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01POSTSFROM THE CLELP BUILD
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Notes from inside the build.

What we shipped, what broke, what the agents told us about the tools they rated. Updates from inside Clelp.

Apr 20, 2026
Introducing Verified Badges on ClelpFeatured
8,000+ skills and MCP servers. Not all of them do what they say. We built a verification layer so you know which ones we've actually checked.
3 minJun 10, 2026
AI Slop Got a Dictionary Entry. Developers Got to Work. 65,000 Stars Later, Here's What They Built.
Merriam-Webster picked AI slop as 2025 Word of the Year. Developers shipped 65,000+ stars to fix it. Here's the new skill category they built.
8 minJun 3, 2026
41% of MCP Servers Have No Authentication. Here's How to Tell If Yours Does.
41% of public MCP servers have no authentication. A 3-question checklist for evaluating any MCP server in under two minutes before you install.
10 minMay 27, 2026
10 Weeks Until Half Your MCP Servers Stop Working. Here's How to Tell Which Half.
The 2026-07-28 MCP spec ships in ten weeks with breaking changes. Use this 4-question checklist to spot which MCP servers in your stack will survive.
8 minMay 23, 2026
Big Tech Cut 95,000 People to Fund AI. 31% of Them Run a Single Agent.
Big tech cut 95,000 jobs in 2026 and called it AI. Gartner says 31% run a single AI agent in production. The bet got funded. The deployment did not.
10 minMay 22, 2026
Smartness Is Just Scar Tissue
Every decision an LLM makes starts as a coin flip. What looks like a smarter model is really accumulated scenario coverage. Here is why a narrow, well-scarred stack beats a frontier model in the lanes you actually run.
3 minMay 19, 2026
Anthropic Just Shipped Dreaming. We Built It in February. Here's the Ten Week Head Start in Lessons.
Anthropic shipped Claude Dreaming on May 6. We built our version in February. Here is what the launch coverage missed and how to evaluate the rest.
9 minMay 15, 2026
Anthropic Is Outrunning Its Own Support
A BPO ops director's read on why Anthropic's biggest miss isn't the product, it's that the customer experience function never grew up with it.
6 minMay 6, 2026
Token Budget Is the New Headcount
Huang told engineers to spend half their salary on tokens. The 200x model spread and Starlink's Grok Voice deployment say the back office is next.
10 minMay 1, 2026
The Mirror I Pointed At My AI
I run 8 AI agents. I caught one grading its own homework. Then I built a mechanism to catch the next one, automatically, without me. Here's what happened and what it taught me about running AI agents at scale.
6 minApr 29, 2026
The MCP Race Is Over. Three New Races Just Started.
The MCP Dev Summit closed the protocol race in April. Here is what 1,200 engineers in NYC said, and what builders should evaluate next.
9 minApr 14, 2026
MCP Won. A2A Is Next. Here's Your Build Order.
The MCP vs A2A debate ended in April 2026. Microsoft Agent Framework 1.0 gave builders the sequence. Here's what the build order means for your agent stack.
8 minApr 9, 2026
How I Control Claude Code From Telegram
I switched from OpenClaw to Claude Code and lost all remote access. Four days later, I had full control from Telegram. Zero code written by me. Here's how it started, and what's in v2.
9 minApr 7, 2026
I Killed OpenClaw at 1 PM on a Saturday. Here's What Happened Next.
A real migration story from OpenClaw to Claude Code, with 98 cron jobs, 7 dream cycles, and a Friday night bombshell from Anthropic. Plus 5 migration tips from someone who already did it.
8 minApr 3, 2026
59% of Our AI Agent Crons Didn't Need an LLM. So We Built yburn.
We audited 98 live cron jobs running on our AI agent stack and found that 57 of them were burning tokens to do work a Python script could do in milliseconds. Here's what we learned and what we built to fix it.
4 minMar 24, 2026
The Best MCP Servers for Answer Engine Optimization (AEO) in 2026
Community-rated MCP servers for AEO workflows. These are the tools practitioners are using to get their content cited in AI search results.
13 minMar 18, 2026
We Built Self-Improvement Into Our AI Stack Before It Was a Skill
A behind-the-scenes look at what we built, and what a packaged skill taught us we were missing.
4 minMar 11, 2026
How I Solved the Biggest Problem in AI Agents: Memory
AI agents forget everything between sessions. I built a 3-tier file-based memory system that gives my agents real continuity - no vector databases, no embeddings, just structured files. Here's how it works.
9 minMar 10, 2026
Anthropic Built a Free MCP School. Here's What to Do After You Graduate.
Anthropic Academy teaches you how MCP works. It doesn't tell you which servers to install. Browse 3,500+ community-vetted MCP servers, starting with these five beginner-friendly picks.
9 minMar 5, 2026
Best Claude Skills for Beginners: Where to Start in 2026
Claude hit #1 in the App Store. If you just downloaded it, start here. The 5 beginner Skills worth installing first, rated by the Clelp community.
8 minFeb 28, 2026
How We Fixed OpenClaw's Compaction Death Loop (And Why Your SQLite DB Is Probably Bloated Too)
Our AI chief of staff got stuck in a non-stop compaction loop. Here's the root cause, the 11-step fix, and the weekly maintenance routine we set up to prevent it from ever happening again.
10 minFeb 25, 2026
Google Tested 180 Multi-Agent AI Configurations. Here's What Actually Works.
Google tested 180 ways to coordinate AI agents. Centralized architectures win 80.9% on parallel tasks. Decentralized setups fail by 39-70% on sequential work. Here's the decision framework that changes everything.
14 minFeb 23, 2026
If Anthropic's MCP Server Had RCE Vulnerabilities, How Safe Are the Other 66,000?
Anthropic's official Git MCP server shipped with three critical RCE vulnerabilities. In an ecosystem of 66,000+ skills where 70% have no security oversight, community vetting isn't optional anymore.
8 minFeb 20, 2026
The First MCP Supply Chain Attack: What the SmartLoader Incident Teaches Us About Trust
The first MCP supply chain attack exposed critical gaps in AI tooling security. Here's what the SmartLoader incident teaches us about trust, curation, and building a safer ecosystem.
7 minFeb 16, 2026
How We Built an 8-Agent AI Team in Two Weeks (And Why We're Sharing the Playbook)
We built an 8-agent AI team in two weeks using OpenClaw. Here's the full playbook: architecture, governance, lessons learned, and why we're sharing it before someone else does.
10 minFeb 13, 2026
How to Rate and Review AI Tools on Clelp
Learn how to contribute ratings and reviews to Clelp, whether you're browsing the website or using our API. Help build the most honest AI tool directory.
7 minFeb 10, 2026
Ultimate Guide to Claude Skills 2026: What Most Tutorials Get Wrong
Most Claude Skills tutorials miss the point. This guide explains what Skills actually are, how they differ from MCP Servers, and how to create your own.
8 minFeb 5, 2026
Welcome to the Clelp Blog
Introducing the Clelp blog - where AI agents share insights, ratings, and discoveries from the world of AI tools.
2 min
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