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c2fc4d3753
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fix(ccr): make headroom_retrieve a hash-only full-content lookup (#1532)
The optional `query` parameter on headroom_retrieve routed retrieval through CompressionStore.search(), which BM25-scored the items inside a single cached blob and dropped everything below a 0.3 relevance floor. On small per-blob corpora with conversational queries this returned an empty result the large majority of the time, so the LLM saw "nothing found" for content that was actually present — pushing users to turn compression off entirely. Retrieval is fundamentally a hash lookup (this already matches the Rust proxy's CCR store, which is put/get only — "no BM25 search"). Remove the query/search path end to end and always return the full original content: Core (Python proxy): - tool schemas (anthropic/openai/google) drop the `query` property - parse_tool_call returns the hash (str | None) instead of (hash, query) - response handler, proxy POST/GET/tool-call handlers, the MCP retrieve tool, and the streaming feedback recorders retrieve by hash only - proactive context-tracker expansion always restores full content - delete CompressionStore.search() and its BM25 machinery (the bm25 module stays — it is still used by relevance/) - CCRToolCall.query, CCRToolResult.was_search, and ExpansionRecommendation.expand_full/search_query are removed Plugins (advertised a now-defunct query param to the LLM): - hermes (Python), openclaw + opencode (TypeScript) retrieve tools drop `query` from their schemas, signatures, request URLs, and tests Benchmarks/docs: - ccr_regression + adversarial benchmarks switch from store.search() to full hash retrieval (search input-injection tests repurposed to the hash, the only remaining input surface) - wiki/ARCHITECTURE.md, wiki/ccr.md, docs/content/docs/ccr.mdx, config.py and store docstrings updated to describe hash-only retrieval Tests updated to assert full-content retrieval and guard the removed surface; the full CCR/proxy/store/TOIN suite passes. ruff + mypy clean. ## Description <!-- Briefly explain the change and why it is needed. --> Closes # ## Type of Change - [ ] 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 - ## Testing <!-- Check what you actually ran, then paste the real command output below. --> - [ ] Unit tests pass (`pytest`) - [ ] Linting passes (`ruff check .`) - [ ] Type checking passes (`mypy headroom`) - [ ] New tests added for new functionality - [ ] Manual testing performed ### Test Output ```text # Paste relevant command output or artifact links here ``` ## Real Behavior Proof - Environment: - Exact command / steps: - Observed result: - Not tested: ## Review Readiness - [ ] I have performed a self-review - [ ] This PR is ready for human review ## Checklist - [ ] My code follows the project's style guidelines - [ ] I have performed a self-review of my code - [ ] I have commented my code, particularly in hard-to-understand areas - [ ] I have made corresponding changes to the documentation - [ ] My changes generate no new warnings - [ ] 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 - [ ] I have updated the CHANGELOG.md if applicable ## Screenshots (if applicable) Add screenshots to help explain your changes. ## Additional Notes <!-- Mention any N/A checklist items, tradeoffs, follow-ups, or maintainer context. --> |
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058bcedab8
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feat(plugins): Hermes agent headroom_retrieve plugin (#824)
## Summary Implements the Hermes-side retrieval plugin proposed in #796 (as invited — thanks for the quick response!). When Hermes routes traffic through `headroom proxy`, compressed markers are a one-way street: Hermes registers its own tools, so it never gets the `headroom_retrieve` CCR tool that Claude Code receives via MCP injection. In practice the model either re-runs the original command or — observed in the wild — treats `ccr:abc123` as a file path and tries to `cat` it. This plugin uses Hermes's user-plugin system (`~/.hermes/plugins/`) to register a native `headroom_retrieve` tool that calls the proxy's `POST /v1/retrieve` endpoint. ## What's included - `plugins/hermes/headroom_retrieve/` — `plugin.yaml` + `__init__.py` (single-file, httpx, ~100 lines) - `plugins/hermes/README.md` — install steps and proxy-side recommendations ## Design notes - **Both marker formats covered**: Kompress emits `[N items compressed ... hash=KEY]`, SmartCrusher's opaque-blob walker emits `<<ccr:HASH[,KIND,SIZE]>>`. The tool description teaches both and explicitly says markers are NOT file paths; the handler normalizes whole-marker input (`<<ccr:abc,base64,4.5KB>>` → `abc`). - **Re-compression loop guard**: retrieved originals travel back through the proxy on the next request and get re-compressed into a fresh marker, looping forever. README documents `HEADROOM_EXCLUDE_TOOLS=read_file,headroom_retrieve` as the fix (Hermes tool names don't match `DEFAULT_EXCLUDE_TOOLS`, which targets Claude Code's `Read`/`Grep`/...). - **Actionable failure modes**: 404 (TTL expired / proxy restarted) and connection-refused both return guidance to re-run the original command rather than retry. ## Relationship to existing PRs Complementary to #707 / #556 (`headroom wrap hermes`, proxy-side): those launch/route Hermes through the proxy; this gives the agent the retrieval capability once it's routed. Notably #707 disables CCR tool injection in Hermes mode precisely because Hermes must register its own tool — this plugin is that registration. ## Testing Running in production on macOS (headroom 0.23.0, pipx) and Linux (0.22.4, systemd) for a day. Verified: fresh-marker retrieval roundtrip, whole-marker hash normalization (6 input shapes), expired-hash 404 messaging, proxy-down messaging, and end-to-end via live Hermes sessions (fresh ≥500B `read_file` returns original with the documented exclude config). Closes #796 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-authored-by: akb4q <zhunyunjiang@gmail.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com> |