AI Agents

AI agents for designing, building, and operating your workspace

Describe what you need, and the agent drafts endpoints, tools, agents, and pipelines in your workspace — audited, diffed, and approved by you before anything ships.

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Build & extend

Search, NLP & relevance

Data & similarity

Operate, audit & fix

Knowledge

Capabilities

How it works

One agent for your whole workspace

From new endpoints to search tuning to nightly tasks — the agent works across everything your workspace can do, safely.

Build & extend

Draft new endpoints, AI tools, agents, and graph schema changes from a plain-language description — compiled and validated before you ever see them.

Build & extend

Draft new endpoints, AI tools, agents, and graph schema changes from a plain-language description — compiled and validated before you ever see them.

Operate & audit

Inspect any endpoint, tool, agent, index, task, exception or metric — read-only, with no secrets exposed.

Operate & audit

Inspect any endpoint, tool, agent, index, task, exception or metric — read-only, with no secrets exposed.

Ship safely

Every change is statically audited, shown as a side-by-side diff, committed to git, tested end-to-end, and rolled back automatically if something breaks.

Ship safely

Every change is statically audited, shown as a side-by-side diff, committed to git, tested end-to-end, and rolled back automatically if something breaks.

Capabilities

What the agent can build and run

Everything the agent can create, change, and operate inside your workspace — with your approval on every change.

Build new endpoints from scratch

Describe an API and the agent drafts the route, code, access mode and access groups — compiled and validated before you ever see it.

Build new endpoints from scratch

Describe an API and the agent drafts the route, code, access mode and access groups — compiled and validated before you ever see it.

Update your existing endpoints and tools

Make a targeted change to live code without regressing access modes or authorize rules.

Update your existing endpoints and tools

Make a targeted change to live code without regressing access modes or authorize rules.

Create custom AI tools

Add new Tool-attributed capabilities your chat assistant can call, with the right parameters and return shapes.

Create custom AI tools

Add new Tool-attributed capabilities your chat assistant can call, with the right parameters and return shapes.

Design and wire up agents

Spin up a new agent with the right system prompt, tool set and structured output schema.

Design and wire up agents

Spin up a new agent with the right system prompt, tool set and structured output schema.

Shape your graph schema

Add or rename node and edge fields — and get the migration task that backfills existing data.

Shape your graph schema

Add or rename node and edge fields — and get the migration task that backfills existing data.

Manage search and relevance

Tune search settings, replacements, synonyms and facets; build code-driven search indexes.

Manage search and relevance

Tune search settings, replacements, synonyms and facets; build code-driven search indexes.

Set up NLP extraction

Add regex/pattern spotters and entity linking, then wire them into a pipeline.

Set up NLP extraction

Add regex/pattern spotters and entity linking, then wire them into a pipeline.

Schedule recurring work

Create code-driven scheduled tasks with cron sanity-checks and a dry-run.

Schedule recurring work

Create code-driven scheduled tasks with cron sanity-checks and a dry-run.

Build similarity & recommendation engines

Fuse text embeddings, graph traversal and external lookups into one ranked result.

Build similarity & recommendation engines

Fuse text embeddings, graph traversal and external lookups into one ranked result.

Inspect and audit your workspace

Read any endpoint, tool, agent, index, task, exception or metric — read-only, no secrets exposed.

Inspect and audit your workspace

Read any endpoint, tool, agent, index, task, exception or metric — read-only, no secrets exposed.

Review changes before they ship

Every change is statically audited for security regressions and shown as a side-by-side diff for your approval.

Review changes before they ship

Every change is statically audited for security regressions and shown as a side-by-side diff for your approval.

Apply, verify, and roll back safely

Approved changes commit one-at-a-time to git, get tested end-to-end, and roll back automatically if something breaks.

Apply, verify, and roll back safely

Approved changes commit one-at-a-time to git, get tested end-to-end, and roll back automatically if something breaks.

Run one-off scripts and explore data

Hand yourself a ready-to-run Shell script, or inspect files staged for import.

Run one-off scripts and explore data

Hand yourself a ready-to-run Shell script, or inspect files staged for import.

Examples

Examples of what you can ask

Real prompts the agent turns into working endpoints, tools, indexes, and tasks.

Build & extend

Draft endpoints, tools, agents, and graph schema changes from plain language — reviewed before anything ships.

“Add an endpoint at support/triage that takes a ticket body and runs the Ticket-Triage agent.”

“Create an AI tool that looks up a customer’s open orders and returns them as JSON.”

“Make me an agent that summarizes a support case and tags its priority.”

“Add a Customer node type with an email key and a tier field.”

Search, NLP & relevance

Tune search, add extraction patterns, and shape relevance so people find the right answer first.

“Add a pattern spotter that detects invoice numbers like INV-12345.”

“Make ‘laptop’ and ‘notebook’ synonyms in search.”

“Add a facet for document type and boost recent files.”

“Build a search-code index that surfaces the three most relevant snippets per file.”

Data & similarity

Inspect data, backfill fields, and build similarity engines that fuse embeddings with your graph.

“Inspect the CSV I just uploaded to Stage and suggest a schema for it.”

“Write a Shell script to backfill the region field on all Customer nodes.”

“Build a ‘similar products’ engine fusing embeddings and category overlap.”

“Schedule a nightly task that re-indexes new files.”

Operate, audit & fix

See what changed, who changed it, and roll anything back — every edit is audited before it ships.

“Show me the endpoints that errored in the last hour and what threw.”

“Who changed the pricing endpoint last week?”

“Review my pending changes for any access-mode downgrades before I approve.”

“That last change broke search — roll it back.”

Knowledge

Ask the agent about your own workspace — schemas, query languages, and how things fit together.

“Remind me how the graph query language works.”

“What node types exist and what fields do they have?”

AI Agents

AI agents for designing, building, and operating your workspace

How it works

One agent for your whole workspace

Capabilities

What the agent can build and run

Everything the agent can create, change, and operate inside your workspace — with your approval on every change.

Examples