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    {
      "Title": "[v0.5.0] benchmark adapters — define OpenAI/Google model matrix",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md`.\n\nAymen explicitly wants OpenAI and Google model families included. This issue defines the model/client matrix and provider adapter contracts without letting model choice blur into a single fake tool-quality score.\n\n## Goal\n\nAdd the benchmark model matrix and provider adapter contracts for OpenAI and Google-backed runs, with tests that use mocks rather than paid/live calls.\n\n## Acceptance criteria\n\n- [ ] The ",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/73",
      "PublishedAt": "2026-06-08T21:45:50.000Z",
      "State": "closed",
      "Comments": 3,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] benchmark tokens — Claude token-count integration after client rewrap (live-phase-gated)",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md` (work package 6; \"Token Measurement\" section). Roadmap decision 5.8: Claude tokenizer, measured after client-side rewrap. Maintainer decision on record (PLAN.md Amendment 2026-07-08): **the Anthropic count-tokens API is the counting mechanism, confined to the maintainer-run live phase** — exact counts for headline claims, zero runtime network access or new dependencies in the server itself. Token records (mer",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/89",
      "PublishedAt": "2026-07-08T15:54:18.000Z",
      "State": "closed",
      "Comments": 2,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] benchmark adapters — competitor MCP tool adapters (Context7, GitMCP, DeepWiki, Ref.tools)",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md` (work package 4, real-adapter half — #72 delivered the manifest format; #85 delivered LLM-provider adapters, which are a different axis). Eligibility rules and candidate set (Context7, GitMCP, DeepWiki, Ref.tools) live in the methodology's \"Systems Under Test\" section.\n\n**Status: NOT agent-ready.** Filed by the orchestrator per PLAN.md T6(b); Vision must review, pin the competitor versions/endpoints, create t",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/87",
      "PublishedAt": "2026-07-08T15:54:13.000Z",
      "State": "closed",
      "Comments": 2,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] benchmark corpus — mechanical slice: schema, validator, placeholder fixture (split from #71)",
      "Excerpt": "## Context\n\nMechanical slice split out of #71 under maintainer approval (D4 in the 2026-07-08 gate record, sign-off mirrored on #63). #71's question authorship and quality review remain permanently the maintainer's; this issue delivers only the schema, the validator, and a clearly-synthetic placeholder fixture so #88 (correctness scorer) can unblock without waiting for the full 50-question corpus.\n\n**Hard boundary:** `docs/benchmarks/corpus.yml` is the canonical path reserved for the human-autho",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/94",
      "PublishedAt": "2026-07-08T17:15:08.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] docs — write docs/architecture/DESIGN.md (eight-layer design document)",
      "Excerpt": "## Context\n\nRoadmap §4 assigns v0.5.0 \"`docs/architecture/DESIGN.md` | 5-page design document tying the ADRs together.\" The eight layers (principle 2.7, enumerated in ADR-006: source connector, ingestion, storage, retrieval, budget, serializer, cache, transport) map to eight planned ADRs, of which four exist or are in flight this run: ADR-001 (source adapters), ADR-006 (serialization), ADR-007 (cache), ADR-008 (transport). ADR-002–005 (ingestion, storage, retrieval, budget) belong to unshipped v",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/93",
      "PublishedAt": "2026-07-08T17:15:06.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] docs — write ADR-008 (Transport)",
      "Excerpt": "## Context\n\nRoadmap §4 assigns v0.5.0 \"ADRs 7 and 8 | Cache, Transport.\" ADR-008 documents the **transport layer** (layer 8 of the eight-layer contract, principle 2.7). The strict template is the exact skeleton shared by `docs/architecture/ADR-001-source-adapters.md` and `docs/architecture/ADR-006-serialization.md`. This is a **writing task**: every claim must match the code; you are recording the shipped decision, not making new ones.\n\nMaintainer sign-off for this issue's filing: D3 in the 2026",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/92",
      "PublishedAt": "2026-07-08T17:15:04.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] docs — write ADR-007 (Cache)",
      "Excerpt": "## Context\n\nRoadmap §4 assigns v0.5.0 the \"Architecture Documentation & Launch\" deliverables, including \"ADRs 7 and 8 | Cache, Transport.\" ADR-007 documents the **cache layer** (layer 7 of the eight-layer contract, principle 2.7). The house template is the exact skeleton shared by `docs/architecture/ADR-001-source-adapters.md` and `docs/architecture/ADR-006-serialization.md` — those two files ARE the strict template (roadmap §9.1: \"Agent w/ strict template\"). This is a **writing task**: every cl",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/91",
      "PublishedAt": "2026-07-08T17:15:02.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
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    {
      "Title": "[v0.5.0] benchmark scoring — correctness scorer with manual-adjudication hooks",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md` (work package 5; \"Correctness Scoring\" section defines the 1.0/0.5/0.0 rubric). Runner scoring records (merged #75) already carry `score: None` + `requires_manual_scoring: True` placeholders and `included_in_correctness_denominator`.\n\n**Status: NOT agent-ready.** Filed by the orchestrator per PLAN.md T6(b); Vision must review, create the `.planning/agent-context/` file (decision 5.14, mirrored as an issue com",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/88",
      "PublishedAt": "2026-07-08T15:54:15.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "top",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] benchmark reporting — generate raw report and README-safe summary",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md`.\n\nThe benchmark must produce public-facing output that is credible, boringly auditable, and impossible to confuse with hand-picked marketing numbers.\n\n## Goal\n\nAdd benchmark reporting that converts raw run artifacts into a full report plus a README-safe summary block gated on reproducible data.\n\n## Acceptance criteria\n\n- [ ] README-safe summaries present strict tool + model pairings, for example `python-docs-",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/74",
      "PublishedAt": "2026-06-08T21:45:52.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] benchmark runner — add reproducible CLI and artifact layout",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md`.\n\nThis is an agent-ready plumbing issue. The runner should make the benchmark reproducible from the shell without deciding the corpus or claiming results.\n\n## Goal\n\nAdd a reproducible benchmark runner CLI that loads a corpus and competitor manifest, executes configured benchmark cells, and writes raw artifacts in a stable layout.\n\n## Acceptance criteria\n\n- [ ] A tool failure, timeout, or MCP protocol crash on",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/72",
      "PublishedAt": "2026-06-08T21:45:49.000Z",
      "State": "closed",
      "Comments": 1,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.5.0] benchmark corpus — define schema and 50-question eval pack",
      "Excerpt": "## Context\n\nParent: #63. Methodology: `docs/benchmarks/PUBLIC-BENCHMARK-METHODOLOGY.md`.\n\nThis is the human-led corpus issue. The public benchmark is only credible if the question set is fixed, balanced, version-aware, and auditable before results are known.\n\n## Goal\n\nDefine the benchmark corpus schema and the 50-question Python stdlib evaluation pack used by the v0.5.0 public benchmark.\n\n## Acceptance criteria\n\n- [ ] `docs/benchmarks/corpus.schema.json` defines the corpus shape: stable ID, cate",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/71",
      "PublishedAt": "2026-06-08T21:45:48.000Z",
      "State": "open",
      "Comments": 0,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.3.0] ingestion — pin CPython source by commit SHA",
      "Excerpt": "## Context\n\n- **Per-issue context file (read first):** [`.planning/agent-context/cpython-source-sha-pin.md`](../../agent-context/cpython-source-sha-pin.md)\n- Pipeline: [`AGENT-EXECUTION-PIPELINE.md`](../../../AGENT-EXECUTION-PIPELINE.md)\n- Roadmap: [`STRATEGIC-ROADMAP-2026-05-29.md`](../../../STRATEGIC-ROADMAP-2026-05-29.md) §4 (v0.3.0, build-time supply-chain hardening), decision **5.10**\n- Touch-points: `ingestion/cpython_versions.py` (`CPythonDocsBuildConfig`, `CPYTHON_DOCS_BUILD_CONFIG`), `_",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/51",
      "PublishedAt": "2026-05-29T16:59:45.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.3.0] docs — write ADR-001 (Source Adapters)",
      "Excerpt": "## Context\n\n- **Per-issue context file (read first):** [`.planning/agent-context/adr-001-source-adapters.md`](../../agent-context/adr-001-source-adapters.md)\n- Pipeline: [`AGENT-EXECUTION-PIPELINE.md`](../../../AGENT-EXECUTION-PIPELINE.md)\n- Roadmap: [`STRATEGIC-ROADMAP-2026-05-29.md`](../../../STRATEGIC-ROADMAP-2026-05-29.md) — principles **2.1, 2.2, 2.7**\n- Source-adapter touch-points (to describe, not change): `ingestion/cpython_versions.py`, `ingestion/sphinx_json.py`, `ingestion/inventory.p",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/50",
      "PublishedAt": "2026-05-29T16:59:44.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.3.0] docs — write ADR-006 (Serialization)",
      "Excerpt": "## Context\n\n- **Per-issue context file (read first):** [`.planning/agent-context/adr-006-serialization.md`](../../agent-context/adr-006-serialization.md)\n- Pipeline: [`AGENT-EXECUTION-PIPELINE.md`](../../../AGENT-EXECUTION-PIPELINE.md)\n- Roadmap: [`STRATEGIC-ROADMAP-2026-05-29.md`](../../../STRATEGIC-ROADMAP-2026-05-29.md) — principle **2.5**, **2.7**; decisions **5.3, 5.4, 5.5, 5.8**\n- ADR-006 \"specifically enables the v0.3.x `format` parameter work\" (roadmap §4).\n\n## Goal\n\nRecord the already-l",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/49",
      "PublishedAt": "2026-05-29T16:59:42.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.3.0] security — audit and document PyYAML safe-loader discipline",
      "Excerpt": "## Context\n\n- **Per-issue context file (read first):** [`.planning/agent-context/pyyaml-safe-loader-audit.md`](../../agent-context/pyyaml-safe-loader-audit.md)\n- Pipeline: [`AGENT-EXECUTION-PIPELINE.md`](../../../AGENT-EXECUTION-PIPELINE.md)\n- Roadmap: [`STRATEGIC-ROADMAP-2026-05-29.md`](../../../STRATEGIC-ROADMAP-2026-05-29.md) §4 (v0.3.0), decision **5.11**\n- Known YAML call sites: `src/mcp_server_python_docs/server.py:57`, `src/mcp_server_python_docs/ingestion/sphinx_json.py:597` (both alread",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/48",
      "PublishedAt": "2026-05-29T16:59:41.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
    },
    {
      "Title": "[v0.3.0] docs — refresh public surfaces to the 6-tool surface",
      "Excerpt": "## Context\n\n- **Per-issue context file (read first):** [`.planning/agent-context/readme-glama-six-tool-refresh.md`](../../agent-context/readme-glama-six-tool-refresh.md)\n- Pipeline: [`AGENT-EXECUTION-PIPELINE.md`](../../../AGENT-EXECUTION-PIPELINE.md)\n- Roadmap: [`STRATEGIC-ROADMAP-2026-05-29.md`](../../../STRATEGIC-ROADMAP-2026-05-29.md) §3, §4 (v0.3.0), decision **5.9** (this becomes a release-cycle discipline)\n- Tool registration order of truth: `src/mcp_server_python_docs/server.py` (`@mcp.t",
      "SourceUrl": "https://github.com/ayhammouda/python-docs-mcp-server/issues/47",
      "PublishedAt": "2026-05-29T16:59:39.000Z",
      "State": "closed",
      "Comments": 0,
      "Reporter": "Maintainer",
      "Rank": "recent",
      "Extractor": "github_issue"
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