scholarr/AGENTS.MD
2026-02-19 22:50:22 +01:00

2.1 KiB

AI Agent Instructions: Scholarr

Adhere strictly to these constraints.

1. Coding Standards (Strict Enforcement)

  • Function Length: Maximum 50 lines of code per function. Break down complex logic into small, testable, single-responsibility functions.
  • DRY (Don't Repeat Yourself): Abstract repetitive logic immediately. No duplicate boilerplate for database queries, API responses, or error handling.
  • Negative Space Programming: Utilize explicit assertions and constraints to define invalid states. Fail fast and early. Do not allow silent failures or cascading malformed data, especially in DOM parsing.
  • Cyclomatic Complexity: Flatten logic. Use early returns and guard clauses instead of deep nesting.

2. Domain Architecture & Data Model

  • Data Isolation: Scholar tracking is user-scoped. Validate mapping/join tables; never assume global links between users and Scholar IDs.
  • Data Deduplication: Publications are global records. Deduplicate via Scholar cluster ID and normalized fingerprinting prior to database insertion.
  • State Management: Visibility and "read/unread" states exist exclusively on the scholar-publication link table, not the global publication table.
  • API Contract: Exact envelope format required:
    • Success: {"data": ..., "meta": {"request_id": "..."}}
    • Error: {"error": {"code": "...", "message": "...", "details": ...}, "meta": {"request_id": "..."}}

3. Scrape Safety & Rate Limiting (Immutable)

These limits prevent IP bans and are not to be optimized away.

  • Minimum Delay: Enforce INGESTION_MIN_REQUEST_DELAY_SECONDS (default 2s) between all external requests.
  • Anti-Detection: Default to direct ID or profile URL ingestion. Name searches trigger CAPTCHAs.
  • Cooldowns: Respect INGESTION_SAFETY_COOLDOWN_BLOCKED_SECONDS (1800s) and INGESTION_SAFETY_COOLDOWN_NETWORK_SECONDS (900s) upon threshold breaches.

4. Current Environment & Stack

  • Backend: Python 3.12+, FastAPI, SQLAlchemy (Async/asyncpg), Alembic.
  • Frontend: TypeScript, React, Vite.
  • Infrastructure: Multi-stage Docker.