5 Commits

Author SHA1 Message Date
justin b29f5636fc rag: resilient embedder — rotate/split on endpoint errors; 4-GPU embed pool (#3) 2026-06-10 15:47:03 -04:00
justin fa448f94e1 build out morpheus-docs MCP stack, mirroring hvm-docs through Phases 1-13
Initial scaffold: the docs-mcp-template clone with all the
HVM-validated stack ported across, customized for Morpheus
Enterprise (PRODUCT_NAME=morpheus, server name morpheus-docs).

Bundles (live-discovered 2026-05-22; 1710 cataloged pages total):
* morpheus_user_manual_8_1_0  sd00007510en_us  568 pages (Feb 2026)
* morpheus_user_manual_8_1_1  sd00007621en_us  569 pages (Mar 2026)
* morpheus_user_manual_8_1_2  sd00007732en_us  569 pages (Apr 2026)
* morpheus_release_notes_8_1_0  sd00007496en_us  single-doc
* morpheus_release_notes_8_1_1  sd00007610en_us  single-doc
* morpheus_release_notes_8_1_2  sd00007733en_us  single-doc
* morpheus_quickspecs            a50009231enw     html-file (live
  curl_cffi against www.hpe.com; all 12+ Enterprise SKUs captured —
  S6E64..S6E73AAE for new/renewal/upgrade × 1/3/5-yr terms, plus
  services SKUs HA124A1#V38/V39 and H46SBA1).

No Deployment Guide or Qualification Matrix on HPE Support for
Morpheus Enterprise specifically — the only QM (sd00006551en_us)
covers HVM clusters managed by Morpheus and lives in hvm-docs.

Stack carried forward from hvm-docs:
* rag/{index,chunk,embeddings,bm25}.py — including the
  MAX_CHARS=4000 chunk-cap fix for table-dense content
* docs_mcp/{server,usage}.py — 11 MCP tools, BM25-default search,
  cross-encoder rerank, hybrid behind HYBRID_SEARCH=true,
  morpheus_api_lessons (renamed from hvm_api_lessons), env-gated
  submit_doc_bug
* docs_mcp/api_lessons.md — Morpheus-specific scaffold covering
  licensing model, HVM elevation path, REST vs Plugin API, with
  TODO markers for sections to flesh out from real ops experience
* scrape/{runner,quickspecs,changelog,bundles}.py — TOC + single-doc
  + html-file modes, curl_cffi Chrome120 for www.hpe.com edge bypass
* eval/{retrievers,run_eval}.py + queries.jsonl scaffold (4 placeholder
  queries; populate after first scrape)
* scripts/{rerank_server,usage_report,registry_gc}.py
* .gitea/workflows/{refresh,image-only}.yml — same Gitea Actions
  setup zerto-docs uses (push LAN, pull public-URL, GPU Ollama pool)
* deploy/docker-compose.yml — morpheus-docs-mcp service definition,
  shared jina-rerank sidecar, Watchtower-labeled
* Dockerfile, requirements.txt, requirements-rerank.txt

Verified locally: scrape produced 1599 .md pages (some TOC entries
are parent-only and yield no body), 6353 chunks all under the 4 KB
cap, MCP server boots and lists 11 tools cleanly.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-22 15:26:24 -04:00
justin 43728320bf ci: default PRODUCT_NAME to repo name (caught by template dispatch test)
First dispatch on the empty template failed at Chroma collection
creation because PRODUCT_NAME was the literal string "<product>"
(YAML doesn't expand placeholders), and Chroma rejects collection
names containing characters outside [a-zA-Z0-9._-]:

  chromadb.errors.InvalidArgumentError: Validation error: name:
  Expected a name containing 3-512 characters from [a-zA-Z0-9._-],
  starting and ending with a character in [a-zA-Z0-9]. Got:
  <product>_docs

Same fix as the IMAGE env: derive from the repo name dynamically
via ${{ github.event.repository.name }}. Cloners can still override
explicitly, but a fresh clone now runs the index-rebuild step
cleanly out of the box.

Verified by re-dispatch — should fail next at docker login (placeholder
REGISTRY_PUSH hostname), which is the next-expected fail point and a
real per-deployment config the cloner has to fill in.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-22 09:37:07 -04:00
justin 33b0fd652e ci: derive image name + package linking from repo, add link step
Both workflows had a static IMAGE env (<owner>/<product>-docs-mcp)
and a static --package arg in the GC step. Switch both to Gitea
Actions context variables so a clone of the template into any repo
name works on the first CI run without find/replace:

  IMAGE: ${{ github.repository_owner }}/${{ github.event.repository.name }}
  --owner ${{ github.repository_owner }}
  --package ${{ github.event.repository.name }}

Also add the "Link container package to this repo" step that was
missing from the template (and which, naively copy-pasted from the
reference build, would have linked everything back to docs-mcp-
template). The new step derives owner + package + link-target all
from the running repo's context.

The github.* namespace is Gitea Actions' inherited GitHub-Actions
context — values come from the Gitea server, not github.com. Same
mechanism the reference build's $GITHUB_SHA tag-builder uses.

CLAUDE.md updated to note that image and package naming are
repo-derived; only registry endpoints and the Ollama URL need
per-clone editing.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-22 09:34:26 -04:00
justin 9ba615c8ee initial: docs-mcp-template — build guide + scaffolded server
Template for building hosted MCP servers over a product's public
documentation. Distilled from one production build; everything
product-specific has been factored out.

Contents:

- PLAN.md — comprehensive build guide. 13 phases from project
  skeleton through weekly_digest. Includes the gotchas
  ("fetch-depth: 0 always", reranker per-pair token limit,
  Cloudflare body cap, dash-not-bash on Gitea runners), the
  decisions worth carrying forward, and a per-product
  customization checklist.

- CLAUDE.md — guidance for Claude Code working in a clone of this
  template. Phase identification table, conventions (env-gating +
  operator confirmation for side-effecting tools, defensive
  fallback for retrieval components), common commands.

- README.md — quick-start summary.

Scaffolded code (all signature-stable, with NotImplementedError
stubs where phase-specific work is required):

  docs_mcp/server.py    FastMCP server, stateless_http=True, with
                        search_docs / get_page / list_versions
                        baseline tools and commented stubs for the
                        rest of the phase set.
  docs_mcp/usage.py     TimedCall telemetry, JSONL, daily rotation,
                        90-day retention. Reusable as-is.
  rag/embeddings.py     Ollama embedder (nomic-embed-text default),
                        load-balanced across N URLs. Reusable.
  rag/chunk.py          Paragraph-aware chunker with synthetic
                        chunk 0. Per-product tunable.
  rag/index.py          Chroma + BM25 builder. --rebuild and
                        --bm25-only flags.
  rag/bm25.py           SQLite FTS5 lexical index. Reusable.
  scrape/changelog.py   --cached / --ref / --json / --history-out.
                        Reusable.
  scrape/README.md      What you write per-product.
  eval/queries.jsonl.example
                        Curate ~25 hand-labeled queries here.
  eval/retrievers.py    Retriever protocol + stub classes.
  eval/run_eval.py      MRR / Recall@K / nDCG@K harness skeleton.
  scripts/usage_report.py
                        Standalone log analyzer; the
                        FOLLOW-UP CHECKS pattern noted in the
                        module docstring.
  scripts/registry_gc.py
                        Gitea container registry cleanup. Reusable.

Deployment + CI:

  Dockerfile               Python 3.12-slim; COPY corpus + chroma
                           + bm25 last for cache efficiency.
  deploy/docker-compose.yml MCP + reranker sidecar + Watchtower.
                           Templated with <placeholders>.
  .gitea/workflows/refresh.yml    Weekly cron + manual dispatch.
                                  fetch-depth: 0, retry-on-race,
                                  three-tag image scheme.
  .gitea/workflows/image-only.yml Code-only ship cycle, ~18min.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-22 09:18:17 -04:00