Nothing starts from zero. — AI prompt orchestration platform for developers

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kontxt · prompt studio

Orchestrated output

One prompt. Full stack context.

Fix auth token timeout in auth/session.py causing 50+ failed sessions. Error occurs after 15min idle. Related PR #847 changed timeout logic. Scope: single file, maintain existing refresh flow, add tests.

CursorClaudeGPTCopilot

The Problem

Why developers waste hours every day

Before Kontxt, getting context for AI assistants meant juggling multiple tools, wasting tokens on research, and losing focus.

Too many tools, scattered context

Jira for tickets, Sentry for errors, Slack for discussions, Grafana for metrics. You spend hours jumping between tools just to understand what needs to be done.

8–10 hours/week · 2–3 hours/day per developer

Token waste on research prompts

Ask AI to find the error. Ask it to check related code. Ask it to review PRs. Ask it to understand requirements. Dozens of prompts before you even start building.

70% of tokens wasted on context gathering

AI lacks full picture

Your AI assistant doesn't know about the Sentry error, the Jira ticket discussion, the Slack decision, or the related PR. You have to explain everything manually.

Incomplete context = wrong solutions

Context switching kills flow

Get requirement from Jira, check error in Sentry, discuss in Slack, review code in GitHub, check logs in Grafana. By the time you're ready, you've lost your focus.

Average 23 minutes to regain deep focus

These problems compound daily. Kontxt solves all of them.

Capabilities

The brain behind every AI assistant

Stop digging. Stop wasting tokens. Kontxt remembers everything across your dev stack and delivers one perfect prompt.

Universal memory

Remembers everything across your entire dev stack—codebase, Jira, Sentry, Slack, logs, metrics. The brain behind your AI assistants.

Token savings

Stop wasting tokens on research prompts. Kontxt gathers context from all your tools and delivers one optimized prompt. Save 70% on AI costs.

Time savings

No more jumping between Jira, Sentry, Slack, Prometheus, Grafana. No more asking AI dozens of questions to understand. One prompt. Done.

Scope intelligence

Understands your requirement, pulls relevant context, and sets boundaries. AI assistants stay focused—no unnecessary rewrites.

Cross-tool context

Connects the dots across your entire stack. Links errors to code changes, tickets to PRs, logs to metrics. The full picture, instantly.

Universal export

One perfect prompt for any AI tool. Paste into Cursor, Claude, GPT, or Copilot. Kontxt does the thinking—your AI does the coding.

Platform

One brain. Your entire engineering context.

Kontxt connects your tools, remembers what matters, and turns scattered signals into one scoped prompt for any AI assistant.

Universal memory

Everything your stack knows, in one place

Jira

Tickets & sprints

Sentry

Errors & traces

Slack

Team decisions

GitHub

PRs & diffs

Grafana

Metrics & alerts

Logs

Runtime signals

No more tab-hopping. Kontxt listens across your stack and keeps context connected.

Fewer tokens

70%

Faster context

10x

Scope guard

Boundaries built in

≤ 3 filesNo rewritesExisting patternsAdd tests

Context flow

Signals become one story

Sentry alert

500 errors in checkout flow

Linked PR

#847 — auth timeout regression

Scoped files

auth/session.py

Output

One prompt, ready to paste

One prompt

Paste into any AI tool

Scoped

Generated prompt

Fix auth token timeout in auth/session.py. Error after 15min idle, 50+ failed sessions. Related PR #847. Scope: single file, maintain refresh flow, add tests.

CursorClaudeGPTCopilotExport

Real-world scenarios

Before & after Kontxt

Hours of digging become one scoped prompt.

Scenario

Sentry alert: 500 errors in checkout

Without

Check Sentry for stack trace (5 min)
Find related code in repo (10 min)
Check recent PRs that might have caused it (10 min)
Ask AI multiple questions to understand (15 min)
Finally get a prompt to fix (5 min)

45 minutes + 30+ AI prompts

With Kontxt

Kontxt sees Sentry alert
Links to code and recent PR #847
Generates one prompt with full context

2 minutes + 1 AI prompt

43 minutes

saved

95% fewer

prompts

Return on Investment

Massive savings, immediate impact

Stop bleeding money on wasted tokens and developer time. Kontxt pays for itself in the first month.

70%

Fewer tokens wasted

No more dozens of research prompts. One optimized prompt with all context.

10x

Faster context gathering

2-3 minutes instead of 45+ minutes jumping between tools and asking AI questions.

$5K-15K

Saved per developer/year

Token costs + developer time savings. ROI in the first month.

Any AI

Works with your tools

Cursor, Claude, GPT, Copilot, Codex, or any AI tool. Switch anytime.

Average engineering team of 10 saves $50K-150K annually in token costs and developer productivity. ROI realized in the first 30 days.

How it works

One prompt instead of dozens

Kontxt monitors your entire dev stack, understands what needs to be done, gathers all relevant context, and delivers one perfect prompt. No digging. No token waste.

01 / 06 · Listen everywhere

Integrations

Built to connect — not lock you in

Connects to your entire dev stack. Remembers everything. Exports to any AI tool. Stop wasting time and tokens jumping between platforms.

Export to

AI assistants

One optimized prompt for any AI tool you use. Stop rewriting context. Stop wasting tokens. Paste and ship.

CursorPerfect prompts with file scope, context, and boundaries. Ready for agents or chat.
Live
ClaudeStructured context for reasoning and review. All the details, zero fluff.
Live
ChatGPTRich context for research and problem-solving. Better answers with full stack visibility.
Live
GitHub CopilotFile-scoped instructions that fit your patterns. Context-aware completions.
Live
OpenAI CodexCode generation with full context. Understands your architecture and patterns.
Live
Ollama & LocalSame orchestration for local models. Privacy-first, context-rich prompts.
Live
More comingAny OpenAI-compatible endpoint. Your internal model gateways.
Soon

Nothing starts from zero.

Kontxt remembers. Your AI executes.

Context inPrompts out

Context from

Dev tool sources

Kontxt connects to your entire stack. No more jumping between tools. No more digging around. Everything in one place.

Codebase & GitStructure, dependencies, history, PRs, diffs. Understands what changed and why.
Live
Error monitoringSentry, Datadog, Rollbar. Stack traces, trends, user impact. Linked to code.
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Issue trackersJira, Linear, GitHub Issues. Requirements, acceptance criteria, sprint context.
Soon
Team chatSlack, Teams, Discord. Conversations, decisions, context from discussions.
Soon
Metrics & logsPrometheus, Grafana, Elasticsearch. Performance data, anomalies, patterns.
Soon
CI/CD & CustomBuild failures, test output, deployments. Plus any custom tool via MCP.
Soon

The continuum beneath every intelligence. Kontxt remembers everything across your entire dev stack—Jira, Sentry, Slack, logs, codebase, and more. Get one perfect prompt. Save 70% of your tokens. Ship faster.

Stop wasting tokens. Stop wasting time.