Agent Memory
Give your AI assistant persistent memory. Say “remember this” and later ask “what do I know?” with full temporal context.
TeamLoop
Standard RAG tells you what's true today. TeamLoop tells you how you got here.
Why Temporal Intelligence?
Section titled “Why Temporal Intelligence?”Traditional search gives you today’s answers. TeamLoop gives you the full story.
Hybrid Search + Reranking
Combines vector semantic search with BM25 full-text search using reciprocal rank fusion, then refines precision with cross-encoder reranking. Never miss a result because of phrasing differences.
Fact Extraction
Break large documents into independently searchable atomic facts. Each fact gets its own embedding, so searches match precise statements instead of entire documents.
Time-Aware Queries
Query knowledge as it existed at any point in time. Understand what was known when decisions were made.
Foresight
Auto-generate forward-looking predictions from decisions. Track downstream implications and detect when predictions come true.
Journal
Capture thoughts, decisions, and context as structured entries that integrate into your knowledge graph with auto-linking and semantic search.
Decision Lineage
Track how decisions evolved, what they superseded, and why. Never lose context on architectural choices.
Knowledge Graphs
Automatically extract and connect entities from GitHub, Notion, and Linear into a unified knowledge graph.
Org Profile
Accumulated organizational preferences, standards, and constraints that surface automatically in every query as standing context.
AI Synthesis
Generate ADRs, PRDs, and executive briefs from curated knowledge subgraphs.
Get Started in 3 Steps
Section titled “Get Started in 3 Steps”1. Connect Tools
Link GitHub, Notion, and Linear to TeamLoop with API tokens. Your data stays in your tools - TeamLoop queries on demand.
2. Configure MCP
Add TeamLoop to Claude Desktop or any MCP-compatible client. One config file, instant access.
3. Query & Build
Ask questions, extract knowledge, and build your temporal graph. Knowledge grows with every query.
Query Modes
Section titled “Query Modes”Four ways to query your temporal knowledge graph.
Current
Default mode. Query the latest version of all knowledge.
As-Of
Point-in-time. Query knowledge as it existed on a specific date.
Evolution
Time range. Track how knowledge changed over a period.
Compare
Diff two dates. See what was added, removed, or superseded.
Integrations
Section titled “Integrations”Connect your enterprise tools to build unified knowledge.
GitHub
Issues, PRs, discussions, commits. Track code decisions and their evolution.
Notion
Pages, databases, documentation. Import PRDs, ADRs, and meeting notes.
Linear
Issues, projects, roadmaps. Track work items and status changes.