Hex Research

io.github.levnikolaevich由 GitHub 帳號 levnikolaevich 發布v0.2.1更新於 Oct 24, 2026

Research graph MCP for hypotheses, goals, runs, source quality, audits, and generated maps.

已驗證STDIO僅桌面知識與記憶資料與分析

概覽

AI 產生的概覽

本機研究圖譜 MCP 伺服器，用來整理假設、目標、執行紀錄、來源品質、稽核與產生的圖譜。

可以做什麼
  • 清單未列出任何工具，能力僅來自描述：維護由假設、目標與執行紀錄構成的研究圖譜。
  • 評估來源品質並記錄稽核。
  • 依據研究圖譜產生圖譜。
  • README 介紹的是另一套面向產品探索、架構、交付規劃、實作、品質保證、發布、維運與工程基礎的技能與外掛，並未說明本伺服器的工具。
適用情境
當你希望助理把假設、目標、執行紀錄與來源評估集中保存在同一張結構化圖譜，而不是散落在筆記中時，可以考慮使用。README 的技能目錄屬於另一項產品，若需要那些工作流程，請先確認套件本身。
執行需求
以本機 stdio 程序執行，從 npm 套件 @levnikolaevich/hex-research-mcp 安裝，需要 Node.js 與 npm。未宣告任何驗證、環境變數或標頭。僅支援桌面用戶端，不提供網頁可執行版本。
安裝前請注意
不要求任何憑證，但會寫入假設、執行紀錄與稽核等研究資料，請確認其儲存內容與位置。README 主要在介紹無關的 Claude Code 與 Codex 外掛，安裝前請確認實際工具集與行為。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Hex Research，將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only，透過 STDIO。 STDIO 服務會啟動本機處理程序，因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

Claude-Codex Skills

Open-source standalone agent skills, distributed as plugins for Claude Code and OpenAI Codex, help turn product ideas, code fixes, architecture reviews and deployments into scoped work with a verifiable result. Each workflow defines what to check, what it may change, and how to report evidence and remaining gaps.

Project page · Install · Full catalog

Choose a route

Choose by the result you need. Each skill works independently.

Your taskPluginResult
Is this idea worth building?product-discovery-suiteOpportunity assessment, requirements, or interaction design.
How should this system change?architecture-suiteSystem map, design decision, or migration plan.
Is this plan ready to implement?delivery-planning-suiteReviewed plan, ordered work, and test strategy.
Fix, upgrade, simplify, or speed up this code.implementation-suiteScoped change with behavior and benefit checks.
Set up lint, type or architecture checks that enforce project rules.implementation-suiteVerified quality gates, with project compliance reported separately.
What could go wrong with this delivery or codebase?quality-assurance-suiteEvidence-backed findings or scoped acceptance tests.
Get this change published or deployed.delivery-suiteAuthorized publication or deployment, verified at its destination.
Why did this fail, or did the feature help?operations-suiteIncident diagnosis or product outcome assessment.
Can I trust the instructions in this skill?skill-maintenance-suiteSkill boundaries, consistency, and distribution review.
Prepare Docker containers, configuration, access control or recovery.engineering-foundation-suiteNative technical contracts and verified changes.

Install

For a feature or fix, start with implementation-suite. Replace it with another plugin from Choose a route for a different task.

Claude Code:

text
/plugin marketplace add levnikolaevich/claude-code-skills/plugin install implementation-suite@levnikolaevich-skills-marketplace/reload-plugins

Codex:

text
codex plugin marketplace add levnikolaevich/claude-code-skillscodex plugin add implementation-suite@levnikolaevich-skills-marketplace

Invoke a skill by its full name: /implementation-suite:ln-41-surgical-change-implementer in Claude Code or $ln-41-surgical-change-implementer in Codex, followed by your task. For example: “Fix the total calculation when an item has a discount. Preserve the current rounding rules.”

For personal defaults shared by Claude Code and Codex, use the optional user instructions template and connection guide. Personalize and merge it into your existing configuration; plugin installation does not change global instructions.

Lifecycle and plugins

Product Discovery Suite

Decide what is worth building, who it serves, and what a useful first version must do.

IndexSkillPurpose
11Opportunity EvaluatorEvaluates new product opportunities through demand, channels and economics before committing to build.
12Product Requirements BuilderDefines product requirements, business rules and acceptance criteria for a committed intent; edits product docs only.
13Interaction Design BuilderDesigns user flows, interaction states and mockups for a defined product scope; does not implement UI code.

Architecture Suite

Understand the system you have and choose changes with clear boundaries, tradeoffs, and recovery paths.

IndexSkillPurpose
21System Design Baseline BuilderDefines measurable architecture drivers and constraints before system design; edits architecture docs only.
22Current Architecture DocumenterDocuments current architecture from implementation evidence; does not propose a target or audit fitness.
23System Design Proposal BuilderDesigns target system boundaries, contracts and tradeoffs from requirements; does not plan tasks or implement.
24Architecture Decision RecorderRecords one architecture decision with alternatives, consequences and status; does not design the whole system.
25Architecture Diagram BuilderCreates evidence-backed current or target architecture diagrams; not UI design.
26Architecture Migration PlannerPlans architecture migrations with compatibility, data safety, rollout and recovery; does not execute them.

Delivery Planning Suite

Find missing decisions and risky dependencies before they become implementation rework.

IndexSkillPurpose
31Delivery Plan BuilderBuilds dependency-ordered delivery plans from requirements and repository evidence; read-only.
32Test Strategy PlannerPlans risk-based test portfolios and acceptance evidence; does not write or execute tests.
33Plan ReviewerReviews a concrete implementation plan for missing decisions, feasibility and risk before execution; read-only.

Implementation Suite

Fix the cause, reuse what already works, and keep changes focused on a verified outcome.

IndexSkillPurpose
41Surgical Change ImplementerImplements one scoped product feature or fix using existing contracts; not upgrades, performance tuning or establishing cross-cutting technical foundations.
42Dependency UpgraderUpgrades dependencies in reversible batches with version-specific compatibility and regression checks.
43Code ModernizerModernizes a bounded capability to reduce demonstrated maintenance cost; not routine upgrades or performance tuning.
44Performance OptimizerProfiles and improves a measured performance bottleneck; retains only verified improvements.
45Benchmark ComparatorCompares tools or implementations through controlled benchmarks and independent correctness checks.
46Quality Gate EngineerConfigures and verifies lint, type, architecture and other engineering checks; not product cleanup, policy invention or deployment redesign.

Quality Assurance Suite

Find gaps that could break a release, mislead a maintainer, or make a passing test meaningless.

IndexSkillPurpose
51Acceptance Test BuilderBuilds, updates or retires scoped acceptance tests and verifies execution; does not repair product code.
52Delivery ReviewerReviews a completed change for acceptance, regressions and release risk; read-only, not a whole-codebase audit.
53Documentation AuditorAudits documentation and comments for trust, coverage, consistency and freshness; read-only.
54Codebase AuditorAudits cross-cutting codebase health, security and maintainability; not a single-change review or specialist audit.
55Test Suite AuditorAudits existing tests for risk coverage, reliable oracles and maintenance value; does not edit tests.
56Architecture AuditorAudits implemented architecture boundaries, dependencies and ownership; not target design or plan review.
57Persistence AuditorAudits queries, transactions, consistency and persistence resource lifetimes; read-only.

Delivery Suite

Publish the intended changes and verify what reached the remote repository or target environment.

IndexSkillPurpose
61Repository PublisherCommits, pushes and remotely verifies authorized repository changes; does not create releases.
62Release PublisherPrepares and publishes an explicitly requested tagged GitHub release; does not deploy applications.
63Deployment EngineerPrepares delivery pipelines and remote infrastructure, then executes authorized rollouts; not standalone quality-gate setup or local container packaging.
64Community AnnouncerDrafts or publishes authorized, fact-checked GitHub Discussions announcements; does not create releases.

Operations Suite

Turn incidents and product signals into evidence for the next recovery or product decision.

IndexSkillPurpose
71Operations InvestigatorDiagnoses incidents from operational evidence and proposes recovery; does not change live systems.
72Product Outcome EvaluatorEvaluates observed product outcomes against a prior hypothesis; does not run experiments or change user treatment.

Skill Maintenance Suite

Make skills easier to invoke correctly, follow consistently, and verify before distribution.

IndexSkillPurpose
81Skill ReviewerReviews skill instructions, trigger boundaries and distribution contracts; not product code.

Engineering Foundation Suite

Establish and verify project technical foundations using native stack mechanisms, explicit contracts and safe recovery.

IndexSkillPurpose
91Engineering Baseline BuilderCreates project technical rules and recurring local procedures from the actual stack; edits guidance only, not architecture targets or application code.
92Container EngineerBuilds, hardens or reviews container images and local runtime packaging with startup and shutdown evidence; not remote deployment or host administration.
93Configuration EngineerEstablishes configuration ownership, validation, secret boundaries and environment isolation; not credential identity policy or live deployment.
94Authentication EngineerImplements or repairs identity verification and session or credential lifecycle; not operation permissions, resource access policy or a new identity provider by default.
95Resource Authorization EngineerImplements permissions and tenant or owner scoped resource access while preserving approved grants; not authentication or role redesign.
96Error Handling EngineerImplements safe error boundaries, cancellation and user recovery contracts; not telemetry pipelines or durable retry machinery.
97Observability EngineerImplements structured diagnostics, correlation and justified metrics or traces; not incident investigation or a mandatory telemetry platform.
98Mutation Reliability EngineerImplements transactions, idempotency and interrupted-operation recovery; not schema migration or a mandatory background-job platform.
99Database Lifecycle EngineerPrepares and verifies schema migrations, database roles and isolated recovery or test resources; not query tuning or runtime mutation orchestration.

Update an installed plugin

For a Git-backed marketplace, refresh the catalog, then update your plugin:

text
claude plugin marketplace update levnikolaevich-skills-marketplaceclaude plugin update implementation-suite@levnikolaevich-skills-marketplace
codex plugin marketplace upgrade levnikolaevich-skills-marketplacecodex plugin add implementation-suite@levnikolaevich-skills-marketplace

For a local-directory marketplace, update its checkout first, then refresh the installed plugin; Codex marketplace upgrade supports Git sources only. Follow Claude's reload/restart instruction and start a new Codex session. Source edits alone do not refresh the installed cache or an existing session.

License

MIT

來源：README.md，提交 e688949

工具

0
SourceWeft 尚未在沙箱中啟動過該軟體包，因此其工具未知。

版本歷史

1
  1. v0.2.1最新Sep 16, 2026

評分

已滿足適用檢查項的 50%

該評分衡量此收錄條目的完整程度，依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價，也不表示伺服器安全或目前可用：可連通性是帶日期的檢查結果，評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通25 分

    請保持端點能夠回應 MCP 握手；SourceWeft 每 30 天探測一次。

  • 已宣告認證方式10 分

    請在註冊中心條目中宣告憑證請求標頭，或保持端點能夠回應探測，以便判定其認證方式。

  • 已列出工具15 分

    請讓伺服器在無憑證時回應 tools/list，或發布可在沙箱中無憑證啟動的軟體包。

  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分