Data-driven landscape analyses of the AI open-source ecosystem. Every metric updated daily from 247,805 tracked repositories.
Your Agent Framework Is a Ball of Mud — Who's Actually Fixing It
You've lost sessions to compaction, watched agents redo work, and restarted after crashes with nothing to resume from. Claude Code's leaked source reveals why: brilliant simplicity designed for interactive work, hitting an architectural ceiling as agents go autonomous. Here's who's building what comes next.
Your Docs Are Written for Humans. Your Users Are Agents.
Agents choose developer tools based on documentation quality. llms.txt is the new robots.txt. The MCP data proves it: repos with detailed docs get 18x the stars.
Your Agent Doesn't Have an Email Address (Yet)
30+ repos are building identity, credentials, email, and payment infrastructure for agents as first-class entities. Scattered across 25 subcategories with no name. Here's the map.
Your Newest Competitor Isn't a Developer
27% of AI repos created in 2026 sustain 300+ commits per month. New GitHub accounts, first repos ever, absurd velocity. Here's what's happening — and what it means for the developer tools market.
You're Shipping AI You Can't Measure
1,159 repos are building LLM evaluation infrastructure. Most teams are still eyeballing outputs. Here's the decision guide to what actually works.
Agent Platforms Are Four Problems, Not One
You'll deploy a coding agent and think you're done. You won't be told you also need sandboxing, governance, and orchestration — or that only one of these layers is actually mature.
We Audited crewAI's AI Dependencies: Here's What the Data Says
47 dependencies, 8 scored against 220K repos. World-class choices across the board — and the one category where the landscape hasn't settled yet.
The Claude Code Ecosystem: Everything You Can Plug In
2,400 repos. 370 new ones per week. A practitioner's guide to what's mature, what's emerging, and what's noise.
Agent Memory in 2026: What Actually Works for Persistent AI
977 repos, 5 domains, 10+ names for the same concept. A decision guide for builders navigating the most fragmented category in AI infrastructure.
Giving AI Agents Eyes: Browser Automation in 2026
Data extraction, agentic browser control, and stealth infrastructure — scored on quality daily. A decision guide for builders navigating scraping, automation, and the anti-detection arms race.
How Agents Acquire Skills: The Emerging Architecture of Composable Capabilities
Skills, registries, marketplaces, and the trust problem — scored on quality daily. A map of the 2,700+ repos building the capability layer for autonomous agents.
AI Agents for Obsidian and Personal Knowledge: What Actually Works in 2026
From established plugins to MCP bridges to experimental agent tools — scored on quality daily. A decision guide for the Obsidian user who wants AI that respects their vault.
Agent Governance in 2026: Who's Building the Guardrails?
Sandboxing, policy enforcement, security scanning, and compliance — scored on quality daily. A decision guide for teams deploying autonomous agents who need governance tooling that actually works.
Embeddings Are Easier Than Whatever You're Doing Instead
You're writing regex, tuning Elasticsearch, or building keyword indexes. Meanwhile, 20 lines of code and a $0.02 API call would give you better results. Here's how to stop overcomplicating it.
Things AI Won't Tell You About Building a Voice App
You'll ask for a TTS library and get one. You won't be told you also need STT, intent handling, orchestration, and evaluation. Here's the full stack, with opinionated recommendations at every layer.
Choosing a Voice AI Library in 2026: What's Actually Worth Building On
TTS, speech recognition, and voice agents — scored on quality daily. A decision guide based on which projects are thriving, which are dying, and what the trends mean for your stack.
How OpenClaw Went from Launch to 1,299 Repos in 8 Weeks
The anatomy of an AI ecosystem forming in real time — what gets built first, what comes next, and where the real adoption signals are.