crypto_project_analyst

A multi-agent pipeline that takes a CoinMarketCap URL and produces a comprehensive markdown analysis report for a crypto project.

Built on OpenClaw with local LLMs via LM Studio / Ollama.

The architecture is specifically designed to get good results from small local models (20B). Each agent has a narrow, well-defined job with tight instructions — operators are dumb and deterministic, the analyst reasons freely but on a pre-assembled payload. Context isolation, parallel execution, and explicit skill files do the heavy lifting so the models don't have to. On a capable model like GPT-4 or Claude, most of this pipeline would be unnecessary — a single agent could handle it all.

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How it works

User → data-orchestrator → [operators in parallel] → crypto-analyst → reports/<TICKER>-<YYYYMMDD-HHMMSS>.md

1. User sends a CoinMarketCap URL to the data-orchestrator.
2. data-orchestrator POSTs the URL to the link extraction daemon, which categorizes all links found on the page (GitHub, Twitter, docs, web, etc.). It then spawns all relevant operators in parallel and waits for their responses. Once all results are in, it assembles a payload and spawns the crypto-analyst.
3. Operators each handle one data source:
   • rss-operator — fetches recent news entries from the RSS feed database
   • github-operator — pulls repo/org metrics from the GitHub scraper daemon
   • twitter-operator — fetches Twitter/X profile data
   • web-operator — fetches and summarizes relevant web pages (up to 20 URLs)
4. crypto-analyst receives the assembled payload as a starting point, investigates freely using web_fetch, hunts for the whitepaper, and writes a structured report to reports/.

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Agents

Agent	Model	Role
data-orchestrator	gpt-oss-20b	Orchestration — link extraction, operator spawning, payload assembly
rss-operator	gpt-oss-20b	RSS news fetching
github-operator	gpt-oss-20b	GitHub repo/org metrics
twitter-operator	gpt-oss-20b	Twitter/X profile data
web-operator	gpt-oss-20b	Web page fetching and summarization
crypto-analyst	gpt-oss-20b	Investigation, analysis, report writing

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Daemons

Service	Port	Purpose
Link extraction	scraper_host:5003	Parses CoinMarketCap pages, categorizes links
GitHub scraper	scraper_host:5002	Fetches repo/org metrics from GitHub API
RSS fetcher	scraper_host:5001	Stores and queries RSS feeds by ticker/project

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Report structure

Reports are saved to reports/ in the analyst's workspace:

reports/
  ETH-20260310-143000.md
  BTC-20260308-091500.md

Each report covers: Executive Summary, Project Overview, Development Activity, Community & Social, Recent News, Web Presence, Red Flags, and a Verdict for both developers and retail investors.

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Config notes

• agents.defaults.subagents.archiveAfterMinutes: 10 — operator sessions auto-archive after 10 minutes
• maxPingPongTurns: 0 — prevents agent-to-agent reply loops
• runTimeoutSeconds: 0 — no timeout on spawns (GPU tokenization can be slow)
• crypto-analyst session is kept open after completion for inspection; operators are left to the archive policy