Step-by-Step Guides
How-To Guides
Step-by-step guides to get the most out of Pyckle. From first setup to advanced workflows.
Getting Started
Setup
Set Up Pyckle in Claude Code
Add semantic code search to Claude Code CLI in under 5 minutes.
Getting Started
Your First Semantic Search
Find code by meaning, not by exact names.
Setup
Set Up Pyckle in Cursor, Windsurf, or VS Code
Connect Pyckle's MCP server to your IDE for semantic search across all your tools.
Setup
Use One Index Across Multiple Tools
Index once. Search from Claude Code, Cursor, Windsurf, and VS Code — all sharing the same semantic index.
Daily Workflow
Workflow
Resume Work with Session Context
Pick up exactly where you left off. Pyckle tracks what you read and edited so your next session starts warm.
Workflow
Register Edits for Smarter Routing
Tell Pyckle what you just changed. Search results and context routing will prioritize recently edited files automatically.
Workflow
include_neighbors: Focused vs Expanded Search
Control how much dependency context is returned with each search result.
Advanced
Advanced
Understand Change Impact Before You Edit
Use Pyckle's dependency graph to see what breaks before you touch a file.
Pro
Upgrade to Pro — Custom PyckLM Tuning
Fine-tune the embedding model on your codebase so search results match your team's patterns, not generic ones.
Advanced
Calling Router from Any Language
Router exposes a REST API. Call it from curl, Python, JavaScript, or any HTTP client.
Integrations
Integrations
Set Up GitHub Issue + PR Indexing
Connect Pyckle to GitHub in 5 minutes. Every issue and PR is indexed in real-time via webhooks.
Integrations
Connect Your Notion Workspace
Index your Notion pages and databases alongside your codebase using OAuth 2.0.
Integrations
Add Pyckle PR Review to CI
Add one GitHub Actions workflow file and every PR gets a context-aware Pyckle review comment automatically.
Integrations
GitLab Integration
Index your GitLab issues and merge requests in real-time. Includes self-hosted GitLab support.
Embeddings
Embeddings
Get Your First Embedding via the Pyckle API
From API key to your first vector in under 5 minutes.
Embeddings
Embed a Codebase and Query It
From raw files to semantic search in one session.
Embeddings
Evaluate Embedding Quality for Your Use Case
Build an eval set and measure MRR@10 on your own data.
Embeddings
Switch to Pyckle Embeddings in 15 Minutes
Swap the endpoint, recalibrate thresholds, verify quality.