AgentStack
After one bind, the agent does not shop the catalog. Work Graph hands it the next step. Live edits stay on the safe circle: write a copy, pass the checks, then publish.
One MCP tool, agentstack.execute. The server holds the plan. Each turn is one action. Idle is a valid answer. Blocked names the unblock.
Story: agentstack.tech/work-graph · Contract: docs/plugins/WORK_GRAPH.md · Safe circle: agentstack.tech/mcp-docs#safe-cycle
The loop
session → context.project_id → agents.work_next → packet.next_action → claim / execute → work_next
Recipe mcp_work_loop_v1. Prompt agentstack_closed_loop_autonomy.
flowchart LR
S[Session] --> B[Bind project]
B --> W[work_next]
W --> N[next_action]
N --> X[Claim and execute]
X --> W
When that step changes live data, the same project runs the safe circle:
connect → sandbox → review → promote
The agent writes a generation. Customers stay on the previous copy until the checks pass. The project’s own rule publishes it: at once, or in stages.
| Who | Without the loop | With Work Graph |
|---|---|---|
| Founder with open loops | Every new chat re-reads the tool menu | The outcome is written once. The next chat takes the head of the queue |
| A person with more tasks than hours | The agent invents a tool and spends the window choosing | The list says ready, blocked, or idle |
| A business that needs the work finished | Thrash between catalog, guess, and retry | Claim, execute, verify, on the same project as the site and the payments |
| Someone wiring an agent | Paste the catalog into the prompt | agents.work_next, then packet.next_action |
Measured on 2026-10-07
Local registry build. Not a production traffic sample. Not a provider tokenizer. Bytes ÷ 4 is an English size estimate.
| Payload | UTF-8 bytes | Rough tokens |
|---|---|---|
Example next_action plus two alternatives | 250 | ~63 |
discovery.search, first 20 compact rows | 8,889 | ~2,222 |
| Handshake contract JSON, once | 11,297 | ~2,824 |
| Compact search, 50 rows (HTTP max) | 20,852 | ~5,213 |
| Full registry catalog JSON (795 actions in that build) | 1,680,071 | ~420,018 |
The full catalog is 6,720× that example packet. A 20-row search page is 35.6× it. The public catalog you should quote is 714 actions — live GET /mcp/actions/summary. Do not add the byte ratio and the operator targets into one savings claim.
| Signal | Target |
|---|---|
Autonomous loops that follow packet.next_action | ≥ 90% |
| Catalog shopping while a packet is already present | ≤ 5% |
Those are steady-production goals, not a live counter. Method and scenarios: docs/plugins/WORK_GRAPH.md.
Docs
This repository is the public documentation (English, user- and integrator-facing): web product, MCP, plugins, REST, RAG, sandboxes, and examples.
If you use the website: docs/USER_FEATURES_GUIDE.md.
If you build a product: docs/BUILD_YOUR_PRODUCT.md — @agentstack/sdk, optional genetic-ai-starter.
If you run agents on a large codebase: docs/genetic-system/.
If you integrate: docs/MCP_AND_ECOSYSTEM.md — start with the loop, then the catalog (714 actions · docs/MCP_SCALE.md).
REST / OpenAPI: docs/OPENAPI.md — Swagger · openapi.json.
npm SDK: @agentstack/sdk · docs/sdk/
Full index: docs/README.md · What's new: docs/WHATS_NEW.md
Open source kit
| Repo | Branch | Notes |
|---|---|---|
| genetic-ai-starter | main | Map-first install: npx @agentstack/genetic-ai-starter init. SoT lives in this repo under genetic-ai-starter/ when you have the monorepo. |
Plugins
| Plugin | Notes |
|---|---|
| cursor-plugin | v0.4.18, gen3 — rules, skills, commands, agents, hooks; Plugin MCP Connect and OAuth 2.1 device code |
| claude-plugin | Claude Desktop / API installers |
| gpt-plugin | ChatGPT / OpenAI ecosystem |
| vscode-plugin | VS Code marketplace distribution |
Product
- Site: agentstack.tech
- Work Graph: agentstack.tech/work-graph
- GitHub org: github.com/agentstacktech