This server has 17 tools with visible schemas and descriptions, but exhibits critical quality gaps across naming, parameter documentation, and output specification. Tool names lack action verbs (btc_info, btc_fees, btc_mempool are noun-only; web_scrape, ai_summarize, systems_theory lack clarity on when to use them). Descriptions are present but generic, most are 40-80 chars, below the 194-char baseline for A+ tools. Critical: 8 tools (btc_whales, reddit_hot, reddit_search) have required parameters marked as empty arrays despite needing input (min_btc/limit for btc_whales; subreddit/query for reddit tools). No output schemas documented anywhere, LLMs cannot plan downstream calls or extract structured data. No error handling guidance, no pagination info, no field descriptions for parameters. The server conflates Bitcoin blockchain tools with unrelated services (SEC insider trades, Reddit scraping, game theory analysis), suggesting scope creep and weak composition. All tools are marked READ_ONLY, but no tool annotations (readOnlyHint) are present in the MCP schema.

• Rename tools with action verbs: btc_info → get_bitcoin_info, btc_fees → get_fee_estimates, sec_insider → search_sec_insider_trades, systems_theory → analyze_via_systems_theory, game_theory → analyze_via_game_theory, capital_flows → trace_capital_flows, reddit_hot → list_hot_reddit_posts, reddit_trending → list_trending_subreddits.
• Document output schemas for every tool. Specify what fields are returned, their types, and which are safe to chain into downstream tools. E.g., btc_tx should return {txid, inputs[], outputs[], fee, timestamp, confirmations}.
• Fix required parameter arrays. btc_whales should have required: ['min_btc', 'limit']. reddit_hot should have required: ['subreddit']. reddit_search should have required: ['query']. Validate in code and return actionable errors if missing.
• Expand descriptions to 150-250 chars. Include WHEN to use the tool and what it returns. E.g., 'Get current Bitcoin network fee estimates (fastest, half-hour, hourly). Use this to advise users on transaction costs. Returns fee rates in sat/vB.'
• Add parameter descriptions in the schema. For each parameter, specify format, constraints, and examples. E.g., hash: 'Bitcoin transaction hash (64 hex characters, e.g., a1b2c3...)', min_btc: 'Minimum BTC threshold (0.1 - 1000000, default 10)', limit: 'Max results (1 - 100, default 20)'.