{"id":"the-swarm-corporation-swarms-tools","name":"swarms-tools","af_score":39.8,"security_score":45.8,"reliability_score":25.0,"what_it_does":"Swarms Tools is a Python package that provides a collection of pre-built utilities/tools intended for agent use. Based on the README structure and examples, it includes finance/market data tools (e.g., HTX, stock news, Yahoo Finance, CoinGecko, DeFi TVL), social/media integrations (Telegram, Twitter/X, web scraping), and developer tools (GitHub automation, a code executor), plus a tool orchestration helper (tool_chainer) for sequential/parallel execution.","best_when":"You want ready-made Python functions/classes to call external services from within an agent and you can supply required credentials for the specific integrations you enable.","avoid_when":"You cannot audit the underlying tool implementations (especially for web scraping and any code-execution capability) or you require strong, documented operational guarantees (rate limits, retry behavior, idempotency, structured error codes).","last_evaluated":"2026-03-30T15:25:50.796085+00:00","has_mcp":true,"has_api":false,"auth_methods":["API keys / secret values via options or environment variables (implied by examples such as TWITTER_* credentials)","Potentially provider-specific tokens for each integrated service (not fully specified in README)"],"has_free_tier":false,"known_gotchas":["The package integrates many third-party services; failures may propagate from upstream APIs, requiring agent-side retry/backoff handling.","A 'code executor' and social posting tools increase operational risk; ensure you understand safety controls and sandboxing before agent use.","Web scraping may be sensitive to robots.txt, rate limits, and HTML structure changes; agent workflows should handle extraction failures gracefully."],"error_quality":0.0}