headroom/docs
Paperinik dca9853ed9
feat(wrap): make tokensave the primary coding-task compressor, Serena the backup (#1230)
## Description

Makes **tokensave**
([github.com/aovestdipaperino/tokensave](https://github.com/aovestdipaperino/tokensave))
the **primary coding-task compressor** that `headroom wrap` installs,
and demotes **Serena** to a **backup**. tokensave is a local semantic
code-graph MCP server (`tokensave serve`): the agent queries it for
symbols, call chains, and impact analysis instead of grepping/reading
whole files — the same role Serena filled, but as a pre-indexed graph.
Serena now only registers when tokensave is unavailable (or when forced
with `--serena`).

Closes #

## Type of Change

- [ ] Bug fix (non-breaking change that fixes an issue)
- [x] 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

- `headroom/graph/tokensave_installer.py` (new): fetch the prebuilt
tokensave release binary for the platform (release-binary only — no
`cargo` compile at wrap time); honors `HEADROOM_BINARIES_OFFLINE`;
returns `None` (→ Serena) when no asset exists (e.g. x86_64 macOS) or
the download fails.
- `mcp_registry`: `build_tokensave_spec()`; registration/disable/migrate
go through the existing `ServerSpec` + ownership-ledger flow, identical
to Serena.
- `cli/wrap.py`: new `_setup_coding_compressor` primary/backup policy;
tokensave setup/disable/migrate/index helpers. New flags
`--no-tokensave` (skip primary) and `--serena` (force backup on);
`--no-serena` now means "never register the backup". Default wrap
removes a previously Headroom-installed Serena entry once tokensave is
primary (user-managed entries preserved). `--code-graph` repointed to
tokensave; the legacy `codebase-memory-mcp` install path is dropped
(unwrap still cleans up legacy entries). `unwrap claude|codex` remove a
ledger-owned tokensave entry.
- Strands `HeadroomBundle`: `enable_tokensave_mcp=True` (primary);
`enable_serena_mcp` now defaults `False` (backup).
- `docs/content/docs/proxy.mdx`: `--code-graph` description updated from
codebase-memory-mcp to tokensave.
- Tests: tokensave installer (incl. error paths),
register/disable/migrate, primary/backup policy, and the
binary-resolution/indexing helpers. A scoped
`tests/test_cli/conftest.py` offline guard keeps the CLI suite hermetic.

## Testing

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

### Test Output

```text
$ uv run pytest -q tests/test_graph_tokensave.py tests/test_cli/test_tokensave_setup.py tests/test_cli/test_tokensave_helpers.py
41 passed

$ uv run pytest -q tests/test_cli/ tests/test_graph.py tests/test_graph_tokensave.py
421 passed   # full CLI + graph suites, incl. all pre-existing Serena/unwrap/registry tests

$ uv run pytest -q tests/test_mcp_registry/ tests/test_proxy_healthchecks.py
passed

$ uv run ruff format --check headroom/ tests/      # 822 files already formatted
$ uv run ruff check <changed files>                # All checks passed!
$ uv run mypy headroom/graph/tokensave_installer.py headroom/mcp_registry/install.py
Success: no issues found in 2 source files

# Coverage on new module
headroom/graph/tokensave_installer.py    99%
```

## Real Behavior Proof

- Environment: macOS (darwin arm64), Python 3.14, `uv` dev env;
tokensave 7.0.2 binary present on PATH and exercised against this repo's
`.tokensave/` graph during development. The installer pins release
**v7.0.2** (SHA-256-verified) across macOS arm64, Linux aarch64/x86_64,
and Windows x86_64/aarch64.
- Exact command / steps: `headroom wrap claude` registers `tokensave
serve` as the primary MCP code-graph server and indexes the project;
with the binary removed from PATH and `HEADROOM_BINARIES_OFFLINE=1`, the
same command falls back to registering Serena. Behavior is pinned by the
unit tests (binary-present → tokensave registered + Serena entry
removed; binary-absent → Serena fallback; `--serena` forces backup on;
`--no-serena` suppresses it; `--no-tokensave` disables primary).
- Observed result: tokensave registered as primary on the binary-present
path; Serena registered on the unavailable path; unwrap removes only
ledger-owned entries.
- Not tested: live end-to-end agent session inside Claude Code / Codex
against a real provider API; Windows/Linux release-asset download
(covered by unit tests with mocked archives, not a live fetch).

## 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

- CHANGELOG is left untouched: this repo generates it via release-please
from Conventional Commits, so a manual edit is N/A.
- `strands/bundle.py` shows 0% patch coverage because that module
hard-imports the optional `strands` SDK, which CI does not install (the
pre-existing `_make_serena_client` was likewise uncovered) — not a
regression.
- A `test (3)` shard failure on `headroom.memory.bridge` is a
pre-existing offline-CI flake (cannot reach huggingface.co); it touches
no file in this PR and the scoped offline guard only applies under
`tests/test_cli/`.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

---------

Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-25 16:55:37 -05:00
..
app docs: improve discoverability for AI agents and search crawlers 2026-05-13 17:36:06 -07:00
components tokens saved grid 2026-04-12 13:42:20 +06:00
content/docs feat(wrap): make tokensave the primary coding-task compressor, Serena the backup (#1230) 2026-06-25 16:55:37 -05:00
lib docs(ci): add CI/CD flow diagrams (#1062) 2026-06-16 23:05:15 -07:00
overrides fix: repair release and docs pipelines 2026-04-16 12:53:51 -05:00
proposals docs(vertex): Claude Code + Vertex via Headroom guide (validated) (#1180) 2026-06-19 18:14:14 -07:00
screenshots Merge pull request #147 from JerrettDavis/feat/anthropic-usage-insights 2026-04-12 10:54:22 -07:00
spec fix(telemetry): switch anonymous telemetry to opt-in (off by default) (#1223) 2026-06-20 21:26:04 -07:00
superpowers/plans feat(pricing): add DeepSeek V4 model pricing (deepseek-v4-flash, deepseek-v4-pro) (#1168) 2026-06-24 09:44:27 -05:00
.gitignore new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
auth-modes.md fix: PR-F1 classify_auth_mode helper (Phase F kickoff) 2026-05-03 17:20:14 -07:00
bedrock.md feat(bedrock): cross-region + Converse compression; bundle proxy binary in images (#999) 2026-06-16 09:45:24 -05:00
bun.lock fix(docs): update bun.lock to next 16.2.6 for GHSA-h64f-5h5j-jqjh (CVE-2026-44577) 2026-06-02 04:25:21 +00:00
claude-code-vertex-headroom.md docs(vertex): Claude Code + Vertex via Headroom guide (validated) (#1180) 2026-06-19 18:14:14 -07:00
cortex-code.md feat(providers): add Cortex Code (Snowflake CoCo) as a supported agent (#1190) 2026-06-21 22:18:47 -07:00
next.config.mjs new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
observability.md fix(observability): G3 remediation — bound cardinality + wire dead metrics 2026-05-24 10:41:56 -07:00
output-token-reduction-guide.md feat(proxy): hot-reload live env knobs so a reused proxy picks them up without a restart (#1090) 2026-06-18 09:50:50 -07:00
package-lock.json ci: bump the npm_and_yarn group across 3 directories with 3 updates (#1056) 2026-06-16 23:07:34 -07:00
package.json ci: bump the npm_and_yarn group across 3 directories with 3 updates (#1056) 2026-06-16 23:07:34 -07:00
postcss.config.mjs new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
proxy.ts new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
README.md new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
rtk-architecture.md fix(observability): wire Phase G PR-G3 RTK + proxy metrics (H-blocker) 2026-05-22 13:18:42 -07:00
rtk-loop-weighting.md feat(learn): weight loops in Headroom Learn + RTK-loop eval (#1160) 2026-06-22 18:49:08 -05:00
source.config.ts docs(ci): add CI/CD flow diagrams (#1062) 2026-06-16 23:05:15 -07:00
tsconfig.json new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00

docs

This is a Next.js application generated with Create Fumadocs.

Run development server:

npm run dev
# or
pnpm dev
# or
yarn dev

Open http://localhost:3000 with your browser to see the result.

Explore

In the project, you can see:

  • lib/source.ts: Code for content source adapter, loader() provides the interface to access your content.
  • lib/layout.shared.tsx: Shared options for layouts, optional but preferred to keep.
Route Description
app/(home) The route group for your landing page and other pages.
app/docs The documentation layout and pages.
app/api/search/route.ts The Route Handler for search.

Fumadocs MDX

A source.config.ts config file has been included, you can customise different options like frontmatter schema.

Read the Introduction for further details.

Learn More

To learn more about Next.js and Fumadocs, take a look at the following resources: