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Get Started Free →Spin up a live local Omnigent server and exercise the Cursor SDK harness end-to-end — build cursor agents, run real turns, smoke-test, and bug-bash. Load when developing, testing, or debugging the cursor harness (omnigent/inner/cursor_executor.py, cursor_harness.py, cursor_auth.py) or its auth / model / tool-bridge behavior.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 121% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 77% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 18% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 80% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 52% | 0% |
The cursor harness drives the Cursor Python SDK (cursor_sdk, an AsyncAgent over a local bridge) and bridges Omnigent's sys_* tools into Cursor as SDK custom_tools. This skill is the proven recipe for running it for real against a live local server — not just the unit tests.
> The harness runs as a local runner from your current checkout, so > omni run <bundle> --server <url> exercises exactly the code you're on.
main (#203/#204). Test on main unless validating a specific branch.
(crsr_…); there is no cursor-agent login path. Verify (booleans only — never print the key): bash .venv/bin/python -c "from omnigent.onboarding.cursor_auth import cursor_api_key_configured; import os; print('config:', cursor_api_key_configured(), 'env:', bool(os.environ.get('CURSOR_API_KEY')))" If both are False, run omni setup and register a Cursor key, or export CURSOR_API_KEY=crsr_….
cursor-sdk is installed (a baseline dependency):.venv/bin/python -c "import cursor_sdk; print(cursor_sdk.__file__)".
Cursor's own API; a turn that hangs or fails to connect on a locked-down host is usually an egress problem, not a harness bug.
bashcd /path/to/omnigent .venv/bin/omni server --background # spawns a detached server on a free loopback port .venv/bin/omni server status # prints the URL, e.g. http://127.0.0.1:6767
Use the printed URL below as $SERVER. (You can also run a foreground server on a fixed port with omnigent server --port 7777 --no-open.)
A spec with spec_version must be a directory containing config.yaml — not a single .yaml file. Minimal cursor agent:
bashmkdir -p /tmp/cursor-dev cat > /tmp/cursor-dev/config.yaml <<'YAML' spec_version: 1 name: cursor-dev description: Cursor SDK dev/test agent. executor: type: omnigent config: harness: cursor # model: gpt-5 # optional; omit for cursor "auto" prompt: | You are a terse test agent. Answer in as few words as possible. YAML
For sub-agents, tools, guardrails/policies, copy the field shapes from examples/polly/config.yaml and examples/debby/config.yaml.
bashSERVER=http://127.0.0.1:6767 # the URL from `omni server status` timeout 280 .venv/bin/omni run /tmp/cursor-dev \ -p "Reply with exactly the single word: PONG" \ --server "$SERVER" 2>&1
A healthy run prints connection lines then the assistant reply (PONG). If that works, the full stack is good: key, egress, bridge, harness.
--tools coding.--model gpt-5 (or composer-1, auto,databricks-claude-opus-4-8, …).
| Goal | How | |------|-----| | Native tools (shell/edit/read) | --tools coding, prompt to create→read→edit a file and run a shell command; confirm it actually touches disk | | Bridged sys_* / sub-agent dispatch | declare a sub-agent (tools.agents/spawn), prompt the cursor agent to delegate — exercises the custom_tools daemon-thread bridge (run_coroutine_threadsafe) | | Model routing | run the same bundle with several --model values; note which actually runs | | Policy / guardrail | add a guardrail that denies a keyword; confirm PHASE_LLM_REQUEST/PHASE_LLM_RESPONSE blocks it | | Concurrency / leaks | fire several omni run … & at once; then pgrep -af "cursor-sdk-bridge|cursor_sdk" to check for orphaned bridge subprocesses |
config.yaml's server: defaults to a remote server (e.g. aDatabricks Apps URL). Omitting --server sends your turn to that remote deploy — which may be stale and reject the cursor harness with executor.config.harness: must be one of […], got 'cursor'. Always pass --server http://127.0.0.1:<port> for local testing. (That allowlist is omnigent/spec/_omnigent_compat.py; if a local server rejects cursor, it's running stale code — restart it from your checkout.)
spec_version must be a directory + config.yaml, never asingle .yaml file.
crsr_ API key (no CLI login). Resolution precedence:spec executor.auth (api_key) > stored cursor: config block (omni setup) > ambient CURSOR_API_KEY.
databricks-* model is silently resolved to cursor auto — it will not route through the AI Gateway like claude-sdk/codex/pi.
gpt-5 is not valid;the SDK rejects unknown ids. Valid examples seen live: default, composer-2.5, claude-opus-4-8, gpt-5.5. Run with --model and read the SDK's Available models: list to discover the live set.
timeout 280.omni run <bundle> --server <url> runs theharness from your current checkout; the server only holds state. The managed omni server --background server runs from whatever venv launched it.
omnigent/inner/cursor_executor.pyomnigent/inner/cursor_harness.pyomnigent/onboarding/cursor_auth.py_build_cursor_spawn_env in omnigent/runtime/workflow.pybash# Unit tests (use --frozen; the cwsandbox extra is unsatisfiable on public PyPI here) uv run --frozen --extra dev python -m pytest \ tests/inner/test_cursor_executor.py \ tests/runtime/test_cursor_spawn_env.py \ tests/onboarding/test_cursor_auth.py -q # Gated end-to-end harness test uv run --frozen --extra dev python -m pytest tests/e2e/omnigent/test_per_harness_cursor.py -q
To stress the harness, run several scenario probes in parallel — each builds a bundle and runs real turns against the same $SERVER, then reports what broke. Highest-value targets: the custom_tools bridge (hangs / lost tool results / errors reported as success), model routing, policy enforcement, streamed-output rendering, and orphaned bridge processes after teardown.
Live-observed cursor-harness behaviors to watch for while testing (some may be fixed by the time you read this — verify):
--model (or anybridge start error) makes omni run -p exit 0 with empty output, while the server records a failed session + a RuntimeError item the user never sees. If a turn returns nothing, check the session status / items (GET /v1/sessions/{id}/items) — don't assume success. (claude-sdk surfaces such errors; cursor doesn't yet.)
on:[tool_call] policies. Cursor's nativeshell/file tools (--tools coding) don't emit tool_call events, so on:[tool_call] guardrails (e.g. blast_radius) never see them — a built-in shell can run git push --force even under a DENY policy. Bridged sys_* tools are gated correctly. Don't rely on on:[tool_call] guardrails for cursor built-in tools.
with no separator, so pre-tool narration can glue onto the post-tool answer.
#221 aclose fix works), but a SIGKILL/hard-exit leaves an orphaned cursor-sdk-bridge. After hard kills, sweep pgrep -af cursor-sdk-bridge.
bash.venv/bin/omni server stop # stop the managed background server rm -rf /tmp/cursor-dev # remove scratch bundles pgrep -af "cursor-sdk-bridge" # confirm no orphaned bridge subprocesses linger
Other measured skills in the registry, with their headline benchmark lift.