mcpbeat

Edge Concept Synthesizer

baggat236/edge-concept-synthesizer

Abstract detector tickets and hints into reusable edge concepts with thesis, invalidation signals, and strategy playbooks before strategy design/export.

16k tokens
context cost
the whole folder, loaded on every use
6
files
ships runnable scripts
1
copies elsewhere
how many repositories repackaged it
118
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository 
npx skills add https://github.com/BaggaT236/AI-Trading-Skills --skill edge-concept-synthesizer

What comes with it

62 528 bytes besides the instruction
agents/openai.yaml
references/concept_schema.md
scripts/synthesize_edge_concepts.py
scripts/tests/conftest.py
scripts/tests/test_synthesize_edge_concepts.py

The instruction itself

8 sections, as written by the author

Edge Concept Synthesizer

Overview

Create an abstraction layer between detection and strategy implementation.

This skill clusters ticket evidence, summarizes recurring conditions, and outputs edge_concepts.yaml with explicit thesis and invalidation logic.

When to Use

  • You have many raw tickets and need mechanism-level structure.
  • You want to avoid direct ticket-to-strategy overfitting.
  • You need concept-level review before strategy drafting.

Prerequisites

  • Python 3.9+
  • PyYAML
  • Ticket YAML directory from detector output (tickets/exportable, tickets/research_only)
  • Optional hints.yaml

Output

  • edge_concepts.yaml containing:
  • concept clusters
  • support statistics
  • abstract thesis
  • invalidation signals
  • export readiness flag

Workflow

  • Collect ticket YAML files from auto-detection output.
  • Optionally provide hints.yaml for context matching.
  • Run scripts/synthesize_edge_concepts.py.
  • Deduplicate concepts: merge same-hypothesis concepts with overlapping conditions (containment > threshold).
  • Review concepts and promote only high-support concepts into strategy drafting.

Quick Commands

python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --hints /tmp/edge-hints/hints.yaml \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --min-ticket-support 2

# With hint promotion and synthetic cap
python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --hints /tmp/edge-hints/hints.yaml \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --promote-hints \
  --max-synthetic-ratio 1.5

# With custom dedup threshold (or disable dedup)
python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --overlap-threshold 0.6

python3 skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py \
  --tickets-dir /tmp/edge-auto/tickets \
  --output /tmp/edge-concepts/edge_concepts.yaml \
  --no-dedup

Resources

  • skills/edge-concept-synthesizer/scripts/synthesize_edge_concepts.py
  • references/concept_schema.md

Repackaged in 1 other repositories

same content, different owner
tradermonty/claude-trading-skills open on GitHub →

How to use it

Copy the folder

Take baggat236/edge-concept-synthesizer from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.