Agent Skillssequenzia/agent-alchemy › deep-analysis

deep-analysis

GitHub

提供基于Agent团队的深度代码探索与综合分析工作流,支持动态规划、独立调查及结果合并,适用于代码库审查、深度理解等场景。

claude/core-tools/skills/deep-analysis/SKILL.md sequenzia/agent-alchemy

Trigger Scenarios

deep analysis deep understanding analyze codebase explore and analyze investigate codebase

Install

npx skills add sequenzia/agent-alchemy --skill deep-analysis -g -y
More Options

Non-standard path

npx skills add https://github.com/sequenzia/agent-alchemy/tree/main/claude/core-tools/skills/deep-analysis -g -y

Use without installing

npx skills use sequenzia/agent-alchemy@deep-analysis

指定 Agent (Claude Code)

npx skills add sequenzia/agent-alchemy --skill deep-analysis -a claude-code -g -y

安装 repo 全部 skill

npx skills add sequenzia/agent-alchemy --all -g -y

预览 repo 内 skill

npx skills add sequenzia/agent-alchemy --list

SKILL.md

Frontmatter
{
    "name": "deep-analysis",
    "description": "Deep exploration and synthesis workflow using Agent Teams with dynamic planning and hub-and-spoke coordination. Use when asked for \"deep analysis\", \"deep understanding\", \"analyze codebase\", \"explore and analyze\", or \"investigate codebase\".",
    "allowed-tools": "Read, Glob, Grep, Bash, Task, TeamCreate, TeamDelete, TaskCreate, TaskUpdate, TaskList, TaskGet, SendMessage, AskUserQuestion",
    "argument-hint": "<analysis-context or focus-area>",
    "user-invocable": true,
    "disable-model-invocation": false
}

Deep Analysis Workflow

Execute a structured exploration + synthesis workflow using Agent Teams with hub-and-spoke coordination. The lead performs rapid reconnaissance to generate dynamic focus areas, composes a team plan for review, workers explore independently, and a synthesizer merges findings with Bash-powered investigation.

This skill can be invoked standalone or loaded by other skills as a reusable building block. Approval behavior is configurable via .claude/agent-alchemy.local.md.

Settings Check

Goal: Determine whether the team plan requires user approval before execution.

  1. Read settings file:

    • Check if .claude/agent-alchemy.local.md exists
    • If it exists, read it and look for a deep-analysis section with nested settings:
      - **deep-analysis**:
        - **direct-invocation-approval**: true
        - **invocation-by-skill-approval**: false
      
    • If the file does not exist or is malformed, use defaults (see step 4)
  2. Determine invocation mode:

    • Direct invocation: The user invoked /deep-analysis directly, or you are running this skill standalone
    • Skill-invoked: Another skill (e.g., codebase-analysis, feature-dev, docs-manager) loaded and is executing this workflow
  3. Resolve settings:

    • If settings were found, use them as-is
    • If the file is missing or the deep-analysis section is absent, use defaults:
      • direct-invocation-approval: true
      • invocation-by-skill-approval: false
    • If the file exists but is malformed (unparseable), warn the user and use defaults
  4. Set REQUIRE_APPROVAL:

    • If direct invocation → use direct-invocation-approval value (default: true)
    • If skill-invoked → use invocation-by-skill-approval value (default: false)
  5. Parse session settings (also under the deep-analysis section):

    - **deep-analysis**:
      - **cache-ttl-hours**: 24
      - **enable-checkpointing**: true
      - **enable-progress-indicators**: true
    
    • cache-ttl-hours: Number of hours before exploration cache expires. Default: 24. Set to 0 to disable caching entirely.
    • enable-checkpointing: Whether to write session checkpoints at phase boundaries. Default: true.
    • enable-progress-indicators: Whether to display [Phase N/6] progress messages. Default: true.
  6. Set behavioral flags:

    • CACHE_TTL = value of cache-ttl-hours (default: 24)
    • ENABLE_CHECKPOINTING = value of enable-checkpointing (default: true)
    • ENABLE_PROGRESS = value of enable-progress-indicators (default: true)

Phase 0: Session Setup

Goal: Check for cached exploration results, detect interrupted sessions, and initialize the session directory.

Skip this phase entirely if CACHE_TTL = 0 AND ENABLE_CHECKPOINTING = false.

Step 1: Exploration Cache Check

If CACHE_TTL > 0:

  1. Check if .claude/sessions/exploration-cache/manifest.md exists
  2. If found, read the manifest and verify:
    • analysis_context matches the current analysis context (or is a superset)
    • codebase_path matches the current working directory
    • timestamp is within CACHE_TTL hours of now
    • Config files referenced in config_checksum haven't been modified since the cache was written (check mod-times of package.json, tsconfig.json, pyproject.toml, etc.)
  3. If cache is valid:
    • Skill-invoked mode: Auto-accept the cache. Set CACHE_HIT = true. Read cached synthesis.md and recon_summary.md. Skip to Phase 6 step 2 (present/return results).
    • Direct invocation: Use AskUserQuestion to offer:
      • "Use cached results" — Set CACHE_HIT = true, skip to Phase 6 step 2
      • "Refresh analysis" — Set CACHE_HIT = false, proceed normally
  4. If cache is invalid or absent: Set CACHE_HIT = false

Step 2: Interrupted Session Check

If ENABLE_CHECKPOINTING = true:

  1. Check if .claude/sessions/__da_live__/checkpoint.md exists
  2. If found, read the checkpoint to determine last_completed_phase
  3. Use AskUserQuestion to offer:
    • "Resume from Phase [N+1]" — Load checkpoint state, proceed from the interrupted phase (see Session Recovery in Error Handling)
    • "Start fresh" — Archive the interrupted session to .claude/sessions/da-interrupted-{timestamp}/ and proceed normally
  4. If not found: proceed normally

Step 3: Initialize Session Directory

If ENABLE_CHECKPOINTING = true AND CACHE_HIT = false:

  1. Create .claude/sessions/__da_live__/ directory
  2. Write checkpoint.md:
    ## Deep Analysis Session
    - **analysis_context**: [context from arguments or caller]
    - **codebase_path**: [current working directory]
    - **started**: [ISO timestamp]
    - **current_phase**: 0
    - **status**: initialized
    
  3. Write progress.md:
    ## Deep Analysis Progress
    - **Phase**: 0 of 6
    - **Status**: Session initialized
    
    ### Phase Log
    - [timestamp] Phase 0: Session initialized
    

Phase 1: Reconnaissance & Planning

Goal: Perform codebase reconnaissance, generate dynamic focus areas, and compose a team plan.

If ENABLE_PROGRESS = true: Display "[Phase 1/6] Reconnaissance & Planning — Mapping codebase structure..."

  1. Determine analysis context:

    • If $ARGUMENTS is provided, use it as the analysis context (feature area, question, or general exploration goal)
    • If no arguments and this skill was loaded by another skill, use the calling skill's context
    • If no arguments and standalone invocation, set context to "general codebase understanding"
    • Set PATH = current working directory
    • Inform the user: "Exploring codebase at: PATH" with the analysis context
  2. Rapid codebase reconnaissance: Use Glob, Grep, and Read to quickly map the codebase structure. This should take 1-2 minutes, not deep investigation.

    • Directory structure: List top-level directories with Glob (e.g., */ pattern) to understand the project layout
    • Language and framework detection: Read config files (package.json, tsconfig.json, pyproject.toml, Cargo.toml, go.mod, etc.) to identify primary language(s) and framework(s)
    • File distribution: Use Glob with patterns like src/**/*.ts, **/*.py to gauge the size and shape of different areas
    • Key documentation: Read README.md, CLAUDE.md, or similar docs if they exist for project context
    • For feature-focused analysis: Use Grep to search for feature-related terms (function names, component names, route paths) to find hotspot directories
    • For general analysis: Identify the 3-5 largest or most architecturally significant directories

    Fallback: If reconnaissance fails (empty project, unusual structure, errors), use the static focus area templates from Step 3b.

  3. Generate dynamic focus areas:

    Based on reconnaissance findings, create focus areas tailored to the actual codebase. Default to 3 focus areas, but adjust based on codebase size and complexity (2 for small projects, up to 4 for large ones).

    a) Dynamic focus areas (default):

    Each focus area should include:

    • Label: Short description (e.g., "API layer in src/api/")
    • Directories: Specific directories to explore
    • Starting files: 2-3 key files to read first
    • Search terms: Grep patterns to find related code
    • Complexity estimate: Low/Medium/High based on file count and apparent structure

    For feature-focused analysis, focus areas should track the feature's actual footprint:

    Example:
    Focus 1: "API routes and middleware in src/api/ and src/middleware/" (auth-related endpoints, request handling)
    Focus 2: "React components in src/pages/profile/ and src/components/user/" (UI layer for user profiles)
    Focus 3: "Data models and services in src/db/ and src/services/" (persistence and business logic)
    

    For general analysis, focus areas should map to the codebase's actual structure:

    Example:
    Focus 1: "Next.js app layer in apps/web/src/" (pages, components, app router)
    Focus 2: "Shared library in packages/core/src/" (utilities, types, shared logic)
    Focus 3: "CLI and tooling in packages/cli/" (commands, configuration, build)
    

    b) Static fallback focus areas (only if recon failed):

    For feature-focused analysis:

    Focus 1: Explore entry points and user-facing code related to the context
    Focus 2: Explore data models, schemas, and storage related to the context
    Focus 3: Explore utilities, helpers, and shared infrastructure
    

    For general codebase understanding:

    Focus 1: Explore application structure, entry points, and core logic
    Focus 2: Explore configuration, infrastructure, and shared utilities
    Focus 3: Explore shared utilities, patterns, and cross-cutting concerns
    
  4. Compose the team plan:

    Assemble a structured plan document from the reconnaissance and focus area findings:

    ## Team Plan: Deep Analysis
    
    ### Analysis Context
    [context from Step 1]
    
    ### Reconnaissance Summary
    - **Project:** [name/type]
    - **Primary language/framework:** [detected]
    - **Codebase size:** [file counts, key directories]
    - **Key observations:** [2-3 bullets]
    
    ### Focus Areas
    
    #### Focus Area 1: [Label]
    - **Directories:** [list]
    - **Starting files:** [2-3 files]
    - **Search patterns:** [Grep patterns]
    - **Complexity:** [Low/Medium/High]
    - **Assigned to:** explorer-1 (sonnet)
    
    #### Focus Area 2: [Label]
    - **Directories:** [list]
    - **Starting files:** [2-3 files]
    - **Search patterns:** [Grep patterns]
    - **Complexity:** [Low/Medium/High]
    - **Assigned to:** explorer-2 (sonnet)
    
    [... repeated for each focus area]
    
    ### Agent Composition
    | Role | Count | Model | Purpose |
    |------|-------|-------|---------|
    | Explorer | [N] | sonnet | Independent focus area exploration |
    | Synthesizer | 1 | opus | Merge findings, deep investigation |
    
    ### Task Dependencies
    - Exploration Tasks 1-[N]: parallel (no dependencies)
    - Synthesis Task: blocked by all exploration tasks
    
  5. Checkpoint (if ENABLE_CHECKPOINTING = true):

    • Update .claude/sessions/__da_live__/checkpoint.md: set current_phase: 1
    • Write .claude/sessions/__da_live__/team_plan.md with the full team plan from Step 4
    • Write .claude/sessions/__da_live__/recon_summary.md with reconnaissance findings from Step 2
    • Append to progress.md: [timestamp] Phase 1: Reconnaissance complete — [N] focus areas identified

Phase 2: Review & Approval

Goal: Present the team plan for user review and approval before allocating resources.

If ENABLE_PROGRESS = true: Display "[Phase 2/6] Review & Approval — Presenting team plan..."

If REQUIRE_APPROVAL = false

Skip to Phase 3 with a brief note: "Auto-approving team plan (skill-invoked mode). Proceeding with [N] explorers and 1 synthesizer."

If REQUIRE_APPROVAL = true

  1. Present the team plan to the user (output the plan from Phase 1 Step 4), then use AskUserQuestion:

    • "Approve" — Proceed to Phase 3 as-is
    • "Modify" — User describes changes (adjust focus areas, add/remove explorers, change scope)
    • "Regenerate" — Re-run reconnaissance with user feedback
  2. If "Modify" (up to 3 cycles):

    • Ask what to change using AskUserQuestion
    • Apply modifications to the team plan (adjust focus areas, agent count, scope)
    • Re-present the updated plan for approval
    • If 3 modification cycles are exhausted, offer "Approve current plan" or "Abort analysis"
  3. If "Regenerate" (up to 2 cycles):

    • Ask for feedback/new direction using AskUserQuestion
    • Return to Phase 1 Step 2 with the user's feedback incorporated
    • Re-compose and re-present the team plan
    • If 2 regeneration cycles are exhausted, offer "Approve current plan" or "Abort analysis"
  4. Checkpoint (if ENABLE_CHECKPOINTING = true):

    • Update .claude/sessions/__da_live__/checkpoint.md: set current_phase: 2, record approval_mode (approved/auto-approved)
    • Append to progress.md: [timestamp] Phase 2: Plan approved (mode: [approval_mode])

Phase 3: Team Assembly

Goal: Create the team, spawn agents, create tasks, and assign work using the approved plan.

If ENABLE_PROGRESS = true: Display "[Phase 3/6] Team Assembly — Creating team and spawning agents..."

  1. Create the team:

    • Use TeamCreate with name deep-analysis-{timestamp} (e.g., deep-analysis-1707300000)
    • Description: "Deep analysis of [analysis context]"
  2. Spawn teammates: Use the Task tool with the team_name parameter to spawn teammates based on the approved plan:

    • N explorers (one per focus area) — subagent_type: "code-explorer", model: sonnet

      • Named: explorer-1, explorer-2, ... explorer-N
      • Prompt each with: "You are part of a deep analysis team. Wait for your task assignment. The codebase is at: [PATH]. Analysis context: [context]"
    • 1 synthesizersubagent_type: "code-synthesizer"

      • Named: synthesizer
      • Prompt with: "You are the synthesizer for a deep analysis team. You have Bash access for git history, dependency analysis, and static analysis. Wait for your task assignment. The codebase is at: [PATH]. Analysis context: [context]"
  3. Create tasks: Use TaskCreate for each task based on the approved plan's focus areas:

    • Exploration Task per focus area: Subject: "Explore: [Focus area label]", Description: detailed exploration instructions including directories, starting files, search terms, and complexity estimate
    • Synthesis Task: Subject: "Synthesize and evaluate exploration findings", Description: "Merge and synthesize findings from all exploration tasks into a unified analysis. Investigate gaps using Bash (git history, dependency trees). Evaluate completeness before finalizing."
      • Use TaskUpdate to set addBlockedBy pointing to all exploration task IDs
  4. Assign exploration tasks (with status guard):

    For each exploration task, apply the following status-guarded assignment:

    1. Use TaskGet to check the task's current status and owner
    2. Only assign if status is pending AND owner is empty
    3. If already assigned or completed: log "Task [ID] already [status], skipping" and move on
    4. Use TaskUpdate to set the owner to the corresponding explorer
    5. Send the explorer a message with the task details via SendMessage:
      SendMessage type: "message", recipient: "[explorer-N]",
      content: "Your exploration task [ID] is assigned. Focus area: [label]. Directories: [list]. Starting files: [list]. Search patterns: [list]. Begin exploration now.",
      summary: "Exploration task assigned"
      

    Never re-assign a completed or in-progress task.

  5. Checkpoint (if ENABLE_CHECKPOINTING = true):

    • Update .claude/sessions/__da_live__/checkpoint.md: set current_phase: 3, record team_name, explorer_names (list), task_ids (map of explorer → task ID), synthesis_task_id
    • Append to progress.md: [timestamp] Phase 3: Team assembled — [N] explorers, 1 synthesizer

Phase 4: Focused Exploration

Goal: Workers explore their assigned areas independently.

If ENABLE_PROGRESS = true: Display "[Phase 4/6] Focused Exploration — 0/[N] explorers complete"

Monitoring Loop

After assigning exploration tasks, monitor progress with status-aware tracking:

  1. When an explorer goes idle or sends a message, use TaskGet to check their task status
  2. If task is completed: Record the explorer's findings. If ENABLE_CHECKPOINTING = true, write explorer-{N}-findings.md to .claude/sessions/__da_live__/ and update checkpoint.
  3. If task is in_progress: The explorer is still working — do NOT re-send the assignment
  4. If task is pending and owner is set: The explorer received the assignment but hasn't started yet — wait, do NOT re-send
  5. If task is pending and owner is empty: Assignment may have been lost — re-assign using the status guard from Phase 3 step 4

Never re-assign a completed or in-progress task. This is the primary duplicate prevention mechanism.

If ENABLE_PROGRESS = true: Update the progress display as explorers complete: "[Phase 4/6] Focused Exploration — [completed]/[N] explorers complete"

  • Workers explore their assigned focus areas independently — no cross-worker messaging
  • Workers can respond to follow-up questions from the synthesizer
  • Each worker marks its task as completed when done
  • You (the lead) receive idle notifications as workers finish
  • Wait for all exploration tasks to be marked complete before proceeding to Phase 5

Phase 5: Evaluation and Synthesis

Goal: Verify exploration completeness, launch synthesis with deep investigation.

If ENABLE_PROGRESS = true: Display "[Phase 5/6] Synthesis — Merging findings and investigating gaps..."

Step 1: Structural Completeness Check

This is a structural check, not a quality assessment:

  1. Use TaskList to verify all exploration tasks are completed
  2. Check that each worker produced a report with content (review the messages/reports received)
  3. If a worker failed completely (empty or error output):
    • Create a follow-up exploration task targeting the gap
    • Assign it to an idle worker
    • Add the new task to the synthesis task's blockedBy list
    • Wait for the follow-up task to complete
  4. If all produced content: proceed immediately to Step 2

Step 2: Launch Synthesis

  1. Use TaskUpdate to assign the synthesis task: owner: "synthesizer"

  2. Send the synthesizer a message with exploration context and recon findings:

    SendMessage type: "message", recipient: "synthesizer",
    content: "All exploration tasks are complete. Your synthesis task is now assigned.
    
    Analysis context: [analysis context]
    Codebase path: [PATH]
    
    Recon findings from planning phase:
    - Project structure: [brief summary of directory layout]
    - Primary language/framework: [what was detected]
    - Key areas identified: [the focus areas and why they were chosen]
    
    The workers are: [list of explorer names from the approved plan]. You can message them with follow-up questions if you find conflicts or gaps in their findings.
    
    You have Bash access for deep investigation — use it for git history analysis, dependency trees, static analysis, or any investigation that Read/Glob/Grep can't handle.
    
    Read the completed exploration tasks via TaskGet to access their reports, then synthesize into a unified analysis. Evaluate completeness before finalizing.",
    summary: "Synthesis task assigned, begin work"
    
  3. Wait for the synthesizer to mark the synthesis task as completed

  4. Checkpoint (if ENABLE_CHECKPOINTING = true):

    • Update .claude/sessions/__da_live__/checkpoint.md: set current_phase: 5
    • Write .claude/sessions/__da_live__/synthesis.md with the synthesis results
    • Append to progress.md: [timestamp] Phase 5: Synthesis complete

Phase 6: Completion + Cleanup

Goal: Collect results, present to user, and tear down the team.

If ENABLE_PROGRESS = true: Display "[Phase 6/6] Completion — Collecting results and cleaning up..."

  1. Collect synthesis output:

    • The synthesizer's findings are in the messages it sent and/or the task completion output
    • Read the synthesis results
  2. Write exploration cache (if CACHE_TTL > 0):

    • Create .claude/sessions/exploration-cache/ directory (overwrite if exists)
    • Write manifest.md:
      ## Exploration Cache Manifest
      - **analysis_context**: [the analysis context used]
      - **codebase_path**: [current working directory]
      - **timestamp**: [ISO timestamp]
      - **config_checksum**: [comma-separated list of config files and their mod-times]
      - **ttl_hours**: [CACHE_TTL value]
      - **explorer_count**: [N]
      
    • Write synthesis.md with the full synthesis output
    • Write recon_summary.md with the Phase 1 reconnaissance findings
    • Write explorer-{N}-findings.md for each explorer's findings (if not already persisted from Phase 4 checkpoints)
  3. Present or return results:

    • Standalone invocation: Present the synthesized analysis to the user. The results remain in conversation memory for follow-up questions.
    • Loaded by another skill: The synthesis is complete. Control returns to the calling workflow — do not present a standalone summary.
  4. Shutdown teammates: Send shutdown requests to all spawned teammates (iterate over the actual agents from the approved plan):

    SendMessage type: "shutdown_request", recipient: "explorer-1", content: "Analysis complete"
    SendMessage type: "shutdown_request", recipient: "explorer-2", content: "Analysis complete"
    [... for each explorer spawned]
    SendMessage type: "shutdown_request", recipient: "synthesizer", content: "Analysis complete"
    
  5. Archive session and cleanup team:

    • If ENABLE_CHECKPOINTING = true: Move .claude/sessions/__da_live__/ to .claude/sessions/da-{timestamp}/
    • Use TeamDelete to remove the team and its task list

Error Handling

Settings Check Failure

  • If .claude/agent-alchemy.local.md exists but is malformed or the deep-analysis section is unparseable: warn the user ("Settings file found but could not parse deep-analysis settings — using defaults") and proceed with default approval values.

Planning Phase Failure

  • If reconnaissance fails (errors, empty results, unusual structure): fall back to static focus area templates (Step 3b)
  • If the codebase appears empty: inform the user and ask how to proceed

Approval Phase Failure

  • If maximum modification cycles (3) or regeneration cycles (2) are reached without approval: use AskUserQuestion with options:
    • "Approve current plan" — Proceed with the latest version of the plan
    • "Abort analysis" — Cancel the analysis entirely

Partial Worker Failure

  • If one worker fails: create a follow-up task targeting the missed focus area, assign to an idle worker, add to synthesis blockedBy
  • If two workers fail: attempt follow-ups, but if they also fail, instruct the synthesizer to work with partial results
  • If all workers fail: inform the user and offer to retry or abort

Synthesizer Failure

  • If the synthesizer fails: present the raw exploration results to the user directly
  • Offer to retry synthesis or let the user work with partial results

General Failures

If any phase fails:

  1. Explain what went wrong
  2. Ask the user how to proceed:
    • Retry the phase
    • Continue with partial results
    • Abort the analysis

Session Recovery

When resuming from an interrupted session (detected in Phase 0 Step 2), use the following per-phase strategy:

Interrupted At Recovery Strategy
Phase 1 Restart from Phase 1 (reconnaissance is fast, ~1-2 min)
Phase 2 Load saved team_plan.md from session dir, re-present for approval
Phase 3 Load approved plan from checkpoint, restart team assembly
Phase 4 Read completed explorer-{N}-findings.md files from session dir. Only spawn and assign explorers whose findings files are missing. Add existing findings to synthesizer context.
Phase 5 Load all explorer findings from session dir. Spawn a fresh synthesizer and launch synthesis with the persisted findings.
Phase 6 Load synthesis.md from session dir. Proceed directly to present/return results and cleanup.

Recovery procedure:

  1. Read checkpoint.md to determine last_completed_phase and session state (team_name, explorer_names, task_ids)
  2. Load any persisted artifacts from the session directory (team_plan, explorer findings, synthesis)
  3. Resume from Phase last_completed_phase + 1 using the loaded state
  4. For Phase 4 recovery: compare persisted explorer-{N}-findings.md files against expected explorer list to determine which explorers still need to run

Agent Coordination

  • The lead (you) acts as the planner: performs recon, composes the team plan, handles approval, assigns work
  • Workers explore independently — no cross-worker messaging (hub-and-spoke topology)
  • The synthesizer can ask workers follow-up questions to resolve conflicts and fill gaps
  • The synthesizer has Bash access for deep investigation (git history, dependency trees, static analysis)
  • Wait for task dependencies to resolve before proceeding
  • Handle agent failures gracefully — continue with partial results
  • Agent count and focus area details come from the approved plan, not hardcoded values

When calling Task tool for teammates:

  • Use model: "opus" for the synthesizer
  • Use model: "sonnet" for workers
  • Always include team_name parameter to join the team

Version History

  • fc1a336 Current 2026-07-25 09:53

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ported/20260304-102613/core-tools/skills/code-architect/SKILL.md
ported/20260304-102613/core-tools/skills/code-explorer/SKILL.md
ported/20260304-102613/core-tools/skills/code-synthesizer/SKILL.md

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