude Code generation quality improvement](https://shelpuk.com/en/blog/how-to-increase-claude-code-generation-quality-by-20-percent/).
6 
7Works with **Claude Code**, **Codex**, **Antigravity**, **Cursor**, **Windsurf**, and any agent that supports skills or MCP servers.
8 
9| Component | Role |
10|--------------------------------------------------------------------------------------|---|
11| [tdd](https://github.com/Shelpuk-AI-Technology-Consulting/agent-skill-tdd) | Enforces TDD, requirements discipline, and peer review for every coding task |
12| [Serena](https://github.com/oraios/serena) | Semantic code navigation + persistent project memory |
13| **Kindly Web Search** ← you are here | Up-to-date API and package documentation via web search |
14| [Lad MCP Server](https://github.com/Shelpuk-AI-Technology-Consulting/lad_mcp_server) | Project-aware AI design and code review |
15 
16If you like what we're building, please ⭐ **star this repo** – it's a huge motivation for us to keep going!
17 
18## How to use the suite
19 
20**1. Install three MCP servers and one skill:**
21 
22- [Serena](https://github.com/oraios/serena)
23- [Kindly Web Search](https://github.com/Shelpuk-AI-Technology-Consulting/kindly-web-search-mcp-server)
24- [Lad MCP Server](https://github.com/Shelpuk-AI-Technology-Consulting/lad_mcp_server)
25- [tdd](https://github.com/Shelpuk-AI-Technology-Consulting/agent-skill-tdd)
26 
27**2. Use the skill when requesting a feature:**
28 
29Prompt your favorite AI coding agent (Claude Code, Codex, Cursor, etc.) as usual. Then just add `Follow $tdd` in the end.
30 
31```
32> Build [your feature description]. Follow $tdd.
33```
34 
35# Kindly Web Search MCP Server
36 
37![Kindly Web Search](assets/kindly_header.png)
38 
39## Why do we need another web search MCP server?
40 
41Picture this: You're debugging a cryptic error in Google Cloud Batch with GPU instances. Your AI coding assistant searches the web and finds the *perfect* StackOverflow thread. Great, right? Not quite. Here's what most web search MCP servers give your AI:
42 
43```json
44{
45 "title": "GCP Cloud Batch fails with the GPU instance template",
46 "url": "https://stackoverflow.com/questions/76546453/...",
47 "snippet": "I am trying to run a GCP Cloud Batch job with K80 GPU. The job runs for ~30 min. and then fails..."
48}
49```
50 
51The question is there, but **where are the answers?** Where are the solutions that other developers tried? The workarounds? The "this worked for me" comments?
52 
53They're not there. Your AI now has to make a second call to scrape the page. Sometimes it does, sometimes it doesn't. And even when it does, most scrapers return either incomplete content or the entire webpage with navigation panels, ads, and other noise that wastes tokens and confuses the AI.
54 
55### The Real Problem
56 
57At [Shelpuk AI Technology Consulting](https://shelpuk.com), we build custom AI products under a fixed-price model. Development efficiency isn't just nice to have - it's the foundation of our business. We've been using AI coding assistants since 2023 (GitHub Copilot, Cursor, Windsurf, Claude Code, Codex), and we noticed something frustrating:
58 
59**When we developers face a complex bug, we don't just want to find a URL - we want to find the conversation.** We want to see what others tried, what worked, what didn't, and why. We want the GitHub Issue with all the comments. We want the StackOverflow thread with upvoted answers and follow-up discussions. We want the arXiv paper content, not just its abstract.
60 
61Existing web search MCP servers are basically wrappers

Preview

shelpuk-ai-technology-consulting/kindly-web-search-mcp-servershelpuk-ai-technology-consulting/kindly-web-search-mcp-server

# Improve AI-generated code quality by 20%

**Web search + robust content retrieval for AI coding tools.**

Kindly Web Search is a part of the **[Shelpuk AI Technology Consulting](https://shelpuk.com) agentic suite** – a set of tools that together improve the code qua

Works with **Claude Code**, **Codex**, **Antigravity**, **Cursor**, **Windsurf**, and any agent that supports skills or MCP servers.

Reposhelpuk-ai-technology-consulting/kindly-web-search-mcp-server
TypeMCP Servers
CategoryAI Agents & MCP
UpdatedJul 2026
LicenseMIT
First seenJul 27, 2026

Tags

MCPaiai-agents

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