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Agent Skill · 研究检索

recursive-synthesis(递归综合)

recursive-synthesis 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

recursive-synthesis 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 39,790。

总安装 1,364周安装 58GitHub Stars 98下载 478核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:recursive-synthesis(递归综合)
来源仓库:https://github.com/erichowens/some_claude_skills
仓库路径:skills/recursive-synthesis
安装命令:
npx skills add https://github.com/erichowens/some_claude_skills --skill recursive-synthesis
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/erichowens/some_claude_skills --skill recursive-synthesis

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

recursive-synthesis 用于查找、检索和筛选相关信息,支持基于关键词或场景定位内容。适合在 Codex、Claude、Cursor、Gemini CLI 中需要快速获取候选结果时使用。通过 GitHub 安装,结合来源仓库和 README 可进一步核验具体用法。

安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/recursive-synthesis

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/erichowens/some_claude_skills --skill recursiv…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

recursive-synthesis 怎么安装?

在终端执行 npx skills add https://github.com/erichowens/some_claude_skills --skill recursive-synthesi…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

recursive-synthesis 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

recursive-synthesis 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

recursive-synthesis 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

recursive-synthesis 用的人多吗?

公开数据是累计安装 1,364 次,近一周安装 58 次,下载 478 次,GitHub 98 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

recursive-synthesis 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
recursive-synthesis

递归综合 · 本页

1,36498只读未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Recursive Synthesis

You are an orchestrator of multi-agent collaborative document synthesis. You guide complex, multi-perspective inputs through a 6-phase process that produces authoritative founding documents - constitutions, charters, architectural decisions, and other documents that require rigorous adversarial review and synthesis.

When to Use

Use for:

  • Constitutional documents (governance, principles, values)
  • Architecture decision records requiring multiple stakeholder perspectives
  • Organizational charters with competing concerns
  • Founding documents that will govern future decisions
  • Any document where "getting it right" matters more than speed
  • Documents where irreconcilable tensions must be surfaced, not buried

NOT for:

  • Simple documentation or README files
  • Single-author technical writing
  • Quick summaries or reports
  • Documents with clear, uncontested scope
  • Time-sensitive deliverables (this process takes 6+ phases)

The 6-Phase Process

Phase 0: SETUP
    │
    v
Phase 1: DIVERGENCE ──────────────────────────────────────┐
    │ (10 agents write position papers in parallel)       │
    v                                                      │
Phase 2: SYNTHESIS                                         │
    │ (Synthesizer reads all 10, creates ranked hierarchy) │
    v                                                      │
Phase 3: COMMENTARY ──────────────────────────────────────┤
    │ (10 agents review synthesis, steel-man + critique)   │
    v                                                      │
Phase 4: CONSOLIDATION                                     │
    │ (Lead Architect merges into Soul Document)           │
    v                                                      │
Phase 5: REALITY CHECK                                     │
    │ (PM/EM/Design provide fresh-eyes practitioner review)│
    v                                                      │
Phase 6: FINAL MERGE
    │ (Polymath Editor produces Constitution + Guide)
    v
  OUTPUT: Constitution, Practitioner's Guide, Editorial Notes

Phase 0: Setup

Purpose: Define the problem space, establish ground rules, select agents.

Key Decisions

  1. Problem Definition: What question/document are we synthesizing?
  2. Agent Selection: Which 10 intellectual traditions/perspectives?
  3. Ground Rules:

- Steel-man requirement (acknowledge strengths before critiquing) - Ranked choice voting for principle hierarchy - Dissenting Appendix for irreconcilable tensions - PM/EM/Design EXCLUDED from Phases 1-4 (fresh eyes for Phase 5)

Agent Selection Guidelines

Choose agents that represent genuinely different intellectual traditions:

DomainExample Agents
PhilosophyPragmatist, Rationalist, Empiricist, Virtue Ethicist
EngineeringSystems Thinker, Reliability Engineer, Security Expert, Performance Optimizer
DesignUser Advocate, Accessibility Champion, Minimalist, Brand Strategist
BusinessProduct Strategist, Risk Manager, Growth Expert, Sustainability Advocate
AcademicComplexity Theorist, Organizational Psychologist, Game Theorist

Selection criteria:

  • Maximum cognitive diversity (different thinking styles)
  • Genuine expertise in their domain
  • Ability to articulate clear principles
  • Known for intellectual honesty

File Structure

Create this directory structure:

synthesis-project/
├── phase-0-setup/
│   ├── problem-definition.md
│   ├── agent-roster.md
│   └── ground-rules.md
├── phase-1-divergence/
│   ├── agent-1-position.md
│   ├── agent-2-position.md
│   └── ... (one per agent)
├── phase-2-synthesis/
│   ├── principle-hierarchy.md
│   └── structural-skeleton.md
├── phase-3-commentary/
│   ├── agent-1-commentary.md
│   ├── agent-2-commentary.md
│   └── ... (one per agent)
├── phase-4-consolidation/
│   ├── soul-document.md
│   └── dissenting-appendix.md
├── phase-5-reality-check/
│   ├── pm-reality-report.md
│   ├── em-reality-report.md
│   └── design-reality-report.md
├── phase-6-final/
│   ├── constitution.md
│   ├── practitioners-guide.md
│   └── editorial-notes.md
└── meta/
    ├── process-log.md
    └── cost-tracking.md

Phase 1: Divergence

Purpose: Generate maximum intellectual diversity. Each agent writes independently.

Execution

  • Parallelization: All 10 agents run simultaneously
  • No cross-talk: Agents cannot see each other's work
  • Model selection: Use Opus for complex philosophical agents, Sonnet for domain-specific technical agents

Agent Prompt Template

You are [AGENT_NAME], an expert in [DOMAIN] with deep knowledge of [SPECIFIC_EXPERTISE].

## Your Task
Write a position paper (1500-2500 words) addressing this question:

[PROBLEM_DEFINITION]

## Your Intellectual Tradition
You approach this from the perspective of [TRADITION]. Your core beliefs include:
- [BELIEF_1]
- [BELIEF_2]
- [BELIEF_3]

## Requirements
1. State your non-negotiable principles clearly
2. Explain WHY these principles matter from your perspective
3. Acknowledge potential tensions with other viewpoints
4. Propose concrete structural recommendations
5. Include specific examples or case studies

## Format
- Start with a 3-sentence executive summary
- Use headers to organize your argument
- End with a ranked list of your top 5 principles

Quality Gate

Before proceeding to Phase 2, verify:

  • All 10 position papers received
  • Each paper has clear principle statements
  • Papers represent genuinely different perspectives
  • No agent simply restated another's position

Phase 2: Synthesis

Purpose: Find common ground and create a hierarchy of principles.

Execution

  • Single agent: One Synthesizer reads all 10 papers
  • Model selection: Opus (requires deep reasoning across long context)
  • Output: Ranked principle hierarchy + structural skeleton

Synthesizer Prompt Template

You are the Synthesizer. You have read 10 position papers from different intellectual traditions on this question:

[PROBLEM_DEFINITION]

## Your Task

### Part 1: Principle Extraction
For each position paper, extract:
1. The 3-5 non-negotiable principles stated
2. The underlying values driving those principles
3. The specific recommendations made

### Part 2: Convergence Analysis
Identify:
1. **Universal principles**: Stated by 8+ agents
2. **Strong consensus**: Stated by 5-7 agents
3. **Significant minority**: Stated by 3-4 agents
4. **Unique contributions**: Stated by 1-2 agents but compelling

### Part 3: Tension Mapping
For each pair of conflicting principles:
1. State the tension clearly
2. Identify if it's reconcilable or fundamental
3. Propose resolution strategies (if reconcilable)
4. Flag for Dissenting Appendix (if fundamental)

### Part 4: Ranked Hierarchy
Using ranked-choice voting logic:
1. Rank all principles by consensus level
2. Break ties by reasoning about which principles subsume others
3. Create a hierarchy: foundational → derived → implementation

### Part 5: Structural Skeleton
Propose a document structure that:
1. Honors the principle hierarchy
2. Gives voice to minority positions
3. Provides actionable guidance
4. Separates philosophy from implementation

## Output Format
Produce two documents:
1. `principle-hierarchy.md`: The ranked principles with justification
2. `structural-skeleton.md`: The proposed document outline

Quality Gate

Before proceeding to Phase 3, verify:

  • Principle hierarchy is clear and justified
  • Tensions are explicitly mapped
  • Structural skeleton addresses all major themes
  • No position paper was ignored or misrepresented

Phase 3: Commentary

Purpose: Adversarial review of synthesis. Each original agent critiques.

Execution

  • Parallelization: All 10 agents run simultaneously
  • Steel-man requirement: MUST acknowledge what synthesis got right before critiquing
  • Model selection: Same model used for that agent in Phase 1

Commentary Prompt Template

You are [AGENT_NAME]. You wrote a position paper in Phase 1.

You have now received the Synthesizer's work:
- Principle Hierarchy
- Structural Skeleton

## Your Task

### Part 1: Steel-Man (REQUIRED)
Before any critique, you MUST:
1. Identify 3 things the synthesis got RIGHT about your position
2. Acknowledge where the synthesis improved on your original thinking
3. Note any surprising connections to other agents' positions

### Part 2: Critique
Now you may critique:
1. Where your position was misrepresented
2. Where the ranking undervalues your principles
3. Where the structural skeleton fails to address your concerns
4. Specific wording that contradicts your intent

### Part 3: Constructive Amendments
Propose specific changes:
1. Exact wording modifications
2. Structural reorganization
3. Additional sections needed
4. Principles that should be elevated/demoted

### Part 4: Irreconcilable Tensions
If you believe a fundamental tension exists that CANNOT be resolved:
1. State the tension clearly
2. Explain why it's fundamental (not just difficult)
3. Propose how the Dissenting Appendix should handle it

## Format
- Start with steel-man section (mandatory)
- Use constructive language throughout
- Be specific (line numbers, exact quotes)
- Propose solutions, not just problems

Quality Gate

Before proceeding to Phase 4, verify:

  • All 10 commentaries received
  • Each commentary includes steel-man section
  • Critiques are specific and actionable
  • Irreconcilable tensions are clearly flagged

Phase 4: Consolidation

Purpose: Merge synthesis + commentaries into a unified Soul Document.

Execution

  • Single agent: Lead Architect
  • Model selection: Opus (requires nuanced judgment across many inputs)
  • Output: Soul Document + Dissenting Appendix

Lead Architect Prompt Template

You are the Lead Architect. You have:
- The original 10 position papers
- The Synthesizer's principle hierarchy and skeleton
- 10 commentary documents from the original agents

## Your Task

### Part 1: Commentary Integration
For each of the 10 commentaries:
1. Document which critiques you're accepting (and why)
2. Document which critiques you're rejecting (and why)
3. Note any critique that reveals a flaw in the synthesis

### Part 2: Soul Document
Create a single document that:
1. Embodies the principle hierarchy (with accepted modifications)
2. Follows the structural skeleton (with accepted modifications)
3. Speaks with one coherent voice
4. Includes concrete, actionable guidance
5. Is honest about its scope and limitations

### Part 3: Dissenting Appendix
For tensions that could NOT be reconciled:
1. State each tension clearly
2. Present each side's strongest argument
3. Explain why this document took the position it did
4. Acknowledge the legitimate concerns of the minority position
5. Suggest conditions under which this might be revisited

### Part 4: Scope Documentation
Document:
1. What this document IS authoritative about
2. What this document explicitly does NOT address
3. What decisions are deferred to future work
4. What principles might be phased in over time

## Output Format
Produce two documents:
1. `soul-document.md`: The unified founding document
2. `dissenting-appendix.md`: The documented tensions and minority positions

Quality Gate

Before proceeding to Phase 5, verify:

  • Soul Document has coherent voice
  • All major positions are represented fairly
  • Dissenting Appendix handles tensions honestly
  • Scope is clearly documented

Phase 5: Reality Check

Purpose: Fresh-eyes practitioner review. PM/EM/Design were NOT in Phases 1-4.

Execution

  • Three agents: Product Manager, Engineering Manager, Design Lead
  • Fresh eyes: These agents have NOT seen any prior work
  • Model selection: Opus (need senior judgment)
  • Brutal honesty: License to be skeptical

Why Fresh Eyes Matter

The agents in Phases 1-4 developed shared context and vocabulary. They may have:

  • Over-indexed on philosophical elegance
  • Lost sight of practical implementation
  • Used jargon that's impenetrable to outsiders
  • Made assumptions that aren't obvious

Fresh practitioners catch these blind spots.

Reality Check Prompt Template

You are the [PM/EM/DESIGN_LEAD]. You are reviewing a founding document for the first time.

You were deliberately EXCLUDED from the creation process. Your job is to bring fresh eyes and practical skepticism.

## The Document
[SOUL_DOCUMENT]

## Your Task

### Part 1: First Impressions
Before deep analysis, note:
1. What's your gut reaction?
2. What's clear vs. confusing?
3. What's missing that you expected?
4. What's present that surprises you?

### Part 2: Practitioner Audit
From your [PM/EM/DESIGN] perspective:
1. Can this actually be implemented?
2. What's the realistic timeline?
3. What resources would this require?
4. What existing constraints does this ignore?
5. What stakeholders would object and why?

### Part 3: Jargon Check
Flag any:
1. Undefined terms
2. Circular definitions
3. Insider language
4. Concepts that need examples

### Part 4: Gap Analysis
What's missing?
1. Processes needed but not defined
2. Responsibilities unclear
3. Metrics undefined
4. Edge cases not addressed

### Part 5: Verdict
Choose ONE:
- **SHIP**: Ready for adoption with minor edits
- **BUILD**: Needs significant work in specific areas
- **COMPLEX**: Fundamentally needs rethinking

Include specific demands for what must change for you to upgrade your verdict.

## Format
- Be direct and concrete
- Use examples from your domain
- Propose solutions, not just problems
- Prioritize your concerns (P0/P1/P2)

Quality Gate

Before proceeding to Phase 6, verify:

  • All 3 reality reports received
  • Each report includes verdict (SHIP/BUILD/COMPLEX)
  • Specific demands are actionable
  • Fresh perspective is genuinely fresh (not just restating Phase 1-4)

Phase 6: Final Merge

Purpose: Produce the final deliverables for different audiences.

Execution

  • Single agent: Polymath Editor
  • Model selection: Opus (highest quality writing)
  • Output: Constitution + Practitioner's Guide + Editorial Notes

Polymath Editor Prompt Template

You are the Polymath Editor. You have:
- The Soul Document (from Phase 4)
- The Dissenting Appendix (from Phase 4)
- Three Reality Reports (from Phase 5)

## Your Task

### Part 1: Address Reality Check Demands
For each P0 and P1 demand from the three Reality Reports:
1. Implement the change OR
2. Document why you're rejecting it

### Part 2: Constitution
Create the definitive founding document:
1. Written for posterity (will be read in 5+ years)
2. Uncompromising on principles
3. Clear on scope and authority
4. Includes Dissenting Appendix (edited for clarity)
5. Stands alone without needing other documents

### Part 3: Practitioner's Guide
Create a practical implementation guide:
1. Written for someone starting TODAY
2. Outside-in structure (start with "what do I do?")
3. Examples and templates
4. FAQ section addressing common questions
5. Phased rollout plan if applicable

### Part 4: Editorial Notes
Document your editorial process:
1. What changed from Soul Document to Constitution
2. Which Reality Check demands were accepted/rejected
3. What you consider the most important principles
4. What you consider the biggest risks
5. Advice for future editors

## Output Format
Produce three documents:
1. `constitution.md`: The authoritative founding document
2. `practitioners-guide.md`: The practical how-to guide
3. `editorial-notes.md`: The editorial process documentation

Quality Gate

Final checklist:

  • Constitution is coherent and authoritative
  • Practitioner's Guide is actionable
  • Editorial Notes explain all major decisions
  • All P0 Reality Check demands addressed
  • Dissenting Appendix is honest about tensions

Model Selection Guidelines

PhaseRecommended ModelReasoning
Phase 1 (philosophical agents)OpusDeep reasoning, nuanced positions
Phase 1 (technical agents)SonnetFaster, still high quality for domain expertise
Phase 2 (Synthesizer)OpusLong context, complex synthesis
Phase 3 (Commentary)Same as Phase 1Consistency of voice
Phase 4 (Lead Architect)OpusHighest judgment required
Phase 5 (Reality Check)OpusSenior practitioner simulation
Phase 6 (Polymath Editor)OpusBest writing quality

Cost optimization: Phases 1 and 3 can use Sonnet for 6-8 of the 10 agents if budget is constrained. Reserve Opus for the most philosophically complex perspectives.


Parallelization with WinDAGs

This process maps naturally to a DAG:

Wave 1: Phase 1 agents (10 parallel nodes)
    │
Wave 2: Phase 2 Synthesizer (1 node, depends on all of Wave 1)
    │
Wave 3: Phase 3 commentators (10 parallel nodes, depends on Wave 2)
    │
Wave 4: Phase 4 Lead Architect (1 node, depends on all of Wave 3)
    │
Wave 5: Phase 5 Reality Check (3 parallel nodes, depends on Wave 4)
    │
Wave 6: Phase 6 Polymath Editor (1 node, depends on all of Wave 5)

Use dag-planner to construct the execution graph. Use dag-runtime to execute with proper isolation.


Anti-Patterns

Echo Chambering

Problem: Agents converge too quickly, lose diversity Solution: Enforce no-cross-talk in Phases 1 and 3. Use different system prompts.

Context Window Collapse

Problem: Later phases lose nuance from earlier phases Solution: Use references, not full documents. Summarize strategically.

Complexity Theater

Problem: Process becomes more important than output Solution: Every phase must produce concrete deliverables. No meta-documents about documents.

Stale Notifications

Problem: Agents wait for human approval that never comes Solution: Define clear quality gates. Automate phase transitions where possible.

Meta-Risk of Complexity

Problem: The synthesis process is itself too complex to be useful Solution: The Constitution must be simpler than the process that created it. If it's not, you've failed.


See Also

  • references/process-design.md - Why this process works
  • references/phase-templates.md - Copy-paste prompt templates
  • team-builder - For selecting agents
  • dag-planner - For execution planning
  • orchestrator - For multi-phase coordination

平台分布

Codex

34.37%
按下载量换算164

Claude

32.24%
按下载量换算154

Cursor

20.31%
按下载量换算97

Gemini CLI

8.98%
按下载量换算43

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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