RagTuner
Dashboard

Install once. Connect tools.
Deploy internal agents.

A self-hosted enterprise agent node. Connect to your company knowledge and tools through MCP, and run secure AI workflows with local indexing, strict permissions, and deep observability.

app.ragtuner.ai/node

Agent Success Rate

98.2%
Retrieval
99%
Tool Calls
94%
Pending
12

Live Agent Pipeline Pipeline (avg latency)

Sync45ms
Index12ms
Search85ms
Rerank120ms
Plan450ms
Tool2.1s
Check15ms
ApproveWait
Trace ID / Agent
Status
Latency
trc_991f2
IT Helpdesk
Completed
1.2s
trc_88a2f
IT Helpdesk
Pending
Wait
trc_77b4c
Legal Review
Completed
4.5s
Trace Details
trc_88a2f9

USER QUERY

"VPN is not connecting on macOS Sequoia."

Local Index Search
3 chunks
mcp:jira.create_ticket
Blocked
Pillar 01

Connect via MCP.

RagTuner utilizes the open Model Context Protocol (MCP) to connect to your existing systems. Plug in Google Drive, SharePoint, Jira, and Slack without moving raw data outside your environment.

Active MCP Connectors
System Healthy
Google Workspace
450 docs/sec
Syncing
drive.readonly
Atlassian Jira
Live Webhook
Connected
jira.readjira.write
Microsoft SharePoint
Live Delta
Connected
Sites.Read.All
Slack Enterprise
Event Stream
Connected
channels.readchat.write
Pillar 02

TB-Scale Local Index.

Enterprise knowledge shouldn't be dumped blindly into LLMs. RagTuner extracts text, metadata, and permissions, deduplicates outdated versions, and indexes them locally using hybrid search (Dense + BM25).

Incremental Syncing
Version Deduplication
Hybrid Search & Reranking
Tiered Indexing (Hot/Cold)
Total Corpus
4.2 TB
Indexed Chunks
85.4 M
Incremental Sync Pipeline
1. Ingestion
Fetching deltas...
2. Parsing & Dedup
4,102 duplicates removed
3. Chunking
Semantic splitting (500 tokens)
4. Embedding
text-embedding-3-large

Execution Request Pending

ID: req_928fa1

Human-in-the-Loop
Agent
IT Helpdesk
Target Tool
jira.create_ticket
Reason
"User requested a VPN reset. Searching knowledge base yielded no self-serve resolution."
Payload Preview
{
  "project": "ITSupport",
  "summary": "VPN Access Reset",
  "priority": "High"
}
Pillar 03

Govern every action.

Security isn't an afterthought. RagTuner enforces SSO, mirrors document ACLs, and strictly separates 'Read' tools from 'Write' tools. Destructive actions can be routed through a human-in-the-loop approval workflow.

Explore Governance Policies
Pillar 04

Deploy Agent Blueprints.

Don't build agents from scratch. RagTuner analyzes your connected systems and recommends YAML-based Agent Blueprints. Review, modify, and deploy specialized agents instantly.

IT Helpdesk Agent

Resolves IT issues using internal docs & creates Jira tickets.

Sources
confluence://ITdrive://Policies
Tools (MCP)
jira.write

Legal Review Agent

Cross-references contracts against standard templates.

Sources
drive://Contracts
Tools (MCP)
docs.comment

Sales Ops Agent

Drafts emails based on transcripts and updates CRM.

Sources
gong://Transcripts
Tools (MCP)
salesforce.update

Start your 4-week pilot.

Install the Agent Node, connect 2 systems via MCP, and deploy your first secure internal agent. See the value before committing to a full enterprise rollout.

Request PilotView Architecture Docs