Overview How It Works For Developers For Enterprise
Heuristic Learning via MCP

Heuristic Learning
as a Service

Your AI learns how things are done — procedures, workflows, domain expertise.
Plugs into ChatGPT, Claude, Cursor, and any MCP client. No setup required.

Get Started Free How It Works
Explore Features

Multi-Dimensional Intelligence

Not just keywords. Your AI matches what you're looking for AND what task you're doing.

Content

What the knowledge is about

Useful For

What task it helps with

Systems

Technologies involved

Tasks

Operations being performed

See the Full Architecture
5 Minute Setup
OAuth Protected

Connect Your Way

MCP config, web UI, or direct API. Your data stays encrypted.

1
Create a Knowledge Bank 30 sec
2
Copy the Config 30 sec
3
Start Learning Automatic
Also Connect Via
ChatGPT Web Claude.ai REST API
.mcp.json
// Add to any MCP-compatible client
{
  "mcpServers": {
    "my-knowledge-bank": {
      "type": "http",
      "url": "https://gurucloudai.com/mcp/YOUR_ID/mcp"
    }
  }
}
SOC 2 Ready End-to-End Encrypted Your Data, Your Control

Heuristic Learning via MCP

Plugs into ChatGPT, Claude, Cursor. Free to start.

Get Started Free
The Architecture

How It Works

AI agents report learnings. AI agents query for context.
An intelligent layer keeps everything organized and relevant.

Reporting
Reporting Agent
AI discovers & reports knowledge
Knowledge Entry
Multi-dimensional data
Processing Agent
Validates, dedupes, enriches
Semantic Dedup
No duplicates, ever
Knowledge Bank
Vector embeddings
Content Useful For Systems Tasks
Querying
Ranked Results
Best matches returned
Reranking Agent
Scores & prioritizes
Multi-Dim Search
4 parallel queries
Querying Agent
AI requests context
Click any node for details and examples

Real Example

Here's an actual knowledge entry and how it gets retrieved through multi-dimensional search.

Stored Entry
"When using gevent with SQLAlchemy's scoped_session, provide a custom scopefunc for session isolation. Use scopefunc=lambda: id(gevent.getcurrent())"
Useful for: Configuring SQLAlchemy sessions with gevent
SQLAlchemy gevent database
~/project
$ claude "set up database connection pooling"

# AI queries Knowledge Bank with 4 dimensions:
content_query: "database connection pooling"
useful_for_query: "setting up database connections"
relevant_systems_query: "database, pooling"
relevant_tasks_query: "configuration, setup"

Found 2 relevant heuristics:

1. "Use scoped_session with gevent scopefunc..."
   useful_for: configuring SQLAlchemy
   match: content + useful_for + systems ↑ boosted

2. "Pool size should match worker count..."
   useful_for: production database setup

Ready to Start Learning?

Set up in 5 minutes. Free to start.

Get Started Free

Title

Built for Development Teams

Your Codebase
Learns With You

AI that remembers your git conventions, testing requirements, and architectural decisions.
Shared across your entire team. Works with Claude Code, Cursor, Cline, and more.

Get Started Free See Demo
See Demo
~/my-project
$ claude "add user authentication"

# AI queries Knowledge Bank with:
# content_query: "user authentication implementation"
# useful_for: "adding authentication to routes"

Found 4 relevant heuristics:

git:  "Branch naming: feature/TICKET-description"
arch: "Use JWT tokens per ADR-012, never sessions"
test: "Auth routes need 401 + success test cases"
gotcha: "Always rate-limit authentication endpoints"

# AI writes code following YOUR team's practices

What Gets Learned

Captured automatically. Shared across the team.

Git Conventions

Branch naming, commit formats, PR requirements, merge strategies.

Testing Practices

Coverage requirements, mocking patterns, integration test setup.

Architecture Decisions

Design patterns, database conventions, API standards with context.

Gotchas & Pitfalls

"Never do X because Y" — captured when discovered, never repeated.

Database Patterns

Session management, connection pooling, transaction handling.

Team Preferences

Code style, review feedback patterns, design philosophies.

Beyond Just Reading Code

AI Reading Code Knowledge Bank
Git conventions Infers from history Explicitly knows rules
"Don't do X" Can't know what's NOT there Captures anti-patterns
Why decisions were made Lost to time Preserved with context
Cross-repo knowledge Isolated per project Shared across all

5 Minute Setup. Lifetime of Learning.

Add one config file. Your AI starts learning immediately.

Get Started Free
For Teams & Enterprise

Institutional Knowledge
That Scales

Capture how your organization works — procedures, workflows, domain expertise.
New hires inherit years of knowledge from day one.

Get Started Free See Use Case
See How It Works

How It Works in Practice

1
Sarah in Accounting teaches the AI: "When we get international invoices, always convert to USD using the rate from our treasury report."
2
New hire Mike asks AI about processing an international invoice. AI already knows the procedure — guides him perfectly.
3
Every department contributes. Knowledge compounds. AI becomes your organization's collective brain.
Captured Procedure
"International invoices: 1) Verify vendor in approved list, 2) Convert using treasury FX rate from daily report, 3) Route to regional manager. Amounts over $50k need CFO approval."
Useful for: Processing international invoices, accounts payable workflow

Transform Your Operations

Every employee interaction makes your organization smarter.

Procedural Learning

Capture how things are done — not just facts. Workflows, approval chains, business logic.

Cross-Team Intelligence

Knowledge from sales helps support. HR insights reach managers. Everyone benefits.

Instant Onboarding

New hires inherit years of institutional knowledge from day one.

Knowledge Preservation

When people leave, their expertise stays. No more tribal knowledge loss.

Self-Updating

AI-powered deduplication and consistency. Zero manual curation required.

Works Everywhere

Plugs into ChatGPT, Claude, Cursor — any MCP-compatible AI your team uses.

Turn Tribal Knowledge Into Team Intelligence

Works with any MCP client. Free to start.

Get Started Free