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## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - Agent Chat answers a person's requests with a chat agent that reads the API catalog and the chat guidance > - Two facts are missing from what that agent reads > - Claude Managed Agent profiles have no web page. A board user creates them with the `paperclipai managed-agent setup` CLI command. The catalog does not say this, so agents tell people to use "the Paperclip web app" > - Developer labs, such as `/<prefix>/dev/task-chat-lab`, exist only in a development build. Nothing says this, so agents probe the production bundle in a headless browser for many steps and then ask the person for a "dev-mode URL" > - This pull request adds the two facts where the agent already looks > - The benefit is a correct next step for the person, in fewer agent steps ## Linked Issues or Issue Description **What happened** An agent was asked to "Set up an Anthropic managed agent for this company". It correctly said the action is board-only. Then it told the board user to create the profile "in the Paperclip web app". That page does not exist. An agent was asked to "Open the task-chat interaction lab from this link". The link went to a production instance. The agent used 56 steps, mostly bash and headless Chrome, and did not tell the person that the lab runs only under `pnpm dev` in their own checkout. **Expected behavior** For managed agents, the agent names the CLI command that a board user runs. It also says that no web page exists. For developer labs, the agent says the lab is development-only. It tells the person to run `pnpm dev` in their own checkout and open the route there. It does not probe the instance. **Steps to reproduce** 1. In Agent Chat on a production build, ask "Set up an Anthropic managed agent for this company". 2. Read the reply. It points to a web page that does not exist. 3. Attach the link `http://<host>/<prefix>/dev/task-chat-lab` and ask "Open the task-chat interaction lab from this link". 4. Look at the run. The agent probes the bundle and does not give the `pnpm dev` path. ## What Changed - `server/src/routes/openapi.ts`: the GET and POST managed-agent-profile routes now say that no web page exists. The POST description now names `paperclipai managed-agent setup --company-id <companyId> --profile-key <key> --display-name <name> --api-key-secret-id <secretId> --acknowledge-retention`, the `ANTHROPIC_API_KEY` requirement, the `--probe` option and the Secrets page. - `server/src/services/agent-conversations.ts`: the chat directive has a new short paragraph. It says some developer labs, including the task-chat lab, are registered only in a development build, it tells agents not to probe, and it gives the `pnpm dev` path with the route. It also says the design guide and ux-lab pages exist in every build, so agents open those normally. - Tests for both texts in `openapi-routes.test.ts` and `agent-conversations.test.ts`. ## Verification - `cd server && pnpm exec vitest run src/__tests__/openapi-routes.test.ts src/__tests__/agent-conversations.test.ts src/__tests__/board-access-denial.test.ts src/__tests__/codex-local-execute.test.ts`: 142 tests pass. - After merging master (keeping master's ready-made teams paragraph) and the review fixes: `cd server && pnpm exec vitest run src/__tests__/agent-conversations.test.ts src/__tests__/openapi-routes.test.ts src/services/native-runtime/runner-api.test.ts`: 2164 tests pass. - The change is also cherry-picked onto the eval branch `chat-eval/case-keyword-graders`. The live Runner E2E cells for `agents.managed-profile` and `developer-labs.gated-lab` run there. ## Risks - Low risk. The change is text in the API catalog and in the chat guidance. It does not change behavior or permissions. - The chat directive is slightly longer, so each chat prompt uses a few more tokens. ## Model Used - Anthropic Claude Opus 5.5 (`claude-opus-5-5`), with tool use and code execution in Claude Code. ## Checklist - [x] I have included a thinking path that traces from project context to this change - [x] I have specified the model used (with version and capability details) - [x] I have checked ROADMAP.md and confirmed this PR does not duplicate planned core work - [x] I have searched GitHub for duplicate or related PRs and linked them above - [x] I have either (a) linked existing issues with `Fixes: #` / `Closes #` / `Refs #` OR (b) described the issue in-PR following the relevant issue template - [x] I have not referenced internal/instance-local Paperclip issues or links (only public GitHub `#NNN` / `github.com/paperclipai/paperclip` URLs) - [x] My branch name describes the change (e.g. `docs/...`, `fix/...`) and contains no internal Paperclip ticket id or instance-derived details - [x] I have run tests locally and they pass - [x] I have added or updated tests where applicable - [x] I have updated relevant documentation to reflect my changes - [x] I have considered and documented any risks above - [ ] All Paperclip CI gates are green - [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [ ] I will address all Greptile and reviewer comments before requesting merge 🤖 Generated with [Claude Code](https://claude.com/claude-code) --------- Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>