Temporal Knowledge
For Your Team

Standard RAG tells you what's true today. Teamloop tells you how you got here. Time-aware retrieval across GitHub, Jira, Notion, and more.

The Teamloop AI

Query. Collect.
Synthesize.

Connect your AI assistant to Teamloop's MCP server. Query GitHub, Jira, Notion, and more in one shot. Build a knowledge graph from your results. Synthesize PRDs, ADRs, and briefs.

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⏺ teamloop - teamloop_query (MCP) (query: "AI security")
⎿ Found 4 results
SourceTitleUpdated
NotionAI Security Strategy 20252025-01-15
LinearSEC-42: Implement prompt injection...2025-01-18
GitHubfeat(security): add input validation2025-01-12
NotionQ4 Security Incident Retrospective2024-12-20
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⏺ teamloop - teamloop_save_knowledge (MCP)
⎿ Knowledge saved! Entities: 6 | Relationships: 4
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⏺ teamloop - teamloop_synthesize (MCP) (type: "PRD", topic: "AI security")

# PRD: AI Security Features

Generated from 4 sources across Notion, Linear, GitHub

## Problem

Following the Q4 incident [1], we need comprehensive AI security...

## Requirements

1. Prompt injection detection [2]

2. Input validation layer [3]

3. Align with 2025 strategy [4]

Citations: [1] Notion [2] Linear [3] GitHub [4] Notion

Four Query Modes

Query your organizational knowledge across time dimensions that matter.

Current State

What is true right now across all connected tools.

Point-in-Time

What was true on any specific date in the past.

Evolution

How information changed over a date range.

Compare

Diff knowledge between two points in time.

CAPABILITIES

Built for Modern Product Teams

Multi-Source Integration

GitHub, Jira, Notion, Google Docs. All indexed on-demand.

AI Synthesis

Generate ADRs, PRDs, and briefs from curated context.

Journal Entries

Capture rationale that lives nowhere else.

Collaborative Notebooks

Organize and share synthesized knowledge.

Query-First Architecture

No background sync. Fresh data on every query.

Full Citations

Every synthesis links back to source content.

Build Organizational Memory

Stop losing context. Start understanding how you got here.

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