fix(mcp): show lifetime totals and label rolling session scope in headroom_stats#1428
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Reviewed the MCP stats formatting change. It preserves the existing summary flow, makes the rolling/window scope explicit, and appends lifetime totals only when the existing persistent_savings.lifetime block is present. The fallback and zero-total cases are covered, and CI is green. Ready from my side.
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🤖 I have created a release *beep* *boop* --- <details><summary>0.29.0</summary> ## [0.29.0](v0.28.0...v0.29.0) (2026-07-03) ### Features * **proxy:** add --lossless no-CCR mode with format-native compaction ([#1721](#1721)) ([c75ebde](c75ebde)) * **stats:** surface Codex WS compression counters in /stats summary ([#1680](#1680)) ([2fe19c3](2fe19c3)) * **transforms:** adaptive Otsu KEEP/DROP threshold (+ land relevance split on main) ([#1726](#1726)) ([eea667a](eea667a)) ### Bug Fixes * **bedrock:** fail fast when session-token auth lacks botocore ([#1553](#1553)) ([54cfa36](54cfa36)) * **bedrock:** route ARNs via converse, named AWS profiles, and au. re… ([#1456](#1456)) ([7d87aa2](7d87aa2)) * **ccr:** honor workspace dir for sqlite store ([#1564](#1564)) ([96e1dfe](96e1dfe)) * **claude:** surface Remote Control proxy incompatibility ([#1610](#1610)) ([4bf7f92](4bf7f92)) * **cli:** stop advertising unwired compression tuning env vars in banner ([#1634](#1634)) ([d5bf98d](d5bf98d)) * **codex:** avoid duplicate headroom provider config ([#1431](#1431)) ([ddd4adf](ddd4adf)) * **compression:** reject lossy unmarked tool output in unit router path ([#1479](#1479)) ([de24cd5](de24cd5)) * **cortex-code:** migrate to current Cortex REST API endpoints + add e2e benchmarks ([#1474](#1474)) ([f00ace6](f00ace6)) * **dashboard:** align token savings headline denominator ([#1653](#1653)) ([646e705](646e705)) * **dashboard:** derive per-project setup URL from live origin ([#1511](#1511)) ([e035aef](e035aef)) * **detection:** contain unidiff panic on orphaned +++ target line ([#1548](#1548)) ([e386c09](e386c09)) * **evals:** CJK-aware F1 tokenization + token estimation ([#1527](#1527)) ([99a8540](99a8540)) * **install:** close parent log fd in start_detached_agent ([#1576](#1576)) ([816cb85](816cb85)) * **install:** use Windows-safe PID liveness probe in runtime_status ([#1544](#1544)) ([#1560](#1560)) ([6b227b9](6b227b9)) * **learn:** aggregate verbosity baselines across projects instead of overwriting ([#1288](#1288)) ([27a5468](27a5468)) * **mcp:** show lifetime totals and label rolling session scope in headroom_stats ([#1428](#1428)) ([1c0e152](1c0e152)) * **memory:** cap local embedder CPU thread oversubscription ([#198](#198)) ([#1559](#1559)) ([b84afbf](b84afbf)) * **memory:** singleflight LocalBackend init to stop cold-start races ([#1691](#1691)) ([bec47a1](bec47a1)) * **openclaw:** detect uv-installed headroom binary in ~/.local/bin ([#1459](#1459)) ([adaeb88](adaeb88)) * **opencode:** preserve custom OpenAI gateway paths ([#1596](#1596)) ([c19347c](c19347c)) * **opencode:** route native providers + load transport plugin, fix Serena context ([#1573](#1573)) ([ad0034f](ad0034f)) * preserve anthropic passthrough tool order ([#1427](#1427)) ([a932247](a932247)) * **proxy/auth:** match real Anthropic OAuth token prefix (sk-ant-oat) ([#1672](#1672)) ([8cddf9b](8cddf9b)) * **proxy:** expose persistent savings metrics ([#1647](#1647)) ([5fe4e7b](5fe4e7b)) * **proxy:** fail open when kompress saturation would exhaust pre-upstream budget ([#1430](#1430)) ([15ac650](15ac650)) * **proxy:** handle streaming CCR retrieval ([#1451](#1451)) ([d337e3b](d337e3b)) * **proxy:** include system/tools/sampling in cache key ([#1473](#1473)) ([312129a](312129a)) * **proxy:** preserve Responses passthrough bytes ([#1598](#1598)) ([2a34a82](2a34a82)) * **proxy:** strip Codex lite header on the HTTP /responses path ([#1663](#1663)) ([9fbd47b](9fbd47b)) * **proxy:** wire --compression-max-workers / HEADROOM_COMPRESSION_MAX_WORKERS ([#1632](#1632)) ([814ffa3](814ffa3)) * **savings:** count cache-read tokens in input cost estimate ([#1429](#1429)) ([72ade37](72ade37)) * skip Magika backend on x86 CPUs without AVX2 ([#1162](#1162)) ([64783d8](64783d8)) * **transforms/content-router:** route grep/log output away from HTML extractor ([#1719](#1719)) ([0d18ef2](0d18ef2)) * **transforms:** bound native content detection with a Windows watchdog ([#575](#575)) ([#1563](#1563)) ([95abca3](95abca3)) * Vertex AI support for Claude Code with ANTHROPIC_VERTEX_BASE_URL ([#1393](#1393)) ([cff7247](cff7247)) * **wrap:** detach the shared proxy on Windows so it survives an ungraceful agent close ([#1464](#1464)) ([6cba441](6cba441)) * **wrap:** preserve custom Vertex base URL ([#1477](#1477)) ([75427bb](75427bb)) * **wrap:** remove rtk instructions from Codex AGENTS.md on unwrap ([#1604](#1604)) ([c9d717c](c9d717c)) </details> --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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…droom_stats (headroomlabs-ai#1428) ## Description `headroom_stats` currently formats only the rolling session view from `/stats`, so users see session numbers with no explicit scope label and no lifetime totals even though the proxy already exposes lifetime savings data. This PR keeps the current session summary, labels it as rolling-session output, and appends lifetime totals from `persistent_savings.lifetime`. It stays formatting-only on an existing payload surface. Closes headroomlabs-ai#1166 ## Type of Change - [x] Bug fix (non-breaking change that fixes an issue) - [ ] New feature (non-breaking change that adds functionality) - [ ] Breaking change (fix or feature that would cause existing functionality to change) - [ ] Documentation update - [ ] Performance improvement - [ ] Code refactoring (no functional changes) ## Changes Made - label the existing `headroom_stats` session block as rolling-session output - append lifetime totals from the existing stats payload - add focused formatter regressions and fallback coverage - update `CHANGELOG.md` ## Testing - [ ] Unit tests pass (`uv run pytest tests/test_ccr_mcp_server.py -v`) - [ ] Linting passes (`uv run ruff check .`) - [ ] Type checking passes (`uv run mypy headroom`) or explain N/A truthfully - [x] New tests added for new functionality when applicable - [ ] Manual testing performed ### Test Output ```text Focused local commands passed: - uv run pytest tests/test_ccr_mcp_server.py -x -v 9 passed, 1 skipped - uv run ruff check headroom/ccr/mcp_server.py tests/test_ccr_mcp_server.py All checks passed - uv run ruff format headroom/ccr/mcp_server.py tests/test_ccr_mcp_server.py --check 2 files already formatted Base proof on origin/main with the updated regression file: - pytest -k "window_scoped" failed because the output still says "Headroom Session Summary" - pytest -k "includes_lifetime_totals_from_persistent_savings" failed because the formatted text still has no "Lifetime Savings:" section Not run locally: - uv run mypy headroom - Template-level broader commands `uv run pytest tests/test_ccr_mcp_server.py -v` and `uv run ruff check .` ``` ## Real Behavior Proof - Environment: focused `HeadroomMCPServer._handle_stats()` test payloads with and without `persistent_savings.lifetime` - Exact command / steps: run `uv run pytest tests/test_ccr_mcp_server.py -x -v`, specifically the new `_handle_stats()` regressions that feed summary-only, summary-plus-lifetime, missing-lifetime, and zero-lifetime payloads through the MCP stats formatter - Observed result: output contains `Headroom Window-Scoped Session Summary`, appends `Lifetime Savings:` when lifetime data is present, and omits that section cleanly when lifetime data is absent - Not tested: broader MCP output redesign beyond this formatter ## 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 - [ ] 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 - [ ] New and existing unit tests pass locally with my changes - [x] I have updated the CHANGELOG.md if applicable ## Additional Notes - Scoped to the MCP text surface only; dashboard and broader savings-window work stay out of scope. - Attribution: the issue body identified the exact mismatch between current `headroom_stats` output and the already-live lifetime stats payload.
JerrettDavis
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Jul 14, 2026
🤖 I have created a release *beep* *boop* --- <details><summary>0.29.0</summary> ## [0.29.0](headroomlabs-ai/headroom@v0.28.0...v0.29.0) (2026-07-03) ### Features * **proxy:** add --lossless no-CCR mode with format-native compaction ([headroomlabs-ai#1721](headroomlabs-ai#1721)) ([c75ebde](headroomlabs-ai@c75ebde)) * **stats:** surface Codex WS compression counters in /stats summary ([headroomlabs-ai#1680](headroomlabs-ai#1680)) ([2fe19c3](headroomlabs-ai@2fe19c3)) * **transforms:** adaptive Otsu KEEP/DROP threshold (+ land relevance split on main) ([headroomlabs-ai#1726](headroomlabs-ai#1726)) ([eea667a](headroomlabs-ai@eea667a)) ### Bug Fixes * **bedrock:** fail fast when session-token auth lacks botocore ([headroomlabs-ai#1553](headroomlabs-ai#1553)) ([54cfa36](headroomlabs-ai@54cfa36)) * **bedrock:** route ARNs via converse, named AWS profiles, and au. re… ([headroomlabs-ai#1456](headroomlabs-ai#1456)) ([7d87aa2](headroomlabs-ai@7d87aa2)) * **ccr:** honor workspace dir for sqlite store ([headroomlabs-ai#1564](headroomlabs-ai#1564)) ([96e1dfe](headroomlabs-ai@96e1dfe)) * **claude:** surface Remote Control proxy incompatibility ([headroomlabs-ai#1610](headroomlabs-ai#1610)) ([4bf7f92](headroomlabs-ai@4bf7f92)) * **cli:** stop advertising unwired compression tuning env vars in banner ([headroomlabs-ai#1634](headroomlabs-ai#1634)) ([d5bf98d](headroomlabs-ai@d5bf98d)) * **codex:** avoid duplicate headroom provider config ([headroomlabs-ai#1431](headroomlabs-ai#1431)) ([ddd4adf](headroomlabs-ai@ddd4adf)) * **compression:** reject lossy unmarked tool output in unit router path ([headroomlabs-ai#1479](headroomlabs-ai#1479)) ([de24cd5](headroomlabs-ai@de24cd5)) * **cortex-code:** migrate to current Cortex REST API endpoints + add e2e benchmarks ([headroomlabs-ai#1474](headroomlabs-ai#1474)) ([f00ace6](headroomlabs-ai@f00ace6)) * **dashboard:** align token savings headline denominator ([headroomlabs-ai#1653](headroomlabs-ai#1653)) ([646e705](headroomlabs-ai@646e705)) * **dashboard:** derive per-project setup URL from live origin ([headroomlabs-ai#1511](headroomlabs-ai#1511)) ([e035aef](headroomlabs-ai@e035aef)) * **detection:** contain unidiff panic on orphaned +++ target line ([headroomlabs-ai#1548](headroomlabs-ai#1548)) ([e386c09](headroomlabs-ai@e386c09)) * **evals:** CJK-aware F1 tokenization + token estimation ([headroomlabs-ai#1527](headroomlabs-ai#1527)) ([99a8540](headroomlabs-ai@99a8540)) * **install:** close parent log fd in start_detached_agent ([headroomlabs-ai#1576](headroomlabs-ai#1576)) ([816cb85](headroomlabs-ai@816cb85)) * **install:** use Windows-safe PID liveness probe in runtime_status ([headroomlabs-ai#1544](headroomlabs-ai#1544)) ([headroomlabs-ai#1560](headroomlabs-ai#1560)) ([6b227b9](headroomlabs-ai@6b227b9)) * **learn:** aggregate verbosity baselines across projects instead of overwriting ([headroomlabs-ai#1288](headroomlabs-ai#1288)) ([27a5468](headroomlabs-ai@27a5468)) * **mcp:** show lifetime totals and label rolling session scope in headroom_stats ([headroomlabs-ai#1428](headroomlabs-ai#1428)) ([1c0e152](headroomlabs-ai@1c0e152)) * **memory:** cap local embedder CPU thread oversubscription ([headroomlabs-ai#198](headroomlabs-ai#198)) ([headroomlabs-ai#1559](headroomlabs-ai#1559)) ([b84afbf](headroomlabs-ai@b84afbf)) * **memory:** singleflight LocalBackend init to stop cold-start races ([headroomlabs-ai#1691](headroomlabs-ai#1691)) ([bec47a1](headroomlabs-ai@bec47a1)) * **openclaw:** detect uv-installed headroom binary in ~/.local/bin ([headroomlabs-ai#1459](headroomlabs-ai#1459)) ([adaeb88](headroomlabs-ai@adaeb88)) * **opencode:** preserve custom OpenAI gateway paths ([headroomlabs-ai#1596](headroomlabs-ai#1596)) ([c19347c](headroomlabs-ai@c19347c)) * **opencode:** route native providers + load transport plugin, fix Serena context ([headroomlabs-ai#1573](headroomlabs-ai#1573)) ([ad0034f](headroomlabs-ai@ad0034f)) * preserve anthropic passthrough tool order ([headroomlabs-ai#1427](headroomlabs-ai#1427)) ([a932247](headroomlabs-ai@a932247)) * **proxy/auth:** match real Anthropic OAuth token prefix (sk-ant-oat) ([headroomlabs-ai#1672](headroomlabs-ai#1672)) ([8cddf9b](headroomlabs-ai@8cddf9b)) * **proxy:** expose persistent savings metrics ([headroomlabs-ai#1647](headroomlabs-ai#1647)) ([5fe4e7b](headroomlabs-ai@5fe4e7b)) * **proxy:** fail open when kompress saturation would exhaust pre-upstream budget ([headroomlabs-ai#1430](headroomlabs-ai#1430)) ([15ac650](headroomlabs-ai@15ac650)) * **proxy:** handle streaming CCR retrieval ([headroomlabs-ai#1451](headroomlabs-ai#1451)) ([d337e3b](headroomlabs-ai@d337e3b)) * **proxy:** include system/tools/sampling in cache key ([headroomlabs-ai#1473](headroomlabs-ai#1473)) ([312129a](headroomlabs-ai@312129a)) * **proxy:** preserve Responses passthrough bytes ([headroomlabs-ai#1598](headroomlabs-ai#1598)) ([2a34a82](headroomlabs-ai@2a34a82)) * **proxy:** strip Codex lite header on the HTTP /responses path ([headroomlabs-ai#1663](headroomlabs-ai#1663)) ([9fbd47b](headroomlabs-ai@9fbd47b)) * **proxy:** wire --compression-max-workers / HEADROOM_COMPRESSION_MAX_WORKERS ([headroomlabs-ai#1632](headroomlabs-ai#1632)) ([814ffa3](headroomlabs-ai@814ffa3)) * **savings:** count cache-read tokens in input cost estimate ([headroomlabs-ai#1429](headroomlabs-ai#1429)) ([72ade37](headroomlabs-ai@72ade37)) * skip Magika backend on x86 CPUs without AVX2 ([headroomlabs-ai#1162](headroomlabs-ai#1162)) ([64783d8](headroomlabs-ai@64783d8)) * **transforms/content-router:** route grep/log output away from HTML extractor ([headroomlabs-ai#1719](headroomlabs-ai#1719)) ([0d18ef2](headroomlabs-ai@0d18ef2)) * **transforms:** bound native content detection with a Windows watchdog ([headroomlabs-ai#575](headroomlabs-ai#575)) ([headroomlabs-ai#1563](headroomlabs-ai#1563)) ([95abca3](headroomlabs-ai@95abca3)) * Vertex AI support for Claude Code with ANTHROPIC_VERTEX_BASE_URL ([headroomlabs-ai#1393](headroomlabs-ai#1393)) ([cff7247](headroomlabs-ai@cff7247)) * **wrap:** detach the shared proxy on Windows so it survives an ungraceful agent close ([headroomlabs-ai#1464](headroomlabs-ai#1464)) ([6cba441](headroomlabs-ai@6cba441)) * **wrap:** preserve custom Vertex base URL ([headroomlabs-ai#1477](headroomlabs-ai#1477)) ([75427bb](headroomlabs-ai@75427bb)) * **wrap:** remove rtk instructions from Codex AGENTS.md on unwrap ([headroomlabs-ai#1604](headroomlabs-ai#1604)) ([c9d717c](headroomlabs-ai@c9d717c)) </details> --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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Description
headroom_statscurrently formats only the rolling session view from/stats, so users see session numbers with no explicit scope label and no lifetime totals even though the proxy already exposes lifetime savings data.This PR keeps the current session summary, labels it as rolling-session output, and appends lifetime totals from
persistent_savings.lifetime. It stays formatting-only on an existing payload surface.Closes #1166
Type of Change
Changes Made
headroom_statssession block as rolling-session outputCHANGELOG.mdTesting
uv run pytest tests/test_ccr_mcp_server.py -v)uv run ruff check .)uv run mypy headroom) or explain N/A truthfullyTest Output
Real Behavior Proof
HeadroomMCPServer._handle_stats()test payloads with and withoutpersistent_savings.lifetimeuv run pytest tests/test_ccr_mcp_server.py -x -v, specifically the new_handle_stats()regressions that feed summary-only, summary-plus-lifetime, missing-lifetime, and zero-lifetime payloads through the MCP stats formatterHeadroom Window-Scoped Session Summary, appendsLifetime Savings:when lifetime data is present, and omits that section cleanly when lifetime data is absentReview Readiness
Checklist
Additional Notes
headroom_statsoutput and the already-live lifetime stats payload.