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Audit score 90

pathfinder

thedotmack/claude-mem

Map codebases into feature flowcharts, identify duplication, and propose unified architecture.

What is pathfinder?

Pathfinder orchestrates discovery of a codebase's feature boundaries and data flows, then identifies duplicated concerns across features and proposes a simplified unified architecture. Use it when auditing code before a refactor, unifying fragmented systems, or deciding on architectural direction.

  • Maps codebase into feature-grouped flowcharts with source citations (file:line)
  • Identifies duplicated concerns across features with evidence of every occurrence
  • Proposes simplest unified architecture without unnecessary abstraction layers
  • Generates per-system handoff prompts ready for /make-plan execution
  • Produces structured artifacts (feature inventory, flowcharts, duplication report, unified proposal)

How to install pathfinder

npx skills add https://github.com/thedotmack/claude-mem --skill pathfinder
Claude Code
Cursor
Windsurf
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How to use pathfinder

  1. 1.Run pathfinder and specify the codebase root or feature scope to analyze
  2. 2.Review the generated feature boundaries in 00-features.md and adjust if needed
  3. 3.Examine per-feature flowcharts in 01-flowcharts/ to understand current data flows
  4. 4.Read the duplication report (02-duplication-report.md) to identify consolidation candidates
  5. 5.Review the unified proposal (03-unified-proposal.md) for the recommended architecture
  6. 6.Copy prompts from 04-handoff-prompts.md into /make-plan to execute the refactoring

Use cases

Good for
  • Audit a codebase before a major refactor to understand current architecture and consolidation opportunities
  • Unify multiple implementations of the same concern (e.g., parallel queue systems, capture paths) into a single design
  • Identify legitimate specialization vs. accidental duplication when similar code appears in different features
  • Plan architectural simplification by mapping dependencies and proposing consolidated entry points
  • Hand off concrete refactoring tasks to /make-plan with exact call sites and target design
Who it's for
  • Architects planning refactors or system consolidation
  • Tech leads auditing codebase health and duplication
  • Teams preparing for major rewrites or unification efforts
  • Code reviewers assessing whether similar patterns are specialization or debt

pathfinder FAQ

Does Pathfinder write implementation code?

No. Pathfinder produces diagrams, reports, and handoff prompts. Implementation is delegated to /make-plan and /do.

What if two similar code patterns are legitimate specialization?

Pathfinder distinguishes specialization from duplication by examining trust models, data sources, and divergence reasons. Legitimate specialization is not consolidated.

How are feature boundaries determined?

Phase 0 walks the source tree, reads README/CLAUDE.md, and proposes boundaries based on directory structure and import graphs. The orchestrator reviews and adjusts before proceeding.

What does the unified proposal include?

For each duplicated concern, it proposes the simplest unified design, names the consolidated component, shows what call sites become, and produces a combined flowchart.

Can I use Pathfinder on a partial codebase?

Yes, specify the scope in Phase 0. Pathfinder will map and unify only the features within that scope.

Full instructions (SKILL.md)

Source of truth, from thedotmack/claude-mem.


name: pathfinder description: Map a codebase into feature-grouped flowcharts, identify duplicated concerns across features, and propose a unified architecture. Use when asked to "find the ideal path," unify duplicated systems, or audit architecture before a refactor. Emits a proposed unified flowchart plus per-system /make-plan prompts.

Pathfinder

You are an ORCHESTRATOR. Map the codebase into feature-grouped flowcharts, identify duplicated concerns, propose the simplest unified architecture, and hand off per-system plans to /make-plan.

You do not write implementation code. You produce diagrams, a duplication report, a proposed unified flowchart, and handoff prompts.

Delegation Model

Use subagents for discovery and extraction (file reading, flow tracing, grep, diagramming). Keep synthesis (deciding feature boundaries, picking unification strategies, final flowchart) with the orchestrator. Reject subagent reports that lack source citations and redeploy.

Subagent Reporting Contract (MANDATORY)

Each subagent response must include:

  1. Sources consulted — exact file paths and line ranges read
  2. Concrete findings — exact function names, call sites, data flow
  3. Mermaid diagram(s) with nodes labeled by file:line
  4. Confidence note + known gaps

Output Artifacts

All artifacts go in PATHFINDER-<YYYY-MM-DD>/ at repo root:

  • 00-features.md — feature inventory with boundaries
  • 01-flowcharts/<feature>.md — one Mermaid flowchart per feature
  • 02-duplication-report.md — cross-cutting duplicated concerns with evidence
  • 03-unified-proposal.md — proposed unified architecture + Mermaid
  • 04-handoff-prompts.md — copy-pasteable /make-plan prompts per unified system

Phases

Phase 0: Feature Discovery (ALWAYS FIRST)

Deploy ONE "Feature Discovery" subagent to:

  1. Walk the source tree (not built artifacts) and read top-level README / CLAUDE.md
  2. Propose feature boundaries based on directory structure, import graph, and naming
  3. Return a flat list of features with: name, entry points (file:line), core files, brief purpose

Orchestrator reviews the proposal, adjusts boundaries if needed, writes 00-features.md. Do NOT fan out until feature boundaries are approved.

Phase 1: Per-Feature Flowcharts (FAN OUT)

Deploy ONE "Flowchart" subagent per feature in parallel. Each receives only its feature's scope. Each must:

  1. Trace the feature's primary happy path from entry point to terminal state
  2. Identify side effects (DB writes, HTTP calls, file I/O, process spawns)
  3. Note error and fallback branches but do not let them dominate the diagram
  4. Produce a Mermaid flowchart TD with every node labeled Name<br/>file:line
  5. List external dependencies (other features it calls into) at the bottom

Orchestrator writes each flowchart to 01-flowcharts/<feature>.md. Reject any diagram missing file:line labels.

Phase 2: Duplication Hunt

Deploy TWO subagents in parallel:

"Within-Feature Duplication" subagent:

  • For each feature, find repeated code/logic patterns inside the feature only
  • Report only duplications worth consolidating (ignore trivial repetition)

"Cross-Feature Duplication" subagent:

  • Compare flowcharts across features for concerns that appear in multiple places
  • Examples of what to look for: multiple capture paths, parallel queue implementations, duplicated storage/migration code, repeated agent scaffolding, parallel parsing layers
  • For each duplication, report: (a) the concern, (b) every location with file:line, (c) why they diverged, (d) whether the divergence is legitimate specialization or accidental

Orchestrator synthesizes both into 02-duplication-report.md. Every duplication claim must cite ≥2 file:line locations.

Phase 3: Unified Proposal (ORCHESTRATOR)

The orchestrator writes 03-unified-proposal.md itself — do not delegate synthesis.

For each duplicated concern from Phase 2 that is NOT legitimate specialization:

  1. Propose the simplest unified design (one path, one store, one handler — whatever applies)
  2. Name the consolidated component and its single entry point
  3. Show what each old call site becomes
  4. Call out any loss of capability and whether it's acceptable

End the document with ONE combined Mermaid flowchart showing the proposed unified system. Nodes still labeled with target file:line (new or existing) where knowable.

Anti-patterns to reject in your own proposal:

  • Adding a new abstraction layer "for flexibility"
  • Keeping both old paths behind a feature flag
  • Introducing a registry/factory when a switch statement suffices
  • Preserving divergent behavior "just in case"

Phase 4: Per-System Handoff Prompts

For each unified system in the proposal, write a ready-to-run /make-plan prompt to 04-handoff-prompts.md. Each prompt must:

  1. State the target unified component and its single entry point
  2. List the exact call sites to rewrite (from Phase 2 evidence)
  3. Cite the relevant flowchart file from 01-flowcharts/
  4. Include anti-pattern guards specific to this system

Format each as a fenced code block the user can copy directly into /make-plan.

Key Principles

  • Evidence over intuition — every diagram node and duplication claim cites file:line
  • Current state before ideal state — Phases 0–2 describe what IS; Phase 3 describes what SHOULD BE
  • Simplest unification wins — prefer deletion over abstraction; prefer one path over configurable paths
  • Specialization is not duplication — two components serving different trust models or data sources are legitimate even if their code looks similar
  • Handoff, don't implement — Pathfinder ends at plan prompts; /make-plan and /do take it from there

Failure Modes to Prevent

  • Drawing flowcharts from memory instead of source — redeploy subagent with grep evidence requirement
  • Proposing unification of legitimately specialized components — re-examine trust/data-source divergence
  • Handoff prompts that lack concrete call sites — rewrite with Phase 2 evidence
  • Skipping Phase 0 boundary review — fanning out on bad feature boundaries wastes all of Phase 1