Agent-alchemy deep-analysis
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".
git clone https://github.com/sequenzia/agent-alchemy
T=$(mktemp -d) && git clone --depth=1 https://github.com/sequenzia/agent-alchemy "$T" && mkdir -p ~/.claude/skills && cp -r "$T/ported/20260310/all/skills/deep-analysis" ~/.claude/skills/sequenzia-agent-alchemy-deep-analysis-b22e05 && rm -rf "$T"
ported/20260310/all/skills/deep-analysis/SKILL.mdDeep 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 command-line investigation.
This skill can be invoked standalone or loaded by other skills as a reusable building block. Approval behavior is configurable.
Settings Check
Goal: Determine whether the team plan requires user approval before execution.
-
Read settings file:
- Check configuration for a
section with nested settings:deep-analysis- **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)
- Check configuration for a
-
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
-
Resolve settings:
- If settings were found, use them as-is
- If the file is missing or the
section is absent, use defaults:deep-analysis
:direct-invocation-approvaltrue
:invocation-by-skill-approvalfalse
- If the file exists but is malformed (unparseable), warn the user and use defaults
-
Set
:REQUIRE_APPROVAL- If direct invocation: use
value (default:direct-invocation-approval
)true - If skill-invoked: use
value (default:invocation-by-skill-approval
)false
- If direct invocation: use
-
Parse session settings (also under the
section):deep-analysis- **deep-analysis**: - **cache-ttl-hours**: 24 - **enable-checkpointing**: true - **enable-progress-indicators**: true
: Number of hours before exploration cache expires. Default:cache-ttl-hours
. Set to24
to disable caching entirely.0
: Whether to write session checkpoints at phase boundaries. Default:enable-checkpointing
.true
: Whether to displayenable-progress-indicators
progress messages. Default:[Phase N/6]
.true
-
Set behavioral flags:
= value ofCACHE_TTL
(default:cache-ttl-hours
)24
= value ofENABLE_CHECKPOINTING
(default:enable-checkpointing
)true
= value ofENABLE_PROGRESS
(default:enable-progress-indicators
)true
Phase 0: Session Setup
Goal: Check for cached exploration results, detect interrupted sessions, and initialize the session directory.
Skip this phase entirely if
ANDCACHE_TTL = 0.ENABLE_CHECKPOINTING = false
Step 1: Exploration Cache Check
If
CACHE_TTL > 0:
- Check if
exists.agents/sessions/exploration-cache/manifest.md - If found, read the manifest and verify:
matches the current analysis context (or is a superset)analysis_context
matches the current working directorycodebase_path
is withintimestamp
hours of nowCACHE_TTL- Config files referenced in
haven't been modified since the cache was written (check mod-times ofconfig_checksum
,package.json
,tsconfig.json
, etc.)pyproject.toml
- If cache is valid:
- Skill-invoked mode: Auto-accept the cache. Set
. Read cachedCACHE_HIT = true
andsynthesis.md
. Skip to Phase 6 step 2 (present/return results).recon_summary.md - Direct invocation: Prompt the user to choose:
- Use cached results -- Set
, skip to Phase 6 step 2CACHE_HIT = true - Refresh analysis -- Set
, proceed normallyCACHE_HIT = false
- Use cached results -- Set
- Skill-invoked mode: Auto-accept the cache. Set
- If cache is invalid or absent: Set
CACHE_HIT = false
Step 2: Interrupted Session Check
If
ENABLE_CHECKPOINTING = true:
- Check if
exists.agents/sessions/__da_live__/checkpoint.md - If found, read the checkpoint to determine
last_completed_phase - Prompt the user to choose:
- 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
and proceed normally.agents/sessions/da-interrupted-{timestamp}/
- If not found: proceed normally
Step 3: Initialize Session Directory
If
ENABLE_CHECKPOINTING = true AND CACHE_HIT = false:
- Create
directory.agents/sessions/__da_live__/ - 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 - 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
: Display "[Phase 1/6] Reconnaissance & Planning -- Mapping codebase structure..."ENABLE_PROGRESS = true
-
Determine analysis context:
- If arguments are provided, use them 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:
" with the analysis contextPATH
-
Rapid codebase reconnaissance: Search for files and scan content to quickly map the codebase structure. This should take 1-2 minutes, not deep investigation.
- Directory structure: Search for top-level directories (e.g.,
pattern) to understand the project layout*/ - Language and framework detection: Read config files (
,package.json
,tsconfig.json
,pyproject.toml
,Cargo.toml
, etc.) to identify primary language(s) and framework(s)go.mod - File distribution: Search for files matching patterns like
,src/**/*.ts
to gauge the size and shape of different areas**/*.py - Key documentation: Read
,README.md
, or similar docs if they exist for project contextCLAUDE.md - For feature-focused analysis: Search file contents 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.
- Directory structure: Search for top-level directories (e.g.,
-
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: 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 infrastructureFor 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 -
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:** [patterns] - **Complexity:** [Low/Medium/High] - **Assigned to:** explorer-1 #### Focus Area 2: [Label] - **Directories:** [list] - **Starting files:** [2-3 files] - **Search patterns:** [patterns] - **Complexity:** [Low/Medium/High] - **Assigned to:** explorer-2 [... repeated for each focus area] ### Agent Composition | Role | Count | Purpose | |------|-------|---------| | Explorer | [N] | Independent focus area exploration | | Synthesizer | 1 | Merge findings, deep investigation | ### Task Dependencies - Exploration Tasks 1-[N]: parallel (no dependencies) - Synthesis Task: blocked by all exploration tasks -
Checkpoint (if
):ENABLE_CHECKPOINTING = true- Update
: set.agents/sessions/__da_live__/checkpoint.mdcurrent_phase: 1 - Write
with the full team plan from Step 4.agents/sessions/__da_live__/team_plan.md - Write
with reconnaissance findings from Step 2.agents/sessions/__da_live__/recon_summary.md - Append to
:progress.md[timestamp] Phase 1: Reconnaissance complete -- [N] focus areas identified
- Update
Phase 2: Review & Approval
Goal: Present the team plan for user review and approval before allocating resources.
If
: Display "[Phase 2/6] Review & Approval -- Presenting team plan..."ENABLE_PROGRESS = true
If REQUIRE_APPROVAL = false
REQUIRE_APPROVAL = falseSkip 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
REQUIRE_APPROVAL = true-
Present the team plan to the user (output the plan from Phase 1 Step 4), then prompt the user to choose:
- 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
-
If "Modify" (up to 3 cycles):
- Ask what to change
- 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"
-
If "Regenerate" (up to 2 cycles):
- Ask for feedback/new direction
- 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"
-
Checkpoint (if
):ENABLE_CHECKPOINTING = true- Update
: set.agents/sessions/__da_live__/checkpoint.md
, recordcurrent_phase: 2
(approved/auto-approved)approval_mode - Append to
:progress.md[timestamp] Phase 2: Plan approved (mode: [approval_mode])
- Update
Phase 3: Team Assembly
Goal: Create the team, spawn agents, create tasks, and assign work using the approved plan.
If
: Display "[Phase 3/6] Team Assembly -- Creating team and spawning agents..."ENABLE_PROGRESS = true
-
Create the team:
- Create a team named
(e.g.,deep-analysis-{timestamp}
)deep-analysis-1707300000 - Description: "Deep analysis of [analysis context]"
- Create a team named
-
Spawn teammates: Delegate work to agents based on the approved plan:
-
N explorers (one per focus area) -- use code-explorer agent type (lightweight/fast model recommended)
- Named:
,explorer-1
, ...explorer-2explorer-N - Instruct each with: "You are part of a deep analysis team. Wait for your task assignment. The codebase is at: [PATH]. Analysis context: [context]"
- Named:
-
1 synthesizer -- use code-synthesizer agent type (high-reasoning model recommended)
- Named:
synthesizer - Instruct with: "You are the synthesizer for a deep analysis team. You have command-line access for git history, dependency analysis, and static analysis. Wait for your task assignment. The codebase is at: [PATH]. Analysis context: [context]"
- Named:
-
-
Create tasks: Create a task for each unit of work 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 command-line tools (git history, dependency trees). Evaluate completeness before finalizing."
- The synthesis task is blocked by all exploration task IDs
-
Assign exploration tasks (with status guard):
For each exploration task, apply the following status-guarded assignment:
- Check the task's current status and owner
- Only assign if status is
AND owner is emptypending - If already assigned or completed: log "Task [ID] already [status], skipping" and move on
- Set the owner to the corresponding explorer
- Send the explorer a message with the task details: "Your exploration task [ID] is assigned. Focus area: [label]. Directories: [list]. Starting files: [list]. Search patterns: [list]. Begin exploration now."
Never re-assign a completed or in-progress task.
-
Checkpoint (if
):ENABLE_CHECKPOINTING = true- Update
: set.agents/sessions/__da_live__/checkpoint.md
, recordcurrent_phase: 3
,team_name
(list),explorer_names
(map of explorer to task ID),task_idssynthesis_task_id - Append to
:progress.md[timestamp] Phase 3: Team assembled -- [N] explorers, 1 synthesizer
- Update
Phase 4: Focused Exploration
Goal: Workers explore their assigned areas independently.
If
: Display "[Phase 4/6] Focused Exploration -- 0/[N] explorers complete"ENABLE_PROGRESS = true
Monitoring Loop
After assigning exploration tasks, monitor progress with status-aware tracking:
- When an explorer goes idle or sends a message, check their task status
- If task is
: Record the explorer's findings. Ifcompleted
, writeENABLE_CHECKPOINTING = true
toexplorer-{N}-findings.md
and update checkpoint..agents/sessions/__da_live__/ - If task is
: The explorer is still working -- do NOT re-send the assignmentin_progress - If task is
and owner is set: The explorer received the assignment but hasn't started yet -- wait, do NOT re-sendpending - If task is
and owner is empty: Assignment may have been lost -- re-assign using the status guard from Phase 3 step 4pending
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
: Display "[Phase 5/6] Synthesis -- Merging findings and investigating gaps..."ENABLE_PROGRESS = true
Step 1: Structural Completeness Check
This is a structural check, not a quality assessment:
- Verify all exploration tasks are completed
- Check that each worker produced a report with content (review the messages/reports received)
- 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 blocked-by list
- Wait for the follow-up task to complete
- If all produced content: proceed immediately to Step 2
Step 2: Launch Synthesis
-
Assign the synthesis task to the synthesizer
-
Send the synthesizer a message with exploration context and recon findings: "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 command-line access for deep investigation -- use it for git history analysis, dependency trees, static analysis, or any investigation that file reading and searching can't handle.
Read the completed exploration tasks to access their reports, then synthesize into a unified analysis. Evaluate completeness before finalizing."
-
Wait for the synthesizer to mark the synthesis task as completed
-
Checkpoint (if
):ENABLE_CHECKPOINTING = true- Update
: set.agents/sessions/__da_live__/checkpoint.mdcurrent_phase: 5 - Write
with the synthesis results.agents/sessions/__da_live__/synthesis.md - Append to
:progress.md[timestamp] Phase 5: Synthesis complete
- Update
Phase 6: Completion + Cleanup
Goal: Collect results, present to user, and tear down the team.
If
: Display "[Phase 6/6] Completion -- Collecting results and cleaning up..."ENABLE_PROGRESS = true
-
Collect synthesis output:
- The synthesizer's findings are in the messages it sent and/or the task completion output
- Read the synthesis results
-
Write exploration cache (if
):CACHE_TTL > 0- Create
directory (overwrite if exists).agents/sessions/exploration-cache/ - 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
with the full synthesis outputsynthesis.md - Write
with the Phase 1 reconnaissance findingsrecon_summary.md - Write
for each explorer's findings (if not already persisted from Phase 4 checkpoints)explorer-{N}-findings.md
- Create
-
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.
-
Shutdown teammates: Send shutdown requests to all spawned teammates (iterate over the actual agents from the approved plan):
- Shut down each explorer
- Shut down the synthesizer
-
Archive session and cleanup team:
- If
: MoveENABLE_CHECKPOINTING = true
to.agents/sessions/__da_live__/.agents/sessions/da-{timestamp}/ - Delete the team and its task list
- If
Error Handling
Settings Check Failure
- If the settings file exists but is malformed or the
section is unparseable: warn the user ("Settings file found but could not parse deep-analysis settings -- using defaults") and proceed with default approval values.deep-analysis
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, prompt the user to choose:
- 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 blocked-by list
- 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:
- Explain what went wrong
- 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 from session dir, re-present for approval |
| Phase 3 | Load approved plan from checkpoint, restart team assembly |
| Phase 4 | Read completed 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 from session dir. Proceed directly to present/return results and cleanup. |
Recovery procedure:
- Read
to determinecheckpoint.md
and session state (team_name, explorer_names, task_ids)last_completed_phase - Load any persisted artifacts from the session directory (team_plan, explorer findings, synthesis)
- Resume from Phase
using the loaded statelast_completed_phase + 1 - For Phase 4 recovery: compare persisted
files against expected explorer list to determine which explorers still need to runexplorer-{N}-findings.md
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 command-line 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 delegating to teammates:
- Use a high-reasoning model for the synthesizer
- Use a lightweight/fast model for workers
- Always associate agents with the team
Integration Notes
What this component does: Orchestrates a multi-agent hub-and-spoke codebase exploration workflow -- a lead performs reconnaissance and planning, N explorer workers investigate focus areas in parallel, and a synthesizer merges findings with deep investigation capabilities. Capabilities needed: File reading, file searching (by name pattern and content), command-line execution, multi-agent orchestration (team creation, task management, inter-agent messaging), user interaction prompts Adaptation guidance: The core workflow (recon, plan, explore, synthesize) is platform-agnostic. Adapt the team/task management primitives to your platform's agent orchestration API. Session checkpointing writes to
.agents/sessions/ and can be adapted to any persistent storage.
Configurable parameters: direct-invocation-approval (default: true), invocation-by-skill-approval (default: false), cache-ttl-hours (default: 24), enable-checkpointing (default: true), enable-progress-indicators (default: true)