Skip to main content

MCP server bridging specs (Linear / JIRA / GitHub Issues / Notion / Markdown / Figma) to tests, with bidirectional traceability and a spec-quality coach (AI 規格大師)

Project description

mk-spec-master logo

MK Spec Master

AI 規格大師 — specs in, scenarios out. Bidirectional traceability so you always know what's tested.

English · 繁體中文

PyPI License: MIT Status: Alpha

Spec-driven testing over MCP. Turn Linear / JIRA / GitHub Issues / Notion / Figma / Markdown specs into runnable scenarios, hand off to any test runner via mk-qa-master, and keep a live spec ↔ test coverage matrix.

🟢 Alpha — v0.3 partial. 11 tools + 5 adapters (markdown_local, github_issues, linear, jira, notion). Full design in docs/prd.md. Still pending for v0.3: Figma, auto-link via test docstrings, optimization plan.


Install

uvx mk-spec-master    # or: pip install mk-spec-master

Add to your MCP client config:

{
  "mcpServers": {
    "mk-spec-master": {
      "command": "uvx",
      "args": ["mk-spec-master"],
      "env": {
        "SPEC_SOURCE": "markdown_local",
        "SPEC_PROJECT_ROOT": "/path/to/your/project"
      }
    }
  }
}

Then in Claude / Cursor / Codex / Gemini CLI:

"Use mk-spec-master to parse SPEC-001, extract scenarios, and hand them to mk-qa-master so we can generate Playwright tests."

What this is

An MCP server that turns specs — Linear tickets, JIRA stories, GitHub Issues, Notion pages, Figma annotations, plain Markdown — into structured test scenarios, hands them to any test runner (via mk-qa-master or directly), and maintains a live spec ↔ test coverage matrix.

Sibling to mk-qa-master in the mk-* family of opinionated AI-QA MCPs.

Why this is missing from the ecosystem

Tool Lock-in What we do differently
AWS Kiro AWS IDE only, proprietary MCP-native, multi-client, open source
Jama Connect MCP $50k+/year, enterprise-only SMB / indie / AI-native segment
GitHub Spec Kit spec→code; runtime test coverage out of scope We add runtime test coverage
testomat.io / JIRA MCPs Single source (JIRA), SaaS lock Multi-source, file-based index, no lock

See docs/prd.md §4 for the full positioning.

Tool surface (v0.2 partial — 10 tools)

Tool Since Purpose
get_spec_source_info v0.1 Active adapter + all available — call this first
list_specs v0.1 Enumerate specs from the active source (filter by status / label / limit)
fetch_spec v0.1 Pull a single spec's full content by id
parse_spec v0.1 Heuristic AC extraction (en + zh-TW + zh-CN headings supported); accepts spec_id or raw_text
extract_scenarios v0.1 AC → scenarios with happy / edge / error classification (negation-aware) and best-effort Given/When/Then split
generate_test_plan v0.1 One-shot fetch + parse + extract → markdown plan ready to feed to mk-qa-master.generate_test(business_context=...)
link_test_to_spec v0.1 Record that a test verifies a spec (writes to SPEC_PROJECT_ROOT/.mk-spec-master/index.json). v0.2: caches title / source / url for the matrix
get_coverage_matrix v0.2 Spec × test grid — answer "which specs have no tests" in one call
analyze_spec_quality v0.2 Heuristic coach — flags vague language, implementation-leak AC, unclear role refs (the differentiator vs Kiro / Spec Kit)
propose_spec_improvements v0.2 Take analyze output → PM-facing markdown with concrete rewrites
get_drift_report v0.2.1 For every spec with a stored ac_hash, fetch live + recompute + compare. Buckets results into fresh / drifted / unknown / stranded

Still pending for full v0.2: Linear / JIRA adapters.

Adapter status

SPEC_SOURCE Source Status Auth
markdown_local Local *.md with YAML-ish frontmatter ✅ since 0.1.0 none
github_issues GitHub Issues via gh CLI ✅ since 0.1.0 gh auth login or GITHUB_TOKEN
linear Linear API (GraphQL) ✅ since 0.2.2 LINEAR_API_KEY + SPEC_PROJECT_KEY=<team-key> (optional)
jira JIRA Cloud (REST v3, ADF → markdown) ✅ since 0.2.3 JIRA_BASE_URL + JIRA_EMAIL + JIRA_API_TOKEN + SPEC_PROJECT_KEY=<project-key> (optional)
notion Notion databases (REST v1, blocks → markdown) ✅ since 0.3.0 NOTION_TOKEN + SPEC_PROJECT_KEY=<database-id>
figma Figma annotations + comments ⏳ planned — v0.3 FIGMA_TOKEN

v0.2 complete in 0.2.3: coverage matrix + spec-quality coach + drift report + Linear + JIRA. v0.3 begins with the Notion adapter (0.3.0); Figma + auto-link + optimization plan follow.

Walkthrough — spec → test → coverage

Given a Linear ticket LIN-123 "Apply discount at checkout" with 4 acceptance criteria:

You: Use mk-spec-master to fetch LIN-123, extract scenarios, generate
     Playwright tests with mk-qa-master, run them, and report coverage.

The AI client chains:

mk-spec-master.fetch_spec("LIN-123")
mk-spec-master.parse_spec(spec_id="LIN-123")        → 4 AC
mk-spec-master.extract_scenarios(...)                → 1 happy + 3 error
mk-spec-master.generate_test_plan(spec_id="LIN-123")

for scenario in plan:
  mk-qa-master.generate_test(business_context=scenario.gherkin)
  mk-spec-master.link_test_to_spec(spec_id="LIN-123", test_node_id=...)

mk-qa-master.run_tests

The traceability index now records all 4 links. Next sprint, when the spec changes, get_drift_report (v0.2) will flag tests that may be stale.

Status

Milestone Target Status
v0.1 (MVP — markdown_local + github_issues, 7 tools) June 2026 ✅ Shipped
v0.2 (Linear, JIRA, coverage matrix, spec-quality coach, drift report) Aug 2026 ✅ Complete (0.2.3)
v0.3 (Notion, Figma, auto-link, optimization plan) Oct 2026 🟡 Notion shipped (0.3.0); Figma + auto-link + optimization plan pending
v1.0 (production-ready, docs, integration recipes) Q4 2026

Family

  • mk-qa-master — AI 測試大師, the test-runner sibling. Tests run via mk-qa-master; coverage tracked here.
  • More mk-* MCPs in design (mk-perf-master, mk-a11y-master).

License

MIT © 2026 Jack Kao — see LICENSE (中文翻譯參考:LICENSE.zh-TW.md; the English version is authoritative).

Plain-English version: personal use, commercial use, modification, redistribution — all allowed. The only requirement is that you keep the copyright and license notice in your copy. No warranty: if it breaks something in production, you can't come after the author.

If this saved you time, a coffee goes a long way. ☕

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

mk_spec_master-0.3.0.tar.gz (1.4 MB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

mk_spec_master-0.3.0-py3-none-any.whl (40.9 kB view details)

Uploaded Python 3

File details

Details for the file mk_spec_master-0.3.0.tar.gz.

File metadata

  • Download URL: mk_spec_master-0.3.0.tar.gz
  • Upload date:
  • Size: 1.4 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mk_spec_master-0.3.0.tar.gz
Algorithm Hash digest
SHA256 7da93e854af0569b4d67c3619a4efe36bb5d5c9b4455630471bb9296eec66220
MD5 4aa74dddd691d5afddf7cd91e88c16db
BLAKE2b-256 88a81882b88a9161f8f2abaf5d64663f30bb3b435112b7045449d7baf59065ad

See more details on using hashes here.

Provenance

The following attestation bundles were made for mk_spec_master-0.3.0.tar.gz:

Publisher: publish.yml on kao273183/mk-spec-master

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mk_spec_master-0.3.0-py3-none-any.whl.

File metadata

  • Download URL: mk_spec_master-0.3.0-py3-none-any.whl
  • Upload date:
  • Size: 40.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for mk_spec_master-0.3.0-py3-none-any.whl
Algorithm Hash digest
SHA256 4d1d897289163762d6e4a26171824a5375f627a618883c867bce7c8bea9d946a
MD5 a8f32722a0a1c80308c6832a1a0eadbe
BLAKE2b-256 859a8de040d741e61abd68afee0d858575acc7f5f9ddf4ecc1611f0cb858a1a6

See more details on using hashes here.

Provenance

The following attestation bundles were made for mk_spec_master-0.3.0-py3-none-any.whl:

Publisher: publish.yml on kao273183/mk-spec-master

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page