Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add minguncle/a-share-agent-skills --skill a-share-strategy-librarygit clone --depth 1 https://github.com/minguncle/a-share-agent-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/minguncle/a-share-agent-skills/a-share-strategy-library)<a href="https://agentmods.dev/skills/minguncle/a-share-agent-skills/a-share-strategy-library"><img src="https://agentmods.dev/badge/skills/minguncle/a-share-agent-skills/a-share-strategy-library/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/minguncle/a-share-agent-skills/a-share-strategy-library"><img src="https://agentmods.dev/badge/skills/minguncle/a-share-agent-skills/a-share-strategy-library.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00101 | $0.01322 |
| Opus 5 | $0.00051 | $0.00661 |
| Sonnet 5 | $0.00020 | $0.00264 |
| Haiku 4.5 | $0.00010 | $0.00132 |
Grade A, and why
a-share-strategy-library scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 153 lines — stays where its author put it; the contents beside it link to each section on GitHub.
A-Share Strategy Library (Experimental)
Use this skill when the task is not just “analyze today,” but “update the stateful system that governs today’s analysis.”
Experimental Status
This skill is workspace-oriented and stateful. It assumes the user has explicitly initialized and wants to maintain a local strategy_library/ directory. It is optional and should not be the default first install for new users.
Core Rule
Treat the strategy library as a state machine, not a notes folder.
- Import user materials as high-weight hypotheses first
- Do not upgrade user materials directly into trading conclusions
- Require at least one
public news/policyevidence item and oneprice/flow/sentimentevidence item before promoting a hypothesis - Expire or downgrade stale items instead of carrying them forward by habit
Default Workflow
1. Load The Right Layer
Read only the files needed for the task:
strategy_library/hypotheses/*.yaml: hypothesis statestrategy_library/cycles/*.yaml: active scenario priorsstrategy_library/daily/YYYY-MM-DD.yaml: current daily entrystrategy_library/library_config.yaml: fixed defaults and output contract
Read references/maintenance-loop.md when the task requires the full update loop, status transitions, or filtering rules.
2. Import Or Update Hypotheses
If a companion maintenance script exists in the current workspace, use it for new bundles when a new material source arrives. Otherwise update the structured files manually while preserving schema consistency.
Allowed status progression:
unverifiedpartially_verifiedverifiedinvalidatedexpired
Do not skip directly from user material to verified unless public evidence is already present in the same turn.
3. Reweight Scenario Cards
Scenario cards in strategy_library/cycles/ are priors that must be reweighted with current evidence.
When updating weights:
- state which scenario is primary now
- separate
1-3dand3-10dimplications - lower weights when the scenario lacks fresh confirmation
- do not let old macro narratives dominate after price and flow have stopped confirming them
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 153 lines · 101 tokens per session scan A 25dc48a60294
a-share-strategy-library is a skill published in the GitHub repository minguncle/a-share-agent-skills (2 stars, last pushed 4mo ago), licensed MIT. It adds 101 tokens to every session and 1,322 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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