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## Thinking Path > - Paperclip manages work performed by AI agents. > - The Cursor CLI adapter turns process output into run results. > - Cursor can print a trace-file notice before a real error. > - The adapter used the first stderr line as the failure summary. > - This could hide the error behind an informational file path. > - This change selects the first diagnostic after that known notice and preserves the full logs. ## Linked Issues or Issue Description **What happened?** When Cursor exits with a nonzero code, a leading `cursor-retrieval: tracing to ...` notice can become the error summary. A later error remains in stderr but is absent from the summary. If the notice is the only output, the summary does not explain that the process exited unsuccessfully. **Expected behavior** Prefer the structured error, then a stderr diagnostic, then the exit code. Keep the run failed and preserve the original logs. **Steps to reproduce** 1. Use a fixture Cursor executable that writes the trace-file notice to stderr. 2. Write `Authentication failed` on the next line, then exit with code 7. 3. The old adapter reports the trace-file notice. This change reports the authentication error. 4. Repeat with only the notice. This change reports `Cursor exited with code 7`. **Paperclip version or commit** Reproduced against master commit `17780751551b3bc1c2521f7694026c34534c46c9` with local process fixtures. **Deployment mode** Local CLI adapter. The diagnostic helper is also used by environment probes. Searched open Cursor PRs and issues. PRs #14631 and #14435 concern native ACP support; #11106 concerns MCP configuration. None changes this legacy CLI diagnostic selection. ## What Changed - Skip only the exact trace-location notice when choosing a diagnostic line. - Remove terminal control codes from summary candidates. - Use the same selection for execution and environment probes. - Preserve structured-error priority, exit status, retry decisions, and raw stdout/stderr. - Add child-process regression tests and narrow parsing cases. Document the behavior. ## Verification - Two execution regression cases failed on the previous implementation; structured-error priority already passed. - `pnpm exec vitest run packages/adapters/cursor-local`: all 16 tests passed across five files. - `pnpm --filter @paperclipai/adapter-cursor-local typecheck` passed. - `pnpm -r typecheck` passed. - All GitHub CI checks passed on the PR head. One preview-runtime readiness test failed on the first attempt; its full local suite passed (28 tests, three skips) and the failed CI shard passed on retry. No unrelated source change was needed. - The broad local `pnpm test:run` command did not complete in the available verification window and was stopped; no full local-suite pass is claimed. The full sharded GitHub CI suite passed. `pnpm build` passed. - Tests use local fixture processes. They make no Cursor provider requests. ## Risks A future Cursor notice format may no longer match and will remain visible. Retrieval error lines and unknown diagnostics remain visible. This improves diagnosis; it does not claim to fix an unknown provider or machine failure. There are no schema, authentication, cancellation, or retry-policy changes. ## Model Used OpenAI Codex (GPT-6), with reasoning, repository inspection, and command execution. The session does not expose a more specific model revision or context-window size. ## 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 described the issue in-PR following the relevant issue template - [x] I have not referenced internal/instance-local Paperclip issues or links - [x] My branch name describes the change and contains no internal Paperclip ticket id or instance-derived details - [x] I have run the targeted tests locally and they pass; full checks are in progress - [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 - [x] All Paperclip CI gates are green - [x] Greptile is 5/5 with no open P2s, recommendations, or follow-ups - [x] I will address all Greptile and reviewer comments before requesting merge Co-authored-by: Paperclip <noreply@paperclip.ing>
149 lines
9.4 KiB
Markdown
149 lines
9.4 KiB
Markdown
---
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title: Adapters Overview
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summary: What adapters are and how they connect agents to Paperclip
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---
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Adapters are the bridge between Paperclip's orchestration layer and agent runtimes. Each adapter knows how to invoke a specific type of AI agent and capture its results.
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## How Adapters Work
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When a heartbeat fires, Paperclip:
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1. Looks up the agent's `adapterType` and `adapterConfig`
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2. Calls the adapter's `execute()` function with the execution context
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3. The adapter spawns or calls the agent runtime
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4. The adapter captures stdout, parses usage/cost data, and returns a structured result
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## Built-in Adapters
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| Adapter | Type Key | Description |
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|---------|----------|-------------|
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| [Claude Code](/adapters/claude-local) | `claude_local` | Runs Claude Code CLI locally, with a native ACP engine when available |
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| [Codex](/adapters/codex-local) | `codex_local` | Runs OpenAI Codex CLI locally, with a native ACP engine when available |
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| [Gemini CLI](/adapters/gemini-local) | `gemini_local` | Runs Gemini CLI locally (experimental — adapter package exists, not yet in stable type enum) |
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| [Kimi Code CLI](/adapters/kimi-local) | `kimi_local` | Runs Kimi Code CLI locally through ACP, with explicitly selectable headless `-p` mode |
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| OpenCode | `opencode_local` | Runs OpenCode CLI locally (multi-provider `provider/model`) |
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| Cursor | `cursor` | Runs Cursor in background mode |
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| Pi | `pi_local` | Runs an embedded Pi agent locally |
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| Hermes | `hermes_local` | Runs the local Hermes CLI through `@paperclipai/hermes-paperclip-adapter` |
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| Hermes Gateway | `hermes_gateway` | Calls an already-running Hermes API server through `@paperclipai/hermes-paperclip-adapter/gateway` |
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| OpenClaw Gateway | `openclaw_gateway` | Connects to an OpenClaw gateway endpoint |
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| [Process](/adapters/process) | `process` | Executes arbitrary shell commands |
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| [HTTP](/adapters/http) | `http` | Sends webhooks to external agents |
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## Credential ownership for sandbox targets
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Local CLI adapters can run on the Paperclip host, SSH targets, or managed
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sandbox targets. The adapter decides which credential home is authoritative
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before the CLI starts:
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| Adapter | Credential topology | Which credential file wins on managed sandbox targets |
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|---------|---------------------|-------------------------------------------------------|
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| [`codex_local`](/adapters/codex-local) | Host-owns-auth for Paperclip-managed `CODEX_HOME` | A host-owned `auth.json` is symlinked into the managed `CODEX_HOME` and uploaded to the sandbox. If a per-agent `OPENAI_API_KEY` is configured, Paperclip writes an API-key `auth.json` instead and that file wins. A login baked into the sandbox image is shadowed because Codex runs with Paperclip's uploaded `CODEX_HOME`. |
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| [`claude_local`](/adapters/claude-local) | Snapshot-owns-auth for managed remote Claude config | A configured `ANTHROPIC_API_KEY` or `CLAUDE_CODE_OAUTH_TOKEN` (agent or environment env) wins over any stored login. Otherwise Paperclip uploads only sanitized settings and skill/runtime assets, and when the remote managed config has no Claude credential files it copies `.credentials.json` or `credentials.json` from the sandbox image's own `$HOME/.claude`, so the image's login wins. |
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Worked examples:
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- **Codex sandbox with host ChatGPT login:** the host `~/.codex/auth.json`
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is symlinked into the managed home, then uploaded as the sandbox
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`CODEX_HOME`. Codex reads that uploaded file and does not use any
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`auth.json` already present inside the sandbox image.
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- **Claude sandbox with image login:** Paperclip materializes a remote
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`CLAUDE_CONFIG_DIR`, then fills missing `.credentials.json` /
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`credentials.json` from the sandbox image's own `$HOME/.claude`. The
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snapshot's Claude login is the credential source for the run.
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### Hermes local vs gateway
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Use `hermes_local` when Paperclip should start the local `hermes` CLI on the
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same host for each heartbeat. Use `hermes_gateway` when Hermes is already
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running as an HTTP/SSE API server and Paperclip should call that server instead
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of spawning a process. Both type keys are stable built-ins.
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The unified Hermes package owns both built-in adapters. The older
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`@paperclipai/adapter-hermes-gateway` package remains only as a deprecated
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compatibility shim that re-exports the gateway entrypoints for one release.
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New plugin overrides should target `@paperclipai/hermes-paperclip-adapter` and
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set the desired type key (`hermes_local` or `hermes_gateway`).
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### External (plugin) adapters
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These adapters ship as standalone npm packages and are installed via the plugin system:
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| Adapter | Package | Type Key | Description |
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|---------|---------|----------|-------------|
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| Droid | `@henkey/droid-paperclip-adapter` | `droid_local` | Runs Factory Droid locally |
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## External Adapters
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You can build and distribute adapters as standalone packages — no changes to Paperclip's source code required. External adapters are loaded at startup via the plugin system.
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```sh
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# Install from npm via API
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curl -X POST http://localhost:3102/api/adapters \
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-d '{"packageName": "my-paperclip-adapter"}'
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# Or link from a local directory
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curl -X POST http://localhost:3102/api/adapters \
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-d '{"localPath": "/home/user/my-adapter"}'
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```
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See [External Adapters](/adapters/external-adapters) for the full guide.
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## Adapter Architecture
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Each adapter is a package with modules consumed by three registries:
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```
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my-adapter/
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src/
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index.ts # Shared metadata (type, label, models)
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server/
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execute.ts # Core execution logic
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parse.ts # Output parsing
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test.ts # Environment diagnostics
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ui-parser.ts # Self-contained UI transcript parser (for external adapters)
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cli/
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format-event.ts # Terminal output for `paperclipai run --watch`
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```
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| Registry | What it does | Source |
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|----------|-------------|--------|
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| **Server** | Executes agents, captures results | `createServerAdapter()` from package root |
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| **UI** | Renders run transcripts, provides config forms | `ui-parser.js` (dynamic) or static import (built-in) |
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| **CLI** | Formats terminal output for live watching | Static import |
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## Choosing an Adapter
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- **Need a coding agent?** Use `claude_local`, `codex_local`, `opencode_local`, `hermes_local`, or install `droid_local` as an external plugin
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- **Need the richest live run feedback?** Use `claude_local`, `codex_local`, or `gemini_local` with `adapterConfig.engine` set to `acp` when the execution environment satisfies the ACP prerequisites — see [Feedback granularity](#feedback-granularity)
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- **Need Hermes on another host or already running as a service?** Use `hermes_gateway`
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- **Need to run a script or command?** Use `process`
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- **Need to call a custom external service?** Use `http`
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- **Need something custom?** [Create your own adapter](/adapters/creating-an-adapter) or [build an external adapter plugin](/adapters/external-adapters)
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## Feedback Granularity
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Adapter choice determines how much structured, live detail a run's transcript can show while the agent is still working. Every adapter's stdout is streamed to the run log and rendered live in the UI — including runs on sandbox execution targets, whose logs are tailed and delivered incrementally — but the *granularity* of what you see depends on the event stream the adapter emits.
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Rough tiers, richest first:
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1. **Native ACP engine (`claude_local`, `codex_local`, or `gemini_local` with `engine: "acp"`) — full structured event stream.** ACP emits a JSONL event per meaningful runtime moment: `acpx.session` (agent, mode, session identity), `acpx.status` (progress text plus context-window usage), `acpx.text_delta` (assistant/thinking token deltas), `acpx.tool_call` (tool title, call id, and status updates as the call progresses), `acpx.result` (stop reason summary), and `acpx.error` (code, message, retryability). The transcript renders these as live-updating message, thinking, tool, and status blocks, and repeated `acpx.tool_call` status updates fold into a single tool card instead of stacking duplicates.
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2. **CLI wrappers (`claude_local`, `codex_local`, `cursor`, `opencode_local`, …).** These parse each CLI's own streaming JSON output. You get assistant text, tool calls/results, and a final usage/cost summary, but granularity is limited to what the CLI prints — some emit tool progress, others only call/finish pairs.
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3. **Generic adapters (`process`, `http`).** Plain stdout/stderr lines with no structured transcript — you see raw output only.
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**Recommendation:** use the native ACP engine on `claude_local`, `codex_local`, or `gemini_local` when the selected execution environment supports it. Rich ACP status events (including context usage) and incremental tool-call updates give the closest thing to watching the agent work locally.
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## UI Parser Contract
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External adapters can ship a self-contained UI parser that tells the Paperclip web UI how to render their stdout. Without it, the UI uses a generic shell parser. See the [UI Parser Contract](/adapters/adapter-ui-parser) for details.
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### Cursor failure details
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The Cursor CLI adapter uses structured error output first, then the first
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nonempty diagnostic line. It skips the informational `cursor-retrieval: tracing
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to ...` file-location notice. If the CLI exits unsuccessfully with only that
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notice, the run shows the exit code. The original stdout and stderr remain in
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the local run result and log for troubleshooting. Environment probes use the
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same diagnostic selection. This does not change retry or success decisions.
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