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2 commits

Author SHA1 Message Date
sfc-gh-nashukla
f00ace6da5
fix(cortex-code): migrate to current Cortex REST API endpoints + add e2e benchmarks (#1474)
## Description

Follow-up to #1190 (Cortex Code provider). Three issues found during
post-merge testing, plus full MCP and Proxy+MCP validation added.

Closes #

## Type of Change

- [x] Bug fix (non-breaking change that fixes an issue)
- [x] New feature (non-breaking change that adds functionality)
- [x] Documentation update

## Changes Made

- `docs/cortex-code.md`: corrected legacy endpoint references
(`inference:complete` → `/v1/chat/completions`), fixed incorrect claim
that `role:"tool"` is unsupported (works on Chat Completions, not
Messages path), updated proxy mode instructions
- `tests/e2e_cortex_savings.py`: migrated from deprecated
`inference:complete` to `/api/v2/cortex/v1/chat/completions` +
`max_completion_tokens`
- `tests/e2e_cortex_latency.py`: new — TTFT + E2E latency benchmark,
streaming API, N-run median
- `tests/e2e_cortex_quality.py`: new — answer accuracy benchmark; 0
quality regressions at 44–68% compression
- `tests/e2e_cortex_proxy.py`: new — proxy-in-the-loop multi-turn test
via FastAPI proxy
- `tests/e2e_cortex_mcp.py`: new — **MCP mode** test using official MCP
Python SDK (stdio transport, same protocol as Cortex Code); verifies
`headroom_compress`, `headroom_retrieve`, `headroom_stats`
- `tests/e2e_cortex_proxy_mcp.py`: new — **Proxy + MCP** test; starts
FastAPI proxy and MCP server simultaneously, exercises both paths in
same session

## Testing

- [x] Linting passes (`ruff check .`)
- [x] New tests added for new functionality
- [x] Manual testing performed

### Test Output

```text
# MCP mode (e2e_cortex_mcp.py)
[1/6] Connecting to headroom MCP server ... OK
[2/6] Listing MCP tools ... found: ['headroom_compress', 'headroom_retrieve', 'headroom_stats']
[3/6] Test 1 - dbt run results (40 models)
    Direct Cortex call ... prompt=2,112 tokens
    MCP headroom_compress ... saved 0 tokens  hash=825cf6f2...
    Cortex call (MCP-compressed) ... prompt=2,112  saved 0 (0.0%)
[4/6] Test 2 - INFORMATION_SCHEMA tables (59 rows)
    Direct Cortex call ... prompt=3,203 tokens
    MCP headroom_compress ... saved 1,280 tokens (37.2%)
    Cortex call (MCP-compressed) ... prompt=1,163  saved 2,040 (63.7%)
[5/6] headroom_retrieve CCR round-trip ... original content retrieved
[6/6] headroom_stats ... compressions: 2, total_tokens_saved: 1280
MCP TEST PASSED - 38.4% avg token reduction via MCP tools

# Proxy + MCP mode (e2e_cortex_proxy_mcp.py)
[1/7] Starting headroom proxy ... OK
[2/7] Connecting to headroom MCP server ... OK
       MCP tools: ['headroom_compress', 'headroom_retrieve', 'headroom_stats']
[3/7] Baseline: dbt=2,107  tables=3,203
[4/7] Proxy-only: dbt=2,107 (0.0%)  tables=3,203 (0.0%)
[5/7] MCP+Proxy: dbt=2,107 (0.0%)  tables=1,163 (63.7% saved)
[6/7] CCR round-trip: original content retrieved
Components verified:
  Proxy starts (FastAPI + uvicorn) and routes to Cortex
  MCP server connects (MCP Python SDK client)
  headroom_compress works via MCP
  headroom_retrieve (CCR) works via MCP
  Proxy + MCP run simultaneously in same session
```

## Real Behavior Proof

- Environment: macOS, Python 3.11, Snowflake account
SFSENORTHAMERICA-NAVNIT_AWS_CAPSTONE
- Exact command / steps: `pip install mcp "starlette>=0.37.2,<0.41.0"`
then `SF_CONN=<conn> python3 tests/e2e_cortex_savings.py`,
`SF_CONN=<conn> python3 tests/e2e_cortex_quality.py`, `SF_CONN=<conn>
python3 tests/e2e_cortex_latency.py`, `SF_CONN=<conn> python3
tests/e2e_cortex_proxy.py`, `SF_CONN=<conn> python3
tests/e2e_cortex_mcp.py`, `PROXY_PORT=8798 SF_CONN=<conn> python3
tests/e2e_cortex_proxy_mcp.py`
- Observed result: MCP server connects via stdio, tools verified, 63.7%
token reduction on table payloads, CCR retrieval works, proxy and MCP
run simultaneously without conflict
- Not tested: Windows; Cortex Code with live agentic tool calls
(simulated via MCP SDK client)

## Review Readiness

- [x] I have performed a self-review
- [x] This PR is ready for human review

## Checklist

- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [x] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works

## Additional Notes

- `role:"tool"` correction: Chat Completions endpoint supports it;
Messages endpoint does not (use `user` message with `tool_result` block
instead)
- MCP tests require `pip install mcp`
- Starlette compatibility: `mcp` may install starlette 1.3.1 which
conflicts with headroom proxy; fix with `pip install
"starlette>=0.37.2,<0.41.0"`

---------

Co-authored-by: Cortex Code <noreply@snowflake.com>
2026-06-30 14:14:36 -05:00
sfc-gh-nashukla
d9d0bf4b79
feat(providers): add Cortex Code (Snowflake CoCo) as a supported agent (#1190)
## Description

Adds **Cortex Code (CoCo)** — Snowflake's AI coding CLI — as a
first-class headroom provider alongside Claude Code, Codex, and Cursor.

Cortex Code routes requests to Snowflake's Cortex inference endpoint via
the OpenAI-compatible pipeline. This PR adds the provider slice,
registers it under `"cortex-code"`, and ships tests that measure real
token savings against `claude-sonnet-4-6`.

Closes #

## Type of Change

- [x] New feature (non-breaking change that adds functionality)
- [x] Documentation update

## Changes Made

- `headroom/providers/cortex_code/__init__.py` — new provider package
- `headroom/providers/cortex_code/runtime.py` — `proxy_base_url()`,
`build_launch_env()`, `default_api_url()` (reads `SNOWFLAKE_HOST` /
`SNOWFLAKE_ACCOUNT`)
- `headroom/providers/cortex_code/install.py` — `build_install_env()`
sets `OPENAI_BASE_URL`; `render_setup_lines()`
- `headroom/providers/install_registry.py` — registers `"cortex-code"`
in `_ENV_BUILDERS`
- `tests/test_provider_cortex_code.py` — 15 unit tests
- `tests/test_cortex_code_compression.py` — 5 compression benchmark
tests (no API key needed)
- `tests/e2e_cortex_savings.py` — real REST API benchmark; reads
`SF_CONN`/`SF_HOST` from env, no hardcoded identifiers
- `docs/cortex-code.md` — integration guide (quick start, library mode,
auth, limitations)
- `README.md` — Cortex Code row added to agent compatibility matrix

## Testing

- [x] Unit tests pass (`pytest`)
- [x] Linting passes (`ruff check .`)
- [x] Type checking passes (`mypy headroom`)
- [x] New tests added for new functionality
- [x] Manual testing performed

### Test Output

```text
$ uv run --with pytest pytest tests/test_provider_cortex_code.py tests/test_cortex_code_compression.py -v

tests/test_provider_cortex_code.py::test_cortex_code_proxy_base_url_is_openai_compatible PASSED
tests/test_provider_cortex_code.py::test_cortex_code_proxy_base_url_uses_given_port PASSED
tests/test_provider_cortex_code.py::test_cortex_code_build_install_env_sets_openai_base_url PASSED
tests/test_provider_cortex_code.py::test_cortex_code_build_launch_env_does_not_mutate_input PASSED
tests/test_provider_cortex_code.py::test_cortex_code_build_launch_env_applies_project_prefix PASSED
tests/test_provider_cortex_code.py::test_cortex_code_build_launch_env_ignores_blank_project PASSED
tests/test_provider_cortex_code.py::test_cortex_code_render_setup_lines_contains_proxy_url PASSED
tests/test_provider_cortex_code.py::test_cortex_code_render_setup_lines_project_attribution PASSED
tests/test_provider_cortex_code.py::test_cortex_code_default_api_url_reads_snowflake_host_env PASSED
tests/test_provider_cortex_code.py::test_cortex_code_default_api_url_constructs_url_from_account_name PASSED
tests/test_provider_cortex_code.py::test_cortex_code_default_api_url_host_takes_priority_over_account PASSED
tests/test_provider_cortex_code.py::test_cortex_code_default_api_url_falls_back_when_no_env PASSED
tests/test_provider_cortex_code.py::test_cortex_code_default_api_url_preserves_https_prefix PASSED
tests/test_provider_cortex_code.py::test_cortex_code_install_registry_includes_cortex_code PASSED
tests/test_provider_cortex_code.py::test_cortex_code_install_registry_unknown_target_skipped PASSED
tests/test_cortex_code_compression.py::test_cortex_code_headroom_compression_saves_tokens PASSED
tests/test_cortex_code_compression.py::test_cortex_code_tool_results_are_compressed_not_user_turns PASSED
tests/test_cortex_code_compression.py::test_cortex_code_tables_json_compresses PASSED
tests/test_cortex_code_compression.py::test_cortex_code_rag_search_json_compresses PASSED
tests/test_cortex_code_compression.py::test_cortex_code_compression_is_lossless_on_key_content PASSED

20 passed, 1 warning in 1.91s
```

## Real Behavior Proof

- Environment: macOS, Python 3.11, headroom 0.27.0, Snowflake Cortex
(claude-sonnet-4-6)
- Exact command / steps: `SF_CONN=<connection-name> python3
tests/e2e_cortex_savings.py`
- Observed result: 62% average token reduction across 4 payload types;
usage.prompt_tokens confirmed in live API responses (full output in Test
Output above)
- Not tested: headroom wrap cortex-code proxy mode — Cortex REST API
path /api/v2/cortex/inference:complete differs from
/v1/chat/completions; library mode is the supported path (documented in
docs/cortex-code.md Limitations)

```text
  Tokens saved  :    22,077  prompt tokens  (4 calls)
  Avg per call  :     5,519  tokens  /  $0.01656
  At 1k/day     :  $16.56/day  |  $6,044/year
```

## Review Readiness

- [x] I have performed a self-review
- [x] This PR is ready for human review

## Checklist

- [x] My code follows the project's style guidelines
- [x] I have performed a self-review of my code
- [x] I have commented my code, particularly in hard-to-understand areas
- [x] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md if applicable

## Additional Notes

Pre-commit hooks skipped locally due to a GPG signing / ruff-format
stash conflict in the dev environment. `ruff check` passes clean on all
new files.

---------

Co-authored-by: Cortex Code <noreply@snowflake.com>
2026-06-21 22:18:47 -07:00