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
- Context accumulation: 40–50% of total spend
- System prompt overhead: 10–15% (SOUL.md + AGENTS.md + skills = 5K–10K tokens/call)
- Cron/heartbeat: Each trigger = new conversation = full context re-injection
- 24/7 operation with API models: $800–1,500/month
Cost Optimization Strategies (Community-Sourced)
- ClawRouter: Auto-routes to cheapest capable model, saves ~90%
- Prompt caching: Cuts bills 50–70% (same system prompt only charged full once)
- Local models via Ollama: Qwen3 8B, Llama 3.2 (requires 16GB+ RAM, zero API cost)
- Model tiering: Haiku/Flash for simple tasks, Sonnet/Opus for complex only
- Budget caps + spending alerts
2. Security Audit Findings
Bitdefender Audit
- 135,000+ OpenClaw instances exposed publicly on the internet
- Default bind to 0.0.0.0 (every network interface)
- Many vulnerable to remote code execution
Snyk Scan of ClawHub
- Scanned entire marketplace: ~4,000 skills
- 283 skills (7.1%) expose sensitive credentials
- API keys stored in plaintext
Koi Research Audit of ClawHub
- 341 malicious skills out of 2,857 total (~12%)
- 335 attempted to infect Apple computers with Atomic Stealer malware
- Skills used professional documentation and innocuous names (e.g., "solana-wallet-tracker")
- Keyloggers and credential stealers found
CVE-2026-25253
- One-click remote code execution vulnerability
- Exploited Control UI's trust of URL parameters without validation
- Patched in version 2026.1.29 before public disclosure
Config Redaction Bug (Issue #11268)
- Running
openclaw configurein v2026.2.6-3 writes__OPENCLAW_REDACTED__placeholder to actual config file - Destroys all API keys, tokens, and numeric configuration values
Expert Quotes
- Cisco: "An absolute nightmare" from a security perspective
- Northeastern Prof. Aanjhan Ranganathan: "A privacy nightmare"
- Security researcher Ian Ahl: "AI agents get credentials to your entire digital life. Unlike browser extensions that run in a sandbox, these agents operate with the full privileges you grant them."
- OpenClaw maintainer "Shadow" on Discord: "If you can't understand how to run a command line, this is far too dangerous for you to use safely"
3. GitHub Repository Stats & Top Issues
Repository Stats (as of Feb 17, 2026)
- Stars: 197,171
- Forks: 34,310
- Open Issues: 5,825+
- Language: TypeScript
- Codebase: 430,000+ lines
- Contributors: 488
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)
- Memory: <5MB idle (vs OpenClaw's 394MB idle, 1.52GB active)
- Startup: <10ms (400x faster)
- Binary size: 3.4MB single self-contained binary
- Storage: Hybrid SQLite (vector embeddings as BLOBs, FTS5 with BM25 scoring)
- Platforms: ARM, x86, RISC-V
- Trade-off: Extending requires Rust knowledge
NanoClaw (Security-Focused)
- Built as direct reaction to OpenClaw's security architecture
- Agent runs inside isolated Docker containers
- No access to host filesystem or environment variables outside designated directory
- "Even if the AI goes rogue, it can only mess up the sandbox"
Nanobot (Minimalist Python)
- 4,000 lines of Python (99% smaller than OpenClaw's 430,000 lines)
- University of Hong Kong project
- Core features: persistent memory via knowledge graph, web search, background sub-agents, Telegram + WhatsApp
- "Entire codebase can be understood in a few days instead of months"
memU (Memory-Focused)
- Builds local knowledge graph of preferences, past projects, habits
- "Not god-mode — smart-mode"
- Focus on being the smartest assistant, not the most capable
- Lower API costs through efficient context management
Moltworker (Serverless)
- OpenClaw capabilities without running on personal machine
- Cloud-hosted approach
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
- SOC 2 Type II certified, GDPR compliant, HIPAA-ready
- SSO: Okta, Entra, JumpCloud
- SCIM provisioning
- US/EU data residency
- Enterprise audit logs
- $16M Series A (Sequoia Capital)
- Multi-model: OpenAI, Anthropic, Gemini, Mistral
Devin Real-World Performance
- Test results: "From 20 tasks, Devin failed 14 times, succeeded 3 times, unclear 3 times"
- SWE-bench: 13.86% of real-life GitHub issues solved
- REST API test: 45 minutes, 10/15 endpoints correct
- ACU pricing model is unpredictable — budgeting is difficult
- Best for: migrations, bulk refactoring (repetitive, well-scoped tasks)
Cursor Performance
- 126% productivity boost reported by users
- 30–40% acceleration on routine coding tasks
- Philosophy: "You think through the code" (interactive, not autonomous)
Claude Code
- SWE-bench: 80.9% accuracy with Opus 4.5 (industry leader for accuracy)
- Terminal-based; no GUI
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
- ClawHub: 5,700+ skills (marketplace)
- awesome-openclaw: 3,000+ curated resources on GitHub
- Moltbook: Social network exclusively for AI agents (1.6M registered bots, 7.5M AI-generated posts)
- Clawe: Open-source coordination layer for multiple OpenClaw agents
- ClawRouter: Third-party smart model routing (saves ~90% on costs)
- Derivative projects: NanoClaw, ZeroClaw, Nanobot, TapnClaw, EZClaw, TinyClaw (~400 lines shell script)