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Claude Reflect - Self-Learning System · bayramannakov | DecimalAI

agent toolingby bayramannakov

Claude Reflect - Self-Learning System

bayramannakov/claude-reflect

Source bayramannakov/claude-reflect ↗License MIT

Self-learning system that captures corrections during sessions and reminds users to run /reflect to update CLAUDE.md.

SkillScore91Maintained

Automatic

AI Engineer pack

Last verified 8/13/2026

What it changes

Passed 19 of 21 test cases with the skill, and 6 of 21 without it.

Without skill27%

With skill91%

Checks it passed that the model alone missed

Queues the linting preference into the learnings queue
Recommends running /view-queue to inspect pending items
Recommends running /skip-reflect to purge pending items

and 11 more in the full report

14 fixed6 passed either way2 still failing0 broke

Pass-rate lift: +64 pp
Tokens: -7%
Agent turns: 0%
Response time: -50%

Model gemini-3.6-flashMeasured 8/13/2026v120 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/bayramannakov-claude-reflect/SKILL.md https://app.decimal.ai/s/bayramannakov-claude-reflect/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add bayramannakov-claude-reflect, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/bayramannakov-claude-reflect/ and pins it in .decimal/skills.lock

decimalai skills add bayramannakov-claude-reflect

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/bayramannakov-claude-reflect/SKILL.md https://app.decimal.ai/s/bayramannakov-claude-reflect/SKILL.md

Raw file: /s/bayramannakov-claude-reflect/SKILL.md ↗ · machine-readable summary at /s/bayramannakov-claude-reflect.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 13

Prompt

I gave a bunch of feedback in previous sessions today that I want saved. Can you go through my past chat history to find any corrections I made that were missed?

What was checked, without and with the skill
Checked	Without skill	With skill
Recommends running /reflect --scan-history to discover missed learnings from prior sessions	Missed	Passed

case-02 · gemini-3.6-flash · 8/13/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md63 lines11 filesincludes scripts

Claude Reflect - Self-Learning System

A two-stage system that helps Claude Code learn from user corrections.

How It Works

Stage 1: Capture (Automatic) Hooks detect correction patterns ("no, use X", "actually...", "use X not Y") and queue them to ~/.claude/learnings-queue.json.

Stage 2: Process (Manual) User runs /reflect to review and apply queued learnings to CLAUDE.md files.

Available Commands

Command	Purpose
`/reflect`	Process queued learnings with human review
`/reflect --scan-history`	Scan past sessions for missed learnings
`/reflect --dry-run`	Preview changes without applying
`/reflect-skills`	Discover skill candidates from repeating patterns
`/skip-reflect`	Discard all queued learnings
`/view-queue`	View pending learnings without processing

When to Remind Users

Remind users about /reflect when:

They complete a feature or meaningful work unit
They make corrections you should remember for future sessions
They explicitly say "remember this" or similar
Context is about to compact and queue has items

Correction Detection Patterns

High-confidence corrections:

Tool rejections (user stops an action with guidance)
"no, use X" / "don't use Y"
"actually..." / "I meant..."
"use X not Y" / "X instead of Y"
"remember:" (explicit marker)

Track record

Benchmark

19 / 21

test cases passed, vs 6 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

bayramannakov / claude-reflect

SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 10 files · scripts

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Claude Reflect - Self-Learning System

How It Works

Available Commands

When to Remind Users

Correction Detection Patterns

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills