Pyckle

Intelligence, Preserved.

Context infrastructure for AI.

We solve the hardest problem in AI development: making sure your AI actually understands your work. Semantic search, automatic context routing, and intelligent memory—across any LLM.

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100% Local Free Tier | Claude Code | Cursor | Windsurf | Adaptive Context
terminal — ~/my-project
> |
[pyckle] routing context...
[pyckle] 3 matches · 528 tokens injected · 6ms
[pyckle] middleware.py:42 · jwt_handler.py:18 · protected.py:7

Authentication is handled in three layers:

1. authenticate_request() in middleware.py extracts the JWT from the Authorization header on every inbound request.

2. verify_token() in jwt_handler.py decodes the token and validates the signature against your secret key.

3. The @require_auth decorator on route handlers gates access to protected endpoints.

With Pyckle: 0 tokens Without: 0 tokens
87% saved

You ask a question. Pyckle handles the rest.

Simulated output. Token savings vary by codebase and query.

The Problem

AI forgets. Every time.

Up to 87%

of tokens can be wasted on irrelevant context

Up to 10x

more time spent hunting for files without context

0%

memory between sessions

Every AI coding tool uses the same models. The difference is context.
We make context automatic.

Our Approach

Context that works everywhere

Semantic Search

Find code by meaning, not keywords. Ask "where do we handle auth?" and get the right files—not string matches.

Auto-Context Routing

Every prompt gets the right code snippets automatically. No manual @mentions. No wasted tokens. ~50ms typical latency.

Local-First

Your code stays on your machine. Free tier runs entirely local—no API keys, no cloud dependency, no trust required.

Architecture

How it works

Data Flow Pipeline

User Query
Pyckle MCP
Semantic Search
Ranked Context
AI

Session Warming States

Cold Start Warm Fully Warm
First query Context loaded Full memory

MCP Tools

9 tools, one protocol

Everything your AI needs to understand your codebase.

search_code

Semantic code search by meaning, not keywords.

index_codebase

Index your codebase for instant semantic queries.

index_stats

View indexing statistics and health metrics.

token_stats

Track token usage and optimize context budget.

session_continue

Resume sessions with full context memory.

session_summary

Generate summaries of session activity.

register_edit

Track file edits for context coherence.

graph_neighbors

Explore code dependencies and connections.

graph_impact

Analyze blast radius of code changes.

Products

Built for how you work

Context infrastructure for every AI workflow.

Available Now

Pyckle Pro

Everything included. One price.

Automatic context injection for every prompt. The right code—~50ms typical latency, invisible, no workflow changes.

  • Semantic code search
  • Auto-context injection via hooks
  • Session memory & context routing
  • All features included — no add-ons
$20 /month or $200/year 14-Day Free Trial
Learn More
Coming Soon

Pyckle MCP

Universal context protocol

Context infrastructure for any MCP-compatible client. Same semantic search and routing—works with Cursor, Windsurf, Continue, and more.

  • Works with any MCP client
  • IDE extensions (VS Code, JetBrains)
  • Same core technology
Coming soon
Join Waitlist

Why Pyckle

The name says it all

Pyckle = preservation. In a world where AI systems constantly reset and forget, we're the constant.

We ensure your most valuable asset—your context—remains accessible, optimized, and alive. Whether you're using Claude, GPT, Gemini, or whatever comes next.

Ready to preserve your intelligence?

Works with Claude Code, Cursor, Windsurf, and any MCP-compatible client.

Start Free Trial