Recall Reasoning

by parcadeid07ff4b06b62No license3.9K starsListed Oct 8, 2026Updated Oct 8, 2026Repository updated 8 months ago

Search past reasoning for relevant decisions and approaches

Instructions onlyAI & Agents
AI-generated overview

Searches past session records for prior decisions, successful approaches and failed attempts.

What it does
Queries two local sources: an artifact index of handoffs, plans and ledgers containing post-mortems, and reasoning files recording build attempts, test failures and commit context. It returns matching entries with outcome markers indicating what succeeded, what failed and what is unknown. It is intended to surface reusable patterns and avoid repeating past mistakes.
When to use it
Use when starting work similar to earlier sessions, when asking what was done previously with a given topic, or when investigating why something was implemented a certain way. Also useful for debugging an issue that may have been encountered before.
Requirements
Requires the referenced scripts to exist in the project: a Python artifact query script run via uv, and a shell search script under the project's .claude scripts directory. It also depends on previously generated handoffs, ledgers and reasoning files; the skill itself ships no scripts.

Recall Past Work

Search through previous sessions to find relevant decisions, approaches that worked, and approaches that failed. Queries two sources:

  1. Artifact Index - Handoffs, plans, ledgers with post-mortems (what worked/failed)
  2. Reasoning Files - Build attempts, test failures, commit context

When to Use

  • Starting work similar to past sessions
  • "What did we do last time with X?"
  • Looking for patterns that worked before
  • Investigating why something was done a certain way
  • Debugging an issue encountered previously

Usage

Primary: Artifact Index (rich context)

bash
uv run python scripts/core/artifact_query.py "<query>" [--outcome SUCCEEDED|FAILED] [--limit N]

This searches handoffs with post-mortems (what worked, what failed, key decisions).

Secondary: Reasoning Files (build attempts)

bash
bash "$CLAUDE_PROJECT_DIR/.claude/scripts/search-reasoning.sh" "<query>"

This searches .git/claude/commits/*/reasoning.md for build failures and fixes.

Examples

bash
# Search for authentication-related workuv run python scripts/core/artifact_query.py "authentication OAuth JWT"
# Find only successful approachesuv run python scripts/core/artifact_query.py "implement agent" --outcome SUCCEEDED
# Find what failed (to avoid repeating mistakes)uv run python scripts/core/artifact_query.py "hook implementation" --outcome FAILED
# Search build/test reasoningbash "$CLAUDE_PROJECT_DIR/.claude/scripts/search-reasoning.sh" "TypeError"

What Gets Searched

Artifact Index (handoffs, plans, ledgers):

  • Task summaries and status
  • What worked - Successful approaches
  • What failed - Dead ends and why
  • Key decisions - Choices with rationale
  • Goal and constraints from ledgers

Reasoning Files (.git/claude/):

  • Failed build attempts and error output
  • Successful builds after failures
  • Commit context and branch info

Interpreting Results

From Artifact Index:

  • ✓ = SUCCEEDED outcome (pattern to follow)
  • ✗ = FAILED outcome (pattern to avoid)
  • ? = UNKNOWN outcome (not yet marked)
  • Post-mortem sections show distilled learnings

From Reasoning:

  • build_fail = approach that didn't work
  • build_pass = what finally succeeded
  • Multiple failures before success = non-trivial problem

Process

  1. Run Artifact Index query first - richer context, post-mortems
  2. Review relevant handoffs - check what worked/failed sections
  3. If needed, search reasoning - for specific build errors
  4. Apply learnings - follow successful patterns, avoid failed ones

No Results?

Artifact Index empty:

  • Run uv run python scripts/core/artifact_index.py --all to index existing handoffs
  • Create handoffs with post-mortem sections for future recall

Reasoning files empty:

  • Use /commit after builds to capture reasoning
  • Check if .git/claude/ directory exists

Source and attribution

Source:parcadei/continuous-claude-v3in.claude/skills/recall-reasoningat commitd07ff4b

License: No license

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