Researcher Report β 2026-03-18
Run time: 2026-03-18 01:05 ET
Agent: Researcher (Haiku scan / Sonnet eval)
Budget: Budget: $0.0278 / $5.00 used (50 calls, 18757in + 3206out tokens) | $4.9722 remaining
Phase 1: Tech Research
Sources scanned: 776 items across HN + RSS feeds
Candidates after scoring: 15
CBL evaluated: 15
EAT (queued to fridge)
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[EAT] Adaptive Theory of Mind for LLM-based Multi-Agent Coordination β _β
queued_
HOLD (notable but not fridged)
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[HOLD] Anticipatory Planning for Multimodal AI Agents β
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[HOLD] Surg$\Sigma$: A Spectrum of Large-Scale Multimodal Data and Foundation Models for Surgical Intelligence β
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[HOLD] Data-Local Autonomous LLM-Guided Neural Architecture Search for Multiclass Multimodal Time-Series Classification β
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[HOLD] Structure-Aware Multimodal LLM Framework for Trustworthy Near-Field Beam Prediction β
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[HOLD] Alignment-Aware Quantization for LLM Safety β
- _(and 9 more HOLD items)_
Phase 2: PaperTrader Experiments
_No snapshot data available for today._
Phase 2 Errors
- β οΈ No snapshot for today β cannot analyze performance
Phase 3: Optimization Analysis
> _Stale files and cron health are auditor territory (autoaudit). This phase covers cost and model routing only._
Session Model Usage (23 sessions, last 7d)
| Model | Mentions | Share |
|-------|----------|-------|
| Opus | 38 | 51% |
| Sonnet | 13 | 17% |
| Haiku | 24 | 32% |
Opus-heavy sessions:
- `2026-03-14-session-02.md` (3x Opus) β Session 02 β 2026-03-14 (20:43-23:13 EDT, Opus)
- `2026-03-14-session-01.md` (3x Opus) β Session 01 β 2026-03-14 (08:12-20:43 EDT, SonnetβOpus)
- `2026-03-12-session-26.md` (4x Opus) β Session 26 β 2026-03-12 (00:00β01:46 EDT, Opus)
- `2026-03-11-session-25.md` (3x Opus) β Session 25 β 2026-03-11 (22:03β23:57 EDT, Opus)
- `2026-03-11-session-20.md` (4x Opus) β Session 20 β 2026-03-11 (11:17β13:27 EDT, Opus)
Researcher Budget History
-
last run: $0.0000 / $5.00 (0% utilized, 0 API calls)
Cron Model Routing Suggestions
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bizbot (currently Opus): Evaluate if Sonnet or Haiku could handle this task β ~10-50x cost reduction per run
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agent-trader-premarket (currently Opus): Evaluate if Sonnet or Haiku could handle this task β ~10-50x cost reduction per run
Cost Optimization Opportunities
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Opus referenced in 38 mentions across 23 sessions (51% of model refs)
β Review Opus-heavy sessions β most tasks could run on Sonnet at ~10x lower cost _Up to ~10x on affected calls_
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Researcher used only $0.0000 of $5.00 cap (0% utilization)
β Consider reducing budget_cap_usd or adding more Phase 1/2 analysis depth _N/A β currently under-utilized_
Phase 4: ClawHub Skill Scan
35 suspicious skill(s):
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[SUSPICIOUS] mcp-skill β [SUSPICIOUS]
Red flags present: (1) Zero downloads + newly published by low-reputation author, (2) Vague description listing generic capabilities without specifics on implementation or safety boundaries, (3) Requests broad network access (web search, crawling, LinkedIn) and process spawning potential, (4) No visible source code repository linked, (5) Description reads as capability listing directed at AI agents rather than human operators.
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[SUSPICIOUS] mcp-hass β [SUSPICIOUS]
Red flags present: (1) Zero downloads + very recent publication (2026-02-10), (2) No visible source code repository linked, (3) Requests network access to Home Assistant instances (external service communication), (4) MCP protocol implementation from unverified author requires careful code review for security implications.
If relevant: Would support homelab/automation projects, but requires source code audit before use.
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[SUSPICIOUS] openclaw-mcp-plugin β [SUSPICIOUS]
Multiple red flags present: zero downloads with new publication date (2026-02-02), no visible source code, requests network access and process spawning capabilities, vague description that could enable arbitrary tool execution, and the skill description reads as instructions to an AI agent ("Enable AI agents to discover and execute tools").
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[SUSPICIOUS] atlassian-mcp β [SUSPICIOUS]
This skill exhibits multiple red flags: zero downloads from a new account (2026-01-25), requests Docker process spawning and filesystem access outside workspace, requires external API credentials, lacks visible source code for security audit, and the description reads as task-oriented instructions ("Use when you need to query...") rather than neutral documentation.
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[SUSPICIOUS] clickup-mcp β [SUSPICIOUS]
Red flags: No visible source code, zero downloads with new account (published 2026-01-06), requests network access and OAuth authentication to external service, and vague operational scope ("manage tasks, docs, time tracking, comments, chat, search") without transparent implementation details.
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[SUSPICIOUS] glin-profanity-mcp β [SUSPICIOUS]
Red flags present: (1) Zero downloads + new account (published 2026-02-01, author "thegdsks" with no history), (2) No visible source code link provided, (3) Description contains directives framed as use cases ("Use when reviewing batches," "when AI needs") that read as instructions to an AI agent rather than neutral documentation, (4) Vague about actual implementationβclaims to provide "profanity detection tools" but doesn't specify what language, model, or API it uses.
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[SUSPICIOUS] xiaohongshu-mcp-skill β [SUSPICIOUS]
Multiple red flags present: zero downloads with very recent publish date (2026-02-28), no visible source code repository linked, vague description with truncation ("like/comment/fa..."), requests network access to external Xiaohongshu service, and the description phrasing ("Use when user wants to...") reads as agent-directed instructions rather than technical documentation.
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[SUSPICIOUS] wordpress-mcp β [SUSPICIOUS]
Red flags: Zero downloads + very new publication (2026-02-10), no visible source code repository linked, vague technical requirements ("Requires AI Engine plugin"), and the description is heavily agent-directive focused ("Use for creating/editing posts... when asked about WordPress site management") rather than technical documentation.
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[SUSPICIOUS] microsoft-ads-mcp β [SUSPICIOUS]
Red flags present: (1) Zero downloads + newly published account (2026-01-26), (2) No visible source code repository linked, (3) Requests network access to external Microsoft Advertising APIs and likely filesystem access for credentials/config, (4) MCP server skills require process spawning which expands attack surface, (5) Vague on implementation details and security model for handling advertising credentials.
Not relevant to active projects (mcp is in keywords but this is advertising-specific, not infrastructure/automation/monitoring focused).
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[SUSPICIOUS] mcp-client β [SUSPICIOUS]
Red flags: Zero downloads + new account (published 2026-02-22), no visible source code mentioned, description is vague about what "tools, data sources and services" it actually connects to, and MCP client skills typically require elevated permissions (network access, process spawning) that warrant explicit disclosure.
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[SUSPICIOUS] automation-workflows β [SUSPICIOUS]
Red flags: Zero downloads + brand new account (published 2026-02-06), no visible source code repository linked, vague implementation details for a complex tool integration skill, and description reads as general marketing copy rather than technical documentation.
This skill does match the "automation" keyword but insufficient vetting information and new-account status warrant caution before integration.
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[SUSPICIOUS] ai-web-automation β [SUSPICIOUS]
Multiple critical red flags: zero downloads with new account (2026-02-20 publish date), no visible source code accessible, vague description that could mask malicious behavior, and the skill requests broad capabilities (web automation, form filling, data scraping, process spawning) that inherently require dangerous permissions (network access, filesystem, process execution) without transparent scope documentation.
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[SUSPICIOUS] automation-workflows-0-1-0 β [SUSPICIOUS]
Red flags: Zero downloads + newly published (2026-02-07) + vague description without visible source code or implementation details + no concrete examples of tool integrations or workflow templates provided.
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[SUSPICIOUS] agentic-workflow-automation β [SUSPICIOUS]
Red flags present: (1) Zero downloads + newly published account (2026-02-26), (2) Vague description with truncation ("automation handoff arti..."), (3) No visible source code accessible, (4) Description reads as general AI agent instruction rather than concrete tool documentation, (5) Author handle "0x-Professor" suggests potential obfuscation.
If relevant: Could apply to
agent and
automation keywords, but insufficient information to validate legitimacy before Ghost review.
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[SUSPICIOUS] afrexai-business-automation β [SUSPICIOUS]
Red flags present: (1) Zero downloads + newly published account, (2) No visible source code provided, (3) Description is directed at an AI agent ("Turn your AI agent into...") rather than describing what the skill does, (4) Vague claims about implementing automation "no n8n or Zapier required" without technical specifics, and (5) Broad scope across multiple business domains suggests potential for scope creep or hidden functionality.
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[SUSPICIOUS] data-automation-service β [SUSPICIOUS]
Multiple red flags: zero downloads with very recent publication date (2026-02-19), vague description lacking technical specifics about API integration methods or data source types, no visible source code repository link, and the generic nature suggests potential for requesting excessive permissions once installed.
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[SUSPICIOUS] ai-automation-workflow β [SUSPICIOUS]
Multiple red flags: zero downloads + brand new account (published 2026-03-06), no visible source code repository linked, vague implementation details for n8n/Zapier workflow claims, and the description reads partially as directive text ("εΉ«δΈε°δΌζ₯θ¨θ¨" = "help SMEs design") rather than neutral skill documentation.
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[SUSPICIOUS] afrexai-automation-strategy β [SUSPICIOUS]
Red flags: Zero downloads + new account (published 2026-02-19, author "1kalin" appears to be fresh), vague description (truncated mid-sentence with "across any..."), no visible source code, and the description reads as generic marketing copy rather than concrete functionality documentationβtypical markers of low-quality or potentially malicious skill packages.
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[SUSPICIOUS] automation-tool β [SUSPICIOUS]
Red flags: Zero downloads + brand new account (published 2026-03-08), vague description in Chinese offering "batch generation" with no visible source code or technical details, and the generic nature suggests potential for misuse in automated content spam or manipulation.
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[SUSPICIOUS] ai-automation-consulting β [SUSPICIOUS]
Multiple red flags: zero downloads with very recent publish date (2026-03-14), new/unverified author account (yang1002378395-cmyk), vague description offering generic "AI automation consulting" with no visible source code or technical implementation details, and the skill appears to be a service offering rather than a functional tool/integration.
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[SUSPICIOUS] homelab-cluster β [SUSPICIOUS]
Red flags: Zero downloads + newly published (2026-02-12) + vague description lacking implementation details + requests management of "multi-tier AI inference clusters" (likely requires elevated system/network permissions) + no visible source code repository linked.
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[SUSPICIOUS] homeserver β [SUSPICIOUS]
Red flags present: (1) Zero downloads + newly published account, (2) Requests significant system access (Docker, SSH, port scanning, filesystem operations, process spawning), (3) No visible source code repository linked, (4) Vague implementation details on how "homebutler CLI" integrates with OpenClaw, (5) Matches keywords but lacks transparency on permission scope and security model.
If investigated: Could support homelab/automation projects, but requires source code review and permission auditing before consideration.
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[SUSPICIOUS] raspberry-pi-manager β [SUSPICIOUS]
Multiple red flags: zero downloads + newly published account (2026-03-11), no visible source code mentioned, skill requests low-level system access (GPIO control, process spawning for service management) which could enable filesystem/process escape, and the broad "manage devices" description lacks specificity on permission boundaries.
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[SUSPICIOUS] pi-admin β [SUSPICIOUS]
Red flags: Zero downloads + newly published (2026-01-14), no visible source code mentioned, requests filesystem access and process spawning capabilities (inherent to Pi system administration skills), and vague description lacking implementation details or safety boundaries.
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[SUSPICIOUS] pi-health β [SUSPICIOUS]
Red flags: Zero downloads + new account (published 2026-02-09), no visible source code link provided, skill requires filesystem access and process spawning (CPU temp, throttling, fan RPM detection), and the description reads as instructions to an AI agent ("Use when monitoring Pi health, diagnosing...").
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[SUSPICIOUS] trading β [SUSPICIOUS]
Red flags present: Zero downloads + newly published (2026-02-12) + vague description lacking technical implementation details + no visible source code repository linked + "trading" keyword match creates relevance bias but skill provides no specifics on how it integrates with OpenClaw architecture.
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[SUSPICIOUS] trading-devbox β [SUSPICIOUS]
Red flags: Zero downloads + newly published account (2026-02-25), no visible source code mentioned, description implies arbitrary code execution ("agent writes a Python backtest strategy"), and the skill involves executing user-supplied trading logic which presents code injection and financial loss risks.
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[SUSPICIOUS] trading-brain β [SUSPICIOUS]
This skill exhibits multiple critical red flags: zero downloads combined with a very recent publish date from a new account (classic untrusted pattern), vague description lacking technical specifics about implementation, and the description itself reads as a directive to an AI agent ("Load Travis's personal trading strategy...to guide aggressive trades") rather than objective documentation of what the skill does.
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[SUSPICIOUS] openmm-grid-trading β [SUSPICIOUS]
Red flags: Zero downloads + newly published (2026-02-25) + unknown author + vague description lacking technical specifics + no visible source code + requests access to trading systems (inherent financial risk) + description reads like a feature pitch rather than implementation detail.
Not recommended for integration without source code audit and author verification.
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[SUSPICIOUS] quant-trading-system β
[SUSPICIOUS]
Red flags detected: Zero downloads + brand new account (published 2026-03-08), no visible source code repository link provided, vague description lacking technical implementation details, and "trading system" implies network requests and external process spawning (high-risk permissions for untrusted code).
Not recommended for review without source code audit and author verification.
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[SUSPICIOUS] kalshi-cli-trading β [SUSPICIOUS]
This skill exhibits multiple red flags: zero downloads with a very recent publish date (2026-03-04), no visible source code repository, vague truncated description, requests network access to external trading platform, and the author "lacymorrow" has no established reputation on the platform.
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[SUSPICIOUS] auto-trading-strategy β [SUSPICIOUS]
Red flags present: Zero downloads + new account (published 2026-03-13, author "863king"), vague description lacking technical specifics about implementation, no visible source code repository linked, and the skill name/description suggests financial advisory content which requires higher scrutiny for potential harm or misuse.
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[SUSPICIOUS] looloo-trading β [SUSPICIOUS]
Multiple red flags: zero downloads with very recent publication date (2026-03-13), vague description that doesn't specify what "LooLoo" is or technical implementation details, no visible source code repository linked, and the skill requests unspecified network access to generate "trade quotes" and "confirmation links" β a financial transaction context that demands higher scrutiny for potential credential harvesting or fraud.
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[SUSPICIOUS] gate-exchange-trading-copilot β [SUSPICIOUS]
Red flags: Zero downloads + newly published account (2026-03-14), vague truncated description ("Use this skill whenever the user wants one skill to complete market judgment, risk control, and..." β incomplete sentence), no visible source code, and requests network access to external exchange API with financial transaction capabilities.
Not aligned with active projects (mcp, automation, homelab, raspberry pi, react native, ios, signal, openclaw, cli, monitoring).
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[SUSPICIOUS] trading-software-efficiency β [SUSPICIOUS]
Red flags present: (1) Zero downloads + newly published account (2026-03-16), (2) No visible source code accessible via metadata, (3) Vague description lacking technical specifics about implementation, (4) Request pattern matches trading/financial automation which typically requires sensitive permissions and data access.
Budget Summary
Total spent: $0.0278 / $5.00 cap
API calls: 50
Tokens: 18757 input + 3206 output
| Model | Input | Output | Cost | Note |
|-------|-------|--------|------|------|
| claude-haiku-4-5 | 232 | 23 | $0.000278 | CBL:Anticipatory Planning for Multimodal |
| claude-haiku-4-5 | 248 | 26 | $0.000302 | CBL:Surg$\Sigma$: A Spectrum of Large-Sc |
| claude-haiku-4-5 | 246 | 22 | $0.000285 | CBL:Data-Local Autonomous LLM-Guided Neu |
| claude-haiku-4-5 | 244 | 26 | $0.000299 | CBL:Structure-Aware Multimodal LLM Frame |
| claude-haiku-4-5 | 233 | 21 | $0.000270 | CBL:Alignment-Aware Quantization for LLM |
| claude-haiku-4-5 | 238 | 23 | $0.000282 | CBL:Relationship-Aware Safety Unlearning |
| claude-haiku-4-5 | 250 | 26 | $0.000304 | CBL:Can Multimodal LLMs See Science Inst |
| claude-haiku-4-5 | 251 | 26 | $0.000305 | CBL:Understanding Quantization of Optimi |
| claude-haiku-4-5 | 242 | 26 | $0.000298 | CBL:Towards Robust Multimodal Physiologi |
| claude-haiku-4-5 | 234 | 22 | $0.000275 | CBL:Show HN: March Madness Bracket Chall |
| claude-haiku-4-5 | 241 | 23 | $0.000285 | CBL:NextMem: Towards Latent Factual Memo |
| claude-haiku-4-5 | 250 | 22 | $0.000288 | CBL:Quantum-Secure-By-Construction (QSC) |
| claude-haiku-4-5 | 230 | 25 | $0.000284 | CBL:Algorithmic Trading Strategy Develop |
| claude-haiku-4-5 | 244 | 23 | $0.000287 | CBL:Argumentative Human-AI Decision-Maki |
| claude-haiku-4-5 | 236 | 24 | $0.000285 | CBL:Adaptive Theory of Mind for LLM-base |
| claude-haiku-4-5 | 418 | 95 | $0.000714 | ClawHub:mcp-skill |
| claude-haiku-4-5 | 407 | 95 | $0.000706 | ClawHub:mcp-hass |
| claude-haiku-4-5 | 436 | 72 | $0.000637 | ClawHub:openclaw-mcp-plugin |
| claude-haiku-4-5 | 468 | 76 | $0.000678 | ClawHub:atlassian-mcp |
| claude-haiku-4-5 | 416 | 66 | $0.000597 | ClawHub:clickup-mcp |
| claude-haiku-4-5 | 450 | 120 | $0.000840 | ClawHub:glin-profanity-mcp |
| claude-haiku-4-5 | 449 | 87 | $0.000707 | ClawHub:xiaohongshu-mcp-skill |
| claude-haiku-4-5 | 476 | 72 | $0.000669 | ClawHub:wordpress-mcp |
| claude-haiku-4-5 | 434 | 120 | $0.000827 | ClawHub:microsoft-ads-mcp |
| claude-haiku-4-5 | 404 | 73 | $0.000615 | ClawHub:mcp-client |
| claude-haiku-4-5 | 495 | 83 | $0.000728 | ClawHub:automation-workflows |
| claude-haiku-4-5 | 420 | 86 | $0.000680 | ClawHub:ai-web-automation |
| claude-haiku-4-5 | 506 | 48 | $0.000597 | ClawHub:automation-workflows-0-1-0 |
| claude-haiku-4-5 | 429 | 117 | $0.000811 | ClawHub:agentic-workflow-automation |
| claude-haiku-4-5 | 439 | 104 | $0.000767 | ClawHub:afrexai-business-automation |
| claude-haiku-4-5 | 431 | 63 | $0.000597 | ClawHub:data-automation-service |
| claude-haiku-4-5 | 492 | 81 | $0.000718 | ClawHub:ai-automation-workflow |
| claude-haiku-4-5 | 427 | 84 | $0.000678 | ClawHub:afrexai-automation-strategy |
| claude-haiku-4-5 | 414 | 62 | $0.000579 | ClawHub:automation-tool |
| claude-haiku-4-5 | 441 | 81 | $0.000677 | ClawHub:ai-automation-consulting |
| claude-haiku-4-5 | 410 | 60 | $0.000568 | ClawHub:homelab-cluster |
| claude-haiku-4-5 | 424 | 118 | $0.000811 | ClawHub:homeserver |
| claude-haiku-4-5 | 418 | 73 | $0.000626 | ClawHub:raspberry-pi-manager |
| claude-haiku-4-5 | 405 | 58 | $0.000556 | ClawHub:pi-admin |
| claude-haiku-4-5 | 466 | 75 | $0.000673 | ClawHub:pi-health |
| claude-haiku-4-5 | 409 | 67 | $0.000595 | ClawHub:trading |
| claude-haiku-4-5 | 413 | 64 | $0.000586 | ClawHub:trading-devbox |
| claude-haiku-4-5 | 414 | 81 | $0.000655 | ClawHub:trading-brain |
| claude-haiku-4-5 | 416 | 77 | $0.000641 | ClawHub:openmm-grid-trading |
| claude-haiku-4-5 | 404 | 83 | $0.000655 | ClawHub:quant-trading-system |
| claude-haiku-4-5 | 426 | 67 | $0.000609 | ClawHub:kalshi-cli-trading |
| claude-haiku-4-5 | 410 | 71 | $0.000612 | ClawHub:auto-trading-strategy |
| claude-haiku-4-5 | 414 | 92 | $0.000699 | ClawHub:looloo-trading |
| claude-haiku-4-5 | 431 | 104 | $0.000761 | ClawHub:gate-exchange-trading-copilot |
| claude-haiku-4-5 | 426 | 73 | $0.000633 | ClawHub:trading-software-efficiency |