| FMRS | 51 / 100 · D | 80 / 100 · B | 79 / 100 · B |
|---|
| Reliability | 8 / 20 | 14 / 20 | 12 / 20 |
|---|
| Security and permissions | 9 / 20 | 16 / 20 | 16 / 20 |
|---|
| Maintenance | 8 / 20 | 17 / 20 | 18 / 20 |
|---|
| Documentation | 14 / 20 | 15 / 20 | 18 / 20 |
|---|
| Setup experience | 12 / 20 | 18 / 20 | 15 / 20 |
|---|
| Best for | - Quant traders using both JoinQuant and Ptrade who need to migrate strategies
- Developers who want fast automated API-difference replacements plus clear notes on what still needs manual work
| - Developers using fast-moving frameworks/libraries worried about the AI suggesting stale code
- Scenarios wanting zero-config documentation lookup
| - Developers auditing NPM dependencies within AI workflows
- Teams performing supply chain security assessments
- Users of Claude Desktop, Cursor, or VS Code
|
|---|
| Not for | - Users needing guaranteed support for JoinQuant research-environment APIs or third-party libraries
- Anyone expecting production/live trading use without manual review
- Strategy conversion for platforms other than JoinQuant/Ptrade
| - Looking up internal/private codebase documentation (Context7 targets publicly published open-source libraries)
- Cases needing very high coverage of obscure, niche libraries (coverage depends on what Context7's platform has indexed)
| - Projects outside the NPM ecosystem (e.g., pure Python/Go)
- Environments without network access to deps.dev, OSV.dev, and the npm registry
- Scenarios requiring maintenance by an official upstream vendor
|
|---|
| Required permissions | - Reads local strategy files (.py, .txt, .text, .code, .strategy)
- Writes generated _ptrade.py files to the working directory, the source file's directory, or a specified output_dir
| - Usable without an API key (subject to a free-tier rate limit); CONTEXT7_API_KEY is an optional credential for higher quota
- Read-only documentation lookup — no code execution or local filesystem access involved
| - Network access to the NPM registry and external services (deps.dev, OSV.dev, OpenSSF, npms.io, GitHub)
- Read access to workspace lockfiles (pnpm-lock.yaml, package-lock., yarn.lock) for cache invalidation
|
|---|
| Risks and side effects | - order_target_percent is converted to order_target_value; target amounts must be calculated manually
- run_weekly/run_monthly become run_daily and require custom date-check logic inside the function
- get_fundamentals query syntax may need tweaks; datetime parameters should use string format
- Some JoinQuant-specific research-environment APIs may not convert fully; custom functions and third-party libraries need manual compatibility checks
- Converted strategies should be validated with small-scale backtests on Ptrade before any live use
| - The free tier has limited quota — high-frequency use may hit rate limits
- Documentation content comes from Context7's platform index, so its accuracy and freshness depend on that platform's crawl cadence
| - Third-party READMEs and changelogs are untrusted external content; they are wrapped in tags with _meta flags but should still be handled cautiously
- Depends on availability and accuracy of external services
- Batch requests are capped at 25 packages to prevent registry enumeration; larger sets require batching
- Third-party open source project, not officially maintained by NPM or Anthropic
|
|---|
| Supported clients | Claude Desktop | Claude Code, VS Code, Cursor, Cline, Amp | Claude Desktop, VS Code, Cursor, Smithery.ai |
|---|
| Tools | 1 | 2 | 19 |
|---|