Every tool connected to AI. Tailored to how you work.

Any tool with an API. Any AI — Claude, ChatGPT, Cursor, or your own. We deploy an MCP server on your infrastructure, configure it for your workflows, and keep it running.

See how it works
Jira • GitHub • Notion • Slack • Salesforce • Linear • Confluence • HubSpot • Google Workspace • Any tool with an API •

The Problem

Every tool has AI. None of them talk.

  • Jira has AI. GitHub has AI. Slack has AI. None of them see each other's data.
  • Your team is the integration layer — copying context between siloed assistants 350 times a day
  • "Which PRs relate to this blocked ticket?" — no single AI in your stack can answer that
  • The alternatives: send everything to someone's cloud, or spend months building it yourself

The Solution

One AI interface, configured for you

  • Ask your AI about any tool — configured for your specific workflows
  • All data stays on your servers — zero cloud relay
  • Works with Claude, ChatGPT, Cursor, or any MCP client
  • Deployed, configured, and maintained for you — no engineering effort

Built for Engineering Workflows

Common use cases teams unlock in the first week

Cross-Tool Status Reports

Pull PRs, tickets, and Slack discussions into one standup summary

PR ↔ Ticket Correlation

Instantly see which PRs relate to which Jira tickets

Onboarding Context

New engineers get answers about your codebase, processes, and tools from day one

Incident Response

Surface related alerts, recent deploys, and relevant Slack threads in seconds

Sprint Planning

Review velocity, open issues, and blockers across tools before planning

Knowledge Discovery

Find that Notion doc, Slack thread, or GitHub issue without remembering where it lives

What your team will actually ask

Real multi-tool queries. Answers in seconds, not hours of context-gathering.

$ The payments API is throwing 502s since 3am. What happened?
PagerDuty GitHub Jira Slack
  • PagerDuty: Alert fired at 2:47am — payments-api health check failing
  • GitHub: Deploy #847 (refactor payment retry logic) merged at 2:31am by @chen
  • Jira: PAY-234 "Refactor retry logic" — marked Done yesterday, no rollback plan noted
  • Slack: #incidents — @chen mentioned "deploying the retry fix tonight, should be safe"
Likely cause: Deploy #847 changed retry behavior. Recommend rolling back to build #846 and adding retry integration tests before redeploying.
$ Give me the backend team's standup for this week
GitHub Jira Slack
  • Shipped: PR #892 rate limiter v2 (merged Tue), PR #889 webhook idempotency (merged Mon)
  • In Progress: PR #901 auth token migration — 3 approvals, waiting on CI (Jira: AUTH-456 "Migrate to rotating tokens")
  • Blocked: AUTH-342 Redis config change — infra team hasn't responded since Tuesday
AUTH-342 has been blocked for 3 days. Consider escalating to @infrastructure-lead in #platform-support.
$ Prep data for Thursday's sprint planning
Jira GitHub Notion
  • Velocity: Last 3 sprints averaged 34 points (current: 31 completed, 8 carried over)
  • Carryover: 3 tickets (AUTH-342 blocked, PAY-267 needs design review, API-590 in QA)
  • Backlog: 12 refined tickets ready, top priority: PAY-301 "Subscription billing v2" (13 points)
  • Capacity: Team of 5, but @sarah OOO next Fri (Notion: Team Calendar), effective capacity ~32 points
With 8 points carried over and reduced capacity, recommend planning for 24 new points. PAY-301 alone is 13 — consider splitting it.

Want this for your team?

Get Your Setup Plan

How It Works

Three steps to a unified AI interface

01

Audit

We map your tools, workflows, and access requirements. You tell us what your team needs — we figure out the wiring.

02

Deploy

A single Go binary deployed on YOUR infrastructure. No cloud relay, no third-party hosting, no Kubernetes required.

03

Maintain

APIs change. Tokens expire. We monitor everything and fix issues before your team notices.

Why Not Just…

The first question every CTO asks. Here's how the options compare.

Build It Yourself

  • Full control over implementation
  • Months of engineering time
  • You maintain every API change
  • Your team's time diverted from product

SaaS Platforms

  • 500+ generic connectors
  • None configured for your workflows
  • Your data processed on their infrastructure
  • Monthly per-seat fees

Needle

  • Configured for your specific workflows
  • Data stays on your servers
  • Maintained by the person who built it
  • Fixed monthly support contract

We configure everything. You just use it.

Get Your Setup Plan

What You Get

The tools your team needs, configured by someone who understands your stack.

Configured for Your Stack

Not generic connectors. The tools your team actually uses — configured for your specific workflows, naming conventions, and team structure.

Self-Hosted MCP Server

Built on MCP — the open standard adopted by Claude, ChatGPT, and Cursor. A single Go binary on your infrastructure.

Any AI Provider

Claude, ChatGPT, Cursor — any MCP-compatible client. Switch providers without rebuilding.

Your Integrations

Jira, GitHub, Notion, Slack connected today. Any tool with an API added on demand.

Ongoing Maintenance

API changes, token refreshes, schema migrations. We handle it so you don't.

Direct Support

No support tickets. No account managers. You work directly with the person who built the system.

Your data never leaves your infrastructure

Self-hosted means your security review is straightforward: the server runs on your infrastructure, the data never leaves.

No cloud relay or third-party hosting
Deployed directly on your servers
Full audit trail under your control
Self-Hosted Runs on your servers
Zero Cloud Relay No third-party data processing
Full Audit Trail Every action logged under your control
OIDC / SSO Integrates with your identity provider

Transparent Pricing

No per-seat fees. No surprise charges. Scope-based pricing that scales with your needs.

Setup
$5K – $20K
One-time
  • Tool audit & integration planning
  • Custom MCP server development
  • On-prem deployment & testing
  • Team onboarding & documentation
  • 2 months of support & fine-tuning

Includes integrations, deployment, testing, onboarding, and 2 months of hands-on support.

Support (Optional)
$1K – $5K
/month
  • 24/7 monitoring & alerting
  • API change management
  • New tool integrations
  • Support & updates

Optional for ongoing monitoring, maintenance, and direct support.

Without this, only critical security updates are provided.

Month-to-month. No long-term contract.

If context switching costs your engineering team even 5 hours/week, that's $50K+/year in lost productivity. Needle pays for itself within months.

Built and operated by Vadim

10+ years in platform engineering. Previously building internal tools at the world's biggest classifieds site.

github.com/Enapiuz

Frequently Asked Questions

Model Context Protocol is an open standard that lets AI models securely connect to your existing tools and data sources. Think of it as a universal adapter between AI and your business software — adopted by Claude, ChatGPT, Cursor, and 17,500+ servers. MCP is governed by the Linux Foundation with Google, Microsoft, AWS, and OpenAI as members.

Typically 2–4 weeks from kickoff to production, depending on the number of tool integrations and complexity of your infrastructure.

Your data never leaves your infrastructure. We deploy directly on your servers — no cloud relay, no third-party hosting. You maintain full control.

Any tool with an API: Jira, GitHub, Notion, Salesforce, Slack, Linear, Confluence, HubSpot, and custom internal tools. If it has an API, we can connect it.

Yes. MCP is provider-agnostic. Use Claude, ChatGPT, or any model — even self-hosted open-source models. Switch providers anytime without rebuilding integrations.

That's exactly what the monthly support contract covers. We monitor for breaking changes and update your integrations proactively — before they affect your team.

Month-to-month. You keep everything you got — the server, your integrations, all of it. You can continue running it yourself. We simply stop monitoring, updating, and supporting it.

Needle is a solo operation. I work with a small number of clients to ensure quality. Currently accepting new engagements.

Your team spends 5+ hours a week copy-pasting context. Let's fix that.

Book a 30-minute call. We'll map your tools and show you exactly what your MCP server would look like.

Solo operation. Limited to 5-8 active clients at a time.