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Now Available — v0.2.0

Your AI re-reads
everything. Every time.

AI keeps re-reading your entire codebase on every query. Kodara makes it remember — giving your AI surgical context instead of a firehose.

94% fewer tokens  ·  Same answers  ·  Any AI tool

The quality isn't in the model. It's in the context.  ·  Senior engineer knowledge. Free model. One prompt.

See how it works
Kodara / Context Engine v0.2.0
Context
Engine
Query
kodara ask "How does auth work?"
Context Result — 3 modules / 1,840 tokens
auth/middleware.py — AuthMiddleware, verify_token()
auth/jwt_service.py — JWTService, decode()
models/user.py — User, UserSession
94.2% Reduction vs Full Read
Kodara — Flask Demo · 83 files · 97% reduction
00 / Problem

The Problem with
AI Coding Today

Every query re-reads everything
41,160 tokens per query
AI reads all 44 files → $0.62 per query
No memory between sessions — starts fresh every time
Breaks existing architecture patterns without knowing them
Token costs multiply fast at team scale
With Kodara
2,400 tokens per query
Reads 2 relevant files → $0.04 per query
Structured project memory that persists across sessions
Architecture-aware context — AI understands your system
94% cost reduction
01 / Features

What Kodara does

01 / Context Engine
Surgical Context

Finds the 2–8 most relevant files for any query using IDF-weighted semantic search + dependency graph expansion. No hallucinations from irrelevant context.

kodara ask "How does payment work?"
→ Found 6 modules / 1,840 tokens
→ billing/processor.py   ★★★★★
→ billing/stripe.py      ★★★★
02 / Intelligence
Impact Analysis

Know what breaks before you change anything. BFS traversal through the reverse dependency graph surfaces every affected module, ranked by risk.

kodara impact auth/middleware.py
Risk: HIGH
Direct affected:    2 modules
Indirect affected:  8 modules
03 / Memory
Accumulated Memory

Project memory that grows over time. Git history, developer annotations (the WHY layer), and architecture snapshots. Answers questions no file can.

kodara note add auth/jwt.py \
  "Using RS256 not HS256 — audit req"
kodara snapshot → saved 2026-03-12
04 / Onboarding
Instant Onboarding

New developer? Kodara generates a reading guide based on dependency layers and git activity. From zero to productive in hours, not days.

kodara onboard
01 → main.py           (entry point)
02 → api/server.py     (core)
03 → auth/middleware.py (foundation)
02 / Numbers

Real numbers.
Real project.

Tested on 44-file Python codebase · GPT-4o $2.50/1M input tokens (2026 pricing)

Without Kodara — 5 queries
$0.51
205,800 tokens consumed
AI reads all 44 files every time
41,160 tokens per query
$0.10 per query
No architectural awareness
With Kodara — 5 queries
$0.02
9,200 tokens consumed
Reads 2–3 most relevant files
1,840 tokens per query avg
$0.005 per query
94% reduction
Total saved on 5 queries $0.49
94% reduction
Monthly savings per developer · GPT-4o API
Light — 20 queries/day
$59
per month  ·  $708/year
Medium — 50 queries/day
$147
per month  ·  $1,764/year
Heavy — 100 queries/day
$295
per month  ·  $3,540/year
Kodara Pro costs $19/month. Medium API user saves $147/month on GPT-4o token costs alone. Your return on investment: 7.7× every month.
7.7× ROI
Claude Opus · $5/1M
15.5×
ROI  ·  $295/month saved · medium
Cursor Max Mode · $3/1M
10×
ROI  ·  $190/month saved · medium
Team of 5 · GPT-4o
$735
saved/month  ·  medium usage
03 / CLI

Every command
you need

Core
kodara init
Scan project, build memory
kodara ask "..."
Query project memory
kodara context
Generate ARCHITECTURE.md
kodara status
Index health & stats
Intelligence
kodara impact <file>
What breaks if I change this?
kodara onboard
Reading guide for new devs
kodara review
Impact of uncommitted changes
kodara diff <base>
Changes vs branch or commit
Memory
kodara history <file>
Git evolution & authors
kodara note add ...
Annotate files with WHY
kodara snapshot
Save memory state
kodara stats
Token savings report
05 / Pricing

Simple pricing.
Immediate ROI.

Free
$0
forever
Up to 200 files per project
All core commands
Local storage only
Unlimited queries
Local snapshots
kodara stats — free bonus
See your exact token & money savings
Start Free
Pro
Most Popular
Soon
$19
per month · 1 developer
Everything in Free
Unlimited project size
Cloud backup of .kodara/
Full snapshot history
ROI: saves $147–$295/month avg
$20 plan performs like $100.
Every month.
Coming Soon
Team
Soon
$25
per user / month · 3–20 devs
Everything in Pro
Shared memory & notes
Web dashboard
Team onboarding
10 devs → saves $6,385/month
Coming Soon
Enterprise
Soon
Custom
annual contract
Everything in Team
20+ developers
SSO / SAML
On-premise deployment
SLA + dedicated support
Coming Soon
No API keys required

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30 seconds.

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No API keys · No configuration · Works with any AI tool

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