Find the Right Tool.
Plan. Execute. Repeat.
Discovery is DataGrout's semantic search and workflow planning layer. Describe a goal in natural language — Discovery finds the tools, builds a verified plan, and executes it across your entire integration mesh.
5 tools
summary · discover · plan · guide · perform
CTC-verified plans
cycle-free · type-safe · policy-compliant
Entire mesh, one query
all integrations searched simultaneously
Free to start · No credit card required
Five Tools. One Unified Interface to Your Entire Mesh.
Each Discovery tool addresses a different phase of the agent's workflow — from orientation to planning to execution.
Bird's-Eye Overview
A lightweight overview of every tool and integration on your server — without the overhead of a full tools/list call. Use it to orient an agent before it starts working, or to prime a context window with a compact capability map.
Key capabilities
- Single call, zero heavy lifting
- Focus parameter for targeted summaries
- Works with Intelligent Interface mode
- Ideal starting point for any agent session
What Discovery Enables
From orienting a new agent to orchestrating cross-system workflows — Discovery is the layer that makes a thousand tools usable.
Agents With Hundreds of Tools
When your server exposes Salesforce, QuickBooks, Slack, and custom MCP servers simultaneously, no agent can hold them all in context. Discovery lets agents search by goal instead of memorizing tool names.
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Cross-System Workflow Automation
Build verified multi-step workflows that span incompatible systems — CRM to billing, ERP to reporting. The planner inserts SemIO type adapters automatically and validates the plan before execution.
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Intelligent Interface for Simple Agents
Reduce your server's tool surface to just two entry points — discover and perform. Simpler agents get a clean interface; sophisticated agents still have full access to the underlying tools.
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Reusable Skill Libraries
Verified plans from discovery.plan can be saved as named skills. Any agent can call them by name without re-planning — skills are exposed as standard MCP tools and callable via the Conduit SDK.
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Coverage Gap Analysis
Describe a goal and get back not just matching tools, but an analysis of what's missing. Identify integration gaps before building a workflow so you know exactly what needs to be connected.
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Multi-Server Demux Broadcasts
Execute a single tool call across multiple servers simultaneously. Strict mode requires exact tool name matches; fuzzy mode finds semantically equivalent tools across different integrations.
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Discovery Gets Smarter With Other DataGrout Tools
Compose Discovery with the rest of the platform for workflows that plan, execute, transform, and improve automatically.
Plan Once, Run Anywhere
Pass a discovery.plan result directly into flow.into. The verified plan executes as a governed workflow — with human approval gates, conditional routing, and CTC validation at every step.
✦ Verified plans become governed, repeatable workflows
Transform Outputs Inline
Pass refract or chart inline on any discovery.perform call. Results are piped through Prism server-side before reaching your agent — no extra round-trip, no re-fetching raw data.
✦ One call from discovery to formatted, analysis-ready data
Discover Then Forge
Run discovery.discover with coverage_gaps enabled to identify missing integrations. Feed the gaps to toolsmith.forge to create new query tools from natural language — closing the coverage gap without manual API work.
✦ Self-extending integration mesh driven by agent goals
Scheduled Intelligent Workflows
Save a verified plan as a skill, then schedule it via Governor. Plans run on cron schedules or event-driven triggers — with full symbolic reflex/reflection cost optimization applied automatically.
✦ Zero-config continuous execution at a fraction of token cost
Library — Semantic Search Over Documentation
While Discovery searches your tool mesh, Library searches DataGrout's documentation — tool references, feature guides, and research papers — by natural language query. Use library.search to find the right docs and library.get to retrieve full content — both at zero credits.
Integrate Discovery in Minutes
One import. Auth, retries, and error handling all handled by the Conduit SDK.
from datagrout.conduit import Client
async with Client(
"https://gateway.datagrout.ai/servers/{uuid}/mcp",
auth={"bearer": "your-access-token"}
) as client:
results = await client.discover(
query="find customers with unpaid invoices",
limit=5,
integrations=["quickbooks"]
)
# results[0].tool.name = "quickbooks@1/list_invoices@1"
# results[0].score = 0.91
# Enable coverage gap analysis
results_with_gaps = await client.discover(
query="sync CRM leads to billing system",
coverage_gaps=True
)Also available in TypeScript, Rust, Elixir, and Ruby. View Conduit SDK →
Frequently Asked Questions
Common questions from developers integrating Discovery into their agents.
More questions? Read the full Discovery documentation.
Stop memorizing tools. Start describing goals.
Discovery turns a thousand tools into a single natural language interface. Find, plan, verify, and execute — all from one suite.
Free to start · No credit card required