Memori Contributions

Improves quickstart documentation for macOS users with Homebrew setup and clarifies API key configuration.

Comprehensive guide for integrating Memori with AI coding assistants via MCP server pattern. Addresses #66.

Proposes replacing generic RuntimeError with structured exceptions that include actionable suggestions and documentation links. Aims to reduce issue resolution time from days to minutes.

Adds "Why Memori?" section, comprehensive troubleshooting guide, and reorganized integrations tables. Addresses issues #234, #238, #242.

bug fix Fixed migrations that attempted to create two indexes on memori_entity_fact with the same key pattern, causing IndexOptionsConflict. Makes config.storage.build() idempotent.

enhancement Allows passing PydanticAI wrapper objects by unwrapping common shapes to the underlying OpenAI-compatible client. Improves error messages to be actionable.

Provided fix and opened PR #282 to allow PydanticAI wrapper objects and improve error messages. The fix unwraps common shapes like .client / .model.client to the underlying OpenAI-compatible client.

Identified root cause (duplicate index creation) and opened PR #283 with fix. Also provided workaround for blocked users to drop conflicting indexes manually.

Proposes adding a local=True parameter to the SDK for zero-config development with embedded SQLite. Enables faster iteration, offline development, and free CI/CD testing without API credentials.

Proposes built-in debugging tools with debug=True mode to understand why memories were recalled, inspect similarity scores, trace lineage, and diagnose failures. Includes CLI inspector and OpenTelemetry integration.

Security-first MCP server exposing Memori-backed remember/recall tools for IDE agents. Features least-privilege design, scoped memory isolation, input validation, and structured logging. Supports Claude Code, Cursor, and Cline.