Research Raw Data OpenClaw 2026

Documentation for Research

Research Raw Data: OpenClaw Competitive Intelligence

Date: February 17, 2026 Purpose: Supporting data for the main Competitive Intelligence Report


1. OpenClaw Cost Horror Stories (Verified Reports)

Source Amount Cause Details
Community report $6,000 overnight Multiple agents + Claude Opus on codebase refactoring No spending limits set
Developer testimonial $623/month Single agent API usage —
User report $3,600/month Heavy usage Another user: $200/day from runaway loop
User report $214 overnight Opus 4.6 on busy Discord server, spam wave Thousands of responses triggered
c't magazine (Germany) $100+ in one day Testing / evaluation Professional test
User report $40 for 12 messages "Nothing significant. Highly inefficient out of the box." —

Cost Breakdown by Category

Cost Optimization Strategies (Community-Sourced)


2. Security Audit Findings

Bitdefender Audit

Snyk Scan of ClawHub

Koi Research Audit of ClawHub

CVE-2026-25253

Config Redaction Bug (Issue #11268)

Expert Quotes


3. GitHub Repository Stats & Top Issues

Repository Stats (as of Feb 17, 2026)

Top Issues by Comments

Issue Title Comments Status
#3460 Internationalization (i18n) & Localization Support 54 Pinned, Open
#75 Linux/Windows Clawdbot Apps 19 Pinned, Open
#5799 OpenClaw: Stabilisation Mode 4 Pinned, Open
#5431 Context Optimizer Custom — 30-70% Token Cost Reduction — Open, Enhancement
#8650 Switch Built-in Feishu Plugin — Open, Enhancement
#11268 openclaw configure destroys API keys — Open, Bug
#2026 Telegram Long-Polling Crash (AbortError every 20-30 min) — Open, Bug
#11802 Control UI Schema Error (cosmetic but alarming) — Open, Bug

Recent Release Highlights

v2026.2.6: Anthropic Opus 4.6 support, xAI (Grok) provider, OpenAI Codex gpt-5.3-codex v2026.2.2: Feishu/Lark plugin, Web UI Agents dashboard, QMD memory backend, security approvals v2026.2.1: Memory search L2-normalize fix, Windows spawn() fix, Slack hardening


4. OpenClaw Alternatives Detailed Comparison

ZeroClaw (Rust-Based)

NanoClaw (Security-Focused)

Nanobot (Minimalist Python)

memU (Memory-Focused)

Moltworker (Serverless)


5. Competitor Pricing Summary

Platform Free Tier Pro/Paid Enterprise
OpenClaw Open source (API costs apply) N/A N/A
Dust.tt No $29/user/month Custom
Cursor Yes (limited) $20/month $40/user/month
Devin No $20/month (Core) $500/month (Team)
CrewAI Open source ~$99/month (Cloud) Custom
AutoGen Open source N/A (Azure costs) N/A
LangGraph Open source LangSmith paid add-on Custom
Bolt.new Freemium Varies N/A
v0.dev Yes $20/month N/A

Dust.tt Details

Devin Real-World Performance

Cursor Performance

Claude Code


6. Expert & Media Quotes

Chris Symons, Chief AI Scientist at Lirio (TechCrunch):

"OpenClaw is just an iterative improvement on what people are already doing, and most of that iterative improvement has to do with giving it more access."

Artem Sorokin, AI Engineer:

"From an AI research perspective, this is nothing novel."

MacStories reviewer:

"OpenClaw showed me what the future of personal AI assistants looks like."

Community sentiment:

"Open source built a better version of Siri that Apple ($3.6 trillion company) was sleeping on for years."

IBM's Kaoutar El Maghraoui:

OpenClaw "challenges the hypothesis that autonomous AI agents must be vertically integrated, with the provider tightly controlling the models, memory, tools, interface, execution layer and security stack."

Peter Steinberger (Creator):

Predicts that OpenClaw-style agents "will kill 80% of apps." Announced joining OpenAI on Feb 14, 2026.


7. Community Ecosystem