Your business context in your agents, terminal, and code.

FOR PROGRAMMERS

Connect, version, and query data through the agent connection protocol (MCP), command line (CLI), or development kit (SDK), without building integrations by hand. Bring SOCEO to your own agents.

Talk to the team DELIVERY CONTEXT ENG / 042 SOURCE Customer request Objective and impact IMPLEMENTATION Review checklist 3 documented decisions RESULT Verified delivery Evidence and version From the reason for the request to delivery history 01 One context, three interfaces.

MCP, CLI and SDK consult the same versioned operational core.

02 Structured and auditable response.

Result, sources and gaps arrive together for your code to decide safely.

03 Ready for your own agents.

Consume persistent context without rebuilding pipeline and business rule in each stream.

IN DAY TO DAY

Engineering works with the entire context of delivery.

SOCEO brings together the demand, documentation, decisions and people involved. Each delivery advances with clear priorities, monitored tasks and a history that explains why the solution was chosen and what changed in the product.

01 Understand the demand

Find the goal, previous decisions and dependencies before starting implementation.

02 Drive delivery

Organize owners, checklists and comments so everyone can track progress and review points.

03 Pass on the learning

Register the result and evidence of the conclusion so that the next delivery begins with more context.

Ask your business.

“What this delivery needs to resolve, who is taking care of each step and what has already been decided?”

The technical response carries the way back.

Engineering finds the reason for demand, organizes the steps and returns the result to the same context that guides the other teams.

Illustrative example · no real data Explore the work Illustrative flow · 4 stages Play flow 01 Query 02 Sources 03 Gap 04 Response

The technical question starts from the context of the delivery.

ILLUSTRATIVE QUERY · CLI $ soceo ask "which campaign is putting pressure on margin?" --format json RESPONSE Retargeting is 26% above target acquisition cost. Result for technical analysis SOURCES meta_ads:campaign_204 stripe:sales_2026_02 Identifiers preserved GAP offline_revenue Missing data accompanies the response CONTEXT VERSION ctx_2026_02_28_0942 TIMESTAMP 2026-02-28T09:42:00-03:00

WHERE THE SOCEO COMES IN

From business request to traceable technical delivery. Engineering finds the reason for demand, organizes the steps and returns the result to the same context that guides the other teams. 01 Operational context Explained priority

The target, incident, request, and previous decision explain why a request entered the queue.

02 Documents + Copilot Consultable documentation

Requirements and architectural decisions accompany the task so that the team does not need to rebuild the conversation.

03 Cowork + Tasks Work in stages

Checklists, comments, owners and versioned results keep the review visible through completion.

04 Agents + APIs Context for agents

Sources, permissions and structured results give agents a common basis for researching and preparing technical work.

THE WORK BETWEEN AREAS

Product brings the objective; Engineering records the decision and delivery; Support finds the history to explain the change to the customer.

THE SOCEO IN ACTION

Enough detail to trust the decision. Contextual query · CLI Illustrative data $ soceo ask "which campaign is putting pressure on margin?" --format json Copy command { "answer": "Retargeting is 26% above the target acquisition cost.", "metric": "cac_delta", "value": 0.26, "sources": [ "meta_ads:campaign_204", "stripe:sales_2026_02" ], "gaps": [ "offline_revenue" ], "context_version": "ctx_2026_02_28_0942", "generated_at": "2026-02-28T09:42:00-03:00" }

SOURCES AND PROVENANCE

Your agent gets context, not a loose answer.

Each return includes version, timestamp, source identifiers and gaps for your code to decide the next step.

Source used in response Time of last update Data that is still missing

EXPLORE OTHER AREAS

FOR FINANCE A close that handles itself and flags what fell outside the norm. View solution FOR MARKETERS From media spending to real profit, with projected results. View solution

SEE WITH YOUR DATA

Bring a real question from your business. We show the answer, the source and what still needs to be connected. Talk to the team