$0/month
- Limited free usage including ingestion of any content, content feeds (RSS, Web, Notion, blob storage), text/vector searc
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Graphlit is a context layer for AI agents that ingests content from 30+ data sources, models organizational knowledge as entities, relationships, and temporal state, and delivers grounded answers via MCP-native agent flows.
Start here for the decision-making essentials: what Graphlit does, who it is for, how it is accessed, and the first-party sources behind this profile.
$0/month
$49/month
$199/month
$999/month
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Short answers to the questions buyers and builders commonly ask about Graphlit. Each answer cites the shared ledger below, where every source is listed once.
Context layer for AI agents that models organizational knowledge as entities, relationship · Built-in transcription, embeddings, completions, OCR, and visual object detection · Full provenance with every answer traceable to source · Context layer for AI agents providing ingestion, search, RAG, knowledge graphs, and MCP-na
Organizational memory — entities, relationships, temporal state
RAG, agent memory, knowledge graph, search, and multimodal ingestion apps · Ingest enterprise content from connected tools into searchable context and deliver grounde · Cross-tool RAG, research, and operational intelligence workflows combining sources like Zo · Retrieval, RAG, knowledge graphs, and MCP-native agent workflows over ingested operational
Graphlit pricing for existing customers building RAG, agent memory, knowledge graph, search, and multimodal ingestion apps.
Free | $0/month | Limited free usage with content ingestion, feeds, search, RAG chatbot, w · Hobby | $49/month | Paid Graphlit plan · Starter | $199/month | Paid Graphlit plan · Growth | $999/month | Paid Graphlit plan
Free Limited free usage $0
Graphlit API (createFeed, queryContents) and MCP (Model Context Protocol) Server for conte · Graphlit API with createFeed and queryContents · Graphlit API endpoints createFeed and queryContents · Graphlit API (createFeed + queryContents) and MCP-native tools
Graphlit API createFeed + queryContents MCP-native Agent context flows
30+ data sources including Slack, GitHub, Jira, Notion, Gmail, Google Drive, OneDrive, Sha · 32 integrations across 7 categories with 17 delivery targets including Slack, GitHub, Jira · Jira via Atlassian OAuth with ingest plus agent deliver to issues · Zoom via Zoom OAuth (ingest of meeting recordings and transcripts; delivery not enabled)
Connect 30+ data sources to Zine. Comprehensive guide covering OAuth flows, feed management, and continuous sync for Slack, Gmail, GitHub, Notion, and more.
OAuth connected account boundary for connector-backed integrations (e.g., Attio, Notion, G
Connector-backed services use the connected Attio account boundary
This profile connects the jobs Graphlit is described as handling with its delivery model, access options and the subjects used to match it to related products in this directory.
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Graphlit — Context layer for AI agents
Operated by Unstruk Data, Inc. · Context layer for AI agents modeling organizational knowledge as entities, relationships, · Built-in transcription, embeddings, completions, OCR, and visual object detection
Unstruk Data, Inc.
Context layer for AI agents that models organizational knowledge as entities, relationships, and temporal state
Built-in transcription, embeddings, completions, OCR, and visual object detection
Full provenance with every answer traceable to source
RAG, agent memory, knowledge graph, search, and multimodal ingestion apps
Free | $0/month | Limited free usage with content ingestion, feeds, search, RAG chatbot, workflows, transcription/embeddings/completions, usage-based credit wallet, and community Discord support
Hobby | $49/month | Paid Graphlit plan
Starter | $199/month | Paid Graphlit plan
Growth | $999/month | Paid Graphlit plan
A concise view of the jobs, capabilities and integrations described in the recorded product sources.
Documented product formats, platforms and official distribution destinations. Availability can vary by region and plan.
A concise history of software releases and material product changes. Events appear only when a dated source supports what changed.
Showing the newest updates and meaningful milestones. Open an entry for its summary and source.
Analysis mapping three product shapes sharing the 'company brain' label — agent orchestration platforms, AI-native apps, and context graphs — and arguing that with AI agents as primary users, the underlying data model becomes the source of competitive defensib
View source [21]A 2026 survey of AI agent memory frameworks (Mem0, Supermemory, Graphiti, Zep, LangMem, Cognee, CrewAI, LlamaIndex, Graphlit, and others) arguing the category shifted from vector-store chat history to structured, temporal, scoped, self-editable context systems
View source [19]Surveys 2026 frameworks including Mem0, Supermemory, Membase, Memory Store, Zep, Graphiti, LangMem, Cognee, CrewAI, LlamaIndex, and Graphlit, distinguishing memory APIs and persistence layers from context platforms that retrieve source-grounded operational dat
View source [20]Response to Foundation Capital's thesis and Charles Betz's Forrester critique, arguing that the underlying concepts are a convergence of existing work and that the load-bearing data model — not the category name — creates the long-term moat against incumbents.
View source [18]Facts, answers, structured details, milestones and primary resource links cite this shared ledger. Each external page appears once; release tags from the same GitHub project are grouped under one release history.
Python, Node.js, and .NET SDKs
30+ data sources including Slack, GitHub, Jira, Notion, Gmail, Google Drive, OneDrive, SharePoint, Dropbox, Box, S3, Azure Storage, Linear, Trello, Reddit, Twitter/X, YouTube, RSS, Outlook Calendar, and Google Calendar
Community Discord support on Free plan
Unstruk Data, Inc.
Context layer for AI agents providing ingestion, search, RAG, knowledge graphs, and MCP-native agent delivery
Web
DeveloperApplication
Ingest enterprise content from connected tools into searchable context and deliver grounded answers or approved actions to connected tools
32 integrations across 7 categories with 17 delivery targets including Slack, GitHub, Jira, Notion, Google Drive, Gmail, Linear, HubSpot, Box, SharePoint, Zendesk, Microsoft Teams, OneDrive, Attio, Confluence, Discord, Dropbox, Fathom, Fire
Graphlit API (createFeed, queryContents) and MCP (Model Context Protocol) Server for content ingestion and retrieval
Open-source MCP (Model Context Protocol) Server supporting Claude Desktop, Goose, Cline, Cursor, and Windsurf
Inherits SOC 1, 2, and 3 compliance, ISO 27001/27017/27018 certifications, HIPAA/HITRUST compliance capabilities, and FedRAMP authorization from Azure; SOC 2 Type II and HIPAA compliance actively in progress
Authentication handled by Clerk, payment processing by Stripe, 24/7 security monitoring, responsible disclosure program at security@graphlit.com with 24-hour acknowledgment
Model Context Protocol (MCP)
Graphlit API with createFeed and queryContents
Jira via Atlassian OAuth with ingest plus agent deliver to issues
Zoom via Zoom OAuth (ingest of meeting recordings and transcripts; delivery not enabled)
Slack via Slack OAuth with ingest of messages, threads, files, and agent posting to channels
Gmail via Google OAuth with ingest and two agent delivery surfaces
OAuth-based connected account boundary used for agent delivery
Searched, cited, summarized content enriched with observations and supplied to agents via the Graphlit API and MCP
Knowledge graphs and retrieval built from ingested multi-source content
DeveloperApplication on Web
Graphlit
Cross-tool RAG, research, and operational intelligence workflows combining sources like Zoom, Google Calendar, Microsoft Calendar, and Slack
DeveloperApplication (Web)
Free | $0/month | Start with a free Graphlit project
Attio CRM (feed type: Crm / AttioObjects) — ingests people, companies, deals, tasks, and meeting notes