New script skills/mql5/scripts/parse_optimizer_report.py reads the SpreadsheetML export from MT5 Strategy Tester optimization (one row per parameter pass, plus a <DocumentProperties> environment card). Companion to parse_tester_report.py. --analyze adds: - Strategy environment card (EA / Symbol / Period / date range from Title; deposit / leverage / server / MT5 build from DocumentProperties) - Orthogonality check (actual passes vs expected cartesian product) - Parameter effect ranking (effect_ratio = spread / global std) and dead-parameter detection (per-group mean range < 1% of max) - Dead boolean parameter detection (bit-for-bit identical true/false groups across all key metrics) - Duplicate metric vector counting (>30% usually means a dead param) - Top-5 best passes by Profit / Profit Factor / Recovery Factor / Custom - Trade count distribution with daily rate and correlations vs profit and drawdown (overtrading / undertrading detection) SKILL.md adds a new 'Optimization Report Analysis' subsection under the Backtesting chapter covering environment card, orthogonality, dead parameter / boolean parameter / duplicate detection, multi- criteria best-pass selection, parameter effect ranking, trade count diagnostics, and a reporting template. Validated against jobs/246753/ReportOptimizer-*.xml (OneShotGold, XAUUSD H4, 432 passes): correctly identifies InpUseNewsFilter as a dead boolean parameter (true/false identical on Profit/PF/RF/Trades, 189 of 432 metric-vector duplicate groups), reports the trade/profit overtrading signal (corr -0.56), and ranks best passes. Adds pandas dependency (used for groupby/aggregate/corr on the pass table; the script falls back to dict-list output if needed).
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AGENTS.md — mql5-skills Project
Overview
MQL5 Agent Skills project. Creates and publishes Agent Skills conforming to the AgentSkills.io Specification.
- Project version: 0.1.0 (pinned during initial phase, not incremented per change)
- SKILL.md version: 0.1 (per-document, pinned during initial phase)
- Language: Python 3.14, uv-managed
- Dependencies: beautifulsoup4, requests
Directory Structure
mql5-skills/
├── AGENTS.md # This file — project conventions
├── LICENSE # MIT license
├── README.md # Public readme
├── pyproject.toml # uv project config
├── .python-version # Pins Python 3.14
├── uv.lock # Locked dependencies
├── sitemaps/ # Source sitemaps from mql5.com
│ ├── sitemap_book_en.xml # 581 URLs → programming book
│ └── sitemap_docs_en.xml # 4135 URLs → API reference docs
├── html_cache/ # Downloaded HTML (lossless, gitignored)
│ ├── book/ # 581 .html files
│ └── docs/ # 4135 .html files
├── scripts/ # Extraction scripts (Python)
│ └── extract.py # Main extraction: XML → HTML → Markdown
├── resources/ # Static resources
│ └── random-user-agents.csv
├── skills/
│ └── mql5/ # The MQL5 development skill
│ ├── SKILL.md # Skill definition (agentskills.io spec)
│ ├── scripts/
│ │ ├── mql5_helper.py # Compile/deploy/status via Wine
│ │ ├── parse_tester_report.py # Backtest report parser + analysis
│ │ ├── parse_optimizer_report.py # Optimization report parser + analysis
│ │ └── verify_sl_tp_formulas.py # SL/TP risk formula verification
│ └── references/
│ ├── book/ # Programming book markdown (from sitemap_book_en.xml)
│ │ ├── 0000-book.md
│ │ ├── 00-intro/
│ │ │ ├── 0001-intro.md
│ │ │ └── pics/
│ │ └── ...
│ ├── docs/ # API reference markdown (from sitemap_docs_en.xml)
│ │ ├── 0000-docs.md
│ │ ├── 01-basis/
│ │ │ ├── 0001-basis.md
│ │ │ └── pics/
│ │ └── ...
│ └── symbol-spec/ # Broker symbol specifications (CSV)
│ ├── specs-XAUUSD.csv
│ └── specs-USDJPY.csv
├── jobs/ # Backtest job folders
│ ├── 250013-job.md # Job specification
│ └── ReportTester-250013/
│ ├── ReportTester-600xxxxx.html # MT5 Strategy Tester HTML report
│ └── ReportTester-600xxxxx*.png # Screenshots (equity, holding, MFE/MAE)
└── docs-dev/ # Development documentation
├── extraction.md # Extraction workflow and script design
├── naming.md # Folder/file naming conventions
├── skill-design.md # SKILL.md content plan
└── symbol-spec.md # Symbol spec workflow
SKILL.md Convention (skills/mql5/)
Per agentskills.io spec:
- Frontmatter:
name(required, max 64 chars, lowercase+hyphens),description(required, max 1024 chars) - Body: Markdown instructions for the agent
- Optional dirs:
scripts/,references/,assets/ - Focus areas: positions, orders, indicators, ticks, bars
Scripts
parse_tester_report.py
Parses MT5 Strategy Tester HTML reports. Supports three output modes:
# Text report (default)
python skills/mql5/scripts/parse_tester_report.py <report.html>
# JSON dump (raw parsed data)
python skills/mql5/scripts/parse_tester_report.py <report.html> --json
# JSON with trade analysis (--analyze includes idle_time, monthly breakdown, etc.)
python skills/mql5/scripts/parse_tester_report.py <report.html> --analyze
Key analysis fields: idle_time (HH:MM:SS flat duration across backtest period),
win_loss_ratio, breakeven_win_rate, monthly, reentries, lot_pattern.
parse_optimizer_report.py
Parses MT5 Strategy Tester Optimization XML reports (SpreadsheetML format
— XML-tagged Excel workbook, also openable in LibreOffice Calc). Companion
to parse_tester_report.py; same three output modes:
python skills/mql5/scripts/parse_optimizer_report.py <ReportOptimizer-*.xml>
python skills/mql5/scripts/parse_optimizer_report.py <report.xml> --json
python skills/mql5/scripts/parse_optimizer_report.py <report.xml> --analyze
Reads <DocumentProperties> for the strategy environment card
(EA / Symbol / Period / Date range from Title, plus Deposit / Leverage /
Server / MT5 build / run timestamp) and the single "Tester Optimizator
Results" worksheet for one row per parameter pass. --analyze adds:
- Orthogonality: actual pass count vs expected cartesian product
- Parameter effect: which Inp* parameters actually move the result (vs. dead parameters that should be removed from optimization)
- Dead boolean parameters: bit-for-bit identical true/false groups on key metrics — cleanest signal of a parameter not wired into the EA
- Duplicate metric vectors: high count (>30%) usually points to a dead parameter
- Best passes by Profit / Profit Factor / Recovery Factor / Custom
- Trade count distribution with daily rate and correlations vs profit / drawdown (overtrading detection)
Use alongside parse_tester_report.py for the same EA: the latter
explains why a specific pass performs, the former explains which
pass performs and which parameters are even worth tuning.
mql5_helper.py
MT5 development helper for compile/deploy/status via Wine:
python skills/mql5/scripts/mql5_helper.py compile FILE.mq5
python skills/mql5/scripts/mql5_helper.py check FILE.mq5 # syntax only (/s flag)
python skills/mql5/scripts/mql5_helper.py deploy FILE.mq5
python skills/mql5/scripts/mql5_helper.py status
python skills/mql5/scripts/mql5_helper.py list
MT5 paths resolved in order: $MQL5_DIR env → cwd walk-up → Program Files scan → Wine fallback.
Extraction Workflow
Two-phase pipeline (network only needed for Phase 1):
Phase 1: download — sitemap → fetch HTML → html_cache/
Phase 2: convert — html_cache/ → parse HTML → download images → .md files
- Script:
scripts/extract.pywithdownload,convert,debugsubcommands - HTML cache:
html_cache/book/,html_cache/docs/(lossless, gitignored) - Output:
skills/mql5/references/book/,skills/mql5/references/docs/ - Each sitemap URL → one .md file + corresponding .html in cache
- Images →
pics/subfolder within chapter dir - Debug target: TesterStatistics page (mixed content: tables, images, code, console output)
Naming Convention
See docs-dev/naming.md for full specification. Key rules:
- 4-digit sequential prefix per file within a chapter folder
- 2-digit prefix on chapter folder names
- Chapter folder names derived from URL path segments
- Max one level of subfolder under
book/ordocs/ - Each chapter folder contains a
pics/subfolder
Ad-hoc Verification
No formal test suite. Scripts are verified via temporary scripts under /tmp with
hermes-verify- filename prefix. Pattern:
- Write a focused verification script to
/tmp/hermes-verify-<topic>.py - Import the changed functions, exercise them with known inputs
- Run via
uv run python /tmp/hermes-verify-<topic>.py(requires project venv for deps) - Clean up the temp file after passing
Example (from parse_tester_report.py changes):
# Create /tmp/hermes-verify-parse-tester.py with test cases
# Run:
uv run python /tmp/hermes-verify-parse-tester.py
# Clean up:
rm /tmp/hermes-verify-parse-tester.py
Git Workflow
- Conventional commits
- Do not commit .venv, pycache
- Tag releases per semver