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 jxpeng98/qiongli --skill workflowgit clone --depth 1 https://github.com/jxpeng98/qiongliWrote 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/jxpeng98/qiongli/workflow)<a href="https://agentmods.dev/skills/jxpeng98/qiongli/workflow"><img src="https://agentmods.dev/badge/skills/jxpeng98/qiongli/workflow/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/jxpeng98/qiongli/workflow"><img src="https://agentmods.dev/badge/skills/jxpeng98/qiongli/workflow.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Tool Misuse · line 187 Tool parameters are crafted to achieve unintended or unsafe behavior. Parameter abuse can bypass intended safety checks (e.g. shell=True, --force, dangerous glob patterns).Fix: Validate all tool parameters against an allowlist. Reject dangerous parameter values (shell=True, --force, -rf /) and use safe defaults.
- medium Tool Misuse · line 187 Tool defaults are unsafe or overly permissive (e.g. disabled TLS verification, no authentication, world-writable permissions). Unsafe defaults widen the attack surface.Fix: Override unsafe defaults with secure settings (verify=True, auth required, restrictive permissions). Review and harden all tool configurations.
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 | $0.00035 | $0.03804 |
| Opus 5.5 | $0.00014 | $0.01522 |
| Sonnet 5.5 | $0.00007 | $0.00761 |
| Haiku 4.5 | $0.00003 | $0.00380 |
Grade A, and why
qiongli 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 28d 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 — 261 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Qiongli Academic Workflow
Help the user complete the requested academic task with traceable evidence. The active Host (Codex, Claude Code or another client) owns the model and tools; Qiongli supplies research contracts, references and project services. This is a self-contained skill package: all resource paths below are relative to this package, not the working directory.
Installed Qiongli workflow version: v2.5.3
Start with the request
First honor an active reply-only choice before reading resources or routing.
The user can select no-qiongli / “NoQ问理”, or say “仅回复”, “不处理”,
“no 处理”, “reply only” or “no tools”. The independent no-qiongli Skill is
self-contained; do not load it or another resource merely to enter this mode.
In this mode, answer from material already visible in the conversation. Do not
call tools, programs, MCP, search, other agents or resource readers; do not read
or write files, check connections, start project runs or refresh the Graph.
Explanations, proposed text and suggested commands may be returned in chat only.
If needed material is not visible, state the gap or ask the user to paste it;
do not fetch it or imply that it was checked. Skip the execution defaults below,
including formal-workflow gates that require tools; do not claim those gates passed.
Keep this choice for the current conversation until the user explicitly resumes execution, unless they limited it to one reply. Do not save a mode setting or call a tool to enter/leave it. A bare “no”, quoted source text, discussion/development of the entry itself, or a Hook reminder does not change the choice. An explicit request to resume actions restores ordinary routing only within its authorized scope. This is Skill guidance, not a Host-level tool lock or a way to override higher-priority instructions or stop Host hooks.
- Reuse the supplied materials, conversation decisions and selected project. Infer the task internally; do not ask the user to learn a Task ID or choose a paper type already evident from context. Ask one focused question only when the missing answer changes the result, destination or permitted action.
- Choose the smallest route below and read its workflow or skill card. Do not
load the whole catalog, all stage playbooks or
skills-core.mdby default. Useskills-summary.mdonly when the appropriate card is unclear; the full card owns its inputs, outputs, quality bar and missing-evidence behavior. - Complete the requested unit. A question about a supplied paper or paragraph
can be answered in chat. A formal task or saved artifact uses the canonical
paths and gates in
references/workflow-contract.md. Do not turn a quick answer into a whole project, or call it a completed formal task. - Report the result, evidence limits and any actual saved artifact. Ask for input only on the blocked portion while continuing useful authorized work.
What ships with it
60 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.
- agents/openai.yaml 194 B
- no-qiongli/SKILL.md 1.5 KB
- references/academic-graph-continuity.md 9.2 KB
- references/academic-output-rubric.md 3.8 KB
- references/citation-risk-policy.md 3.9 KB
- references/codex-workflow-wrapper.md 1.0 KB
- references/coverage-matrix.md 5.0 KB
- references/discipline-guidance.md 4.8 KB
- references/disciplines/business-society-policy.md 4.8 KB
- references/disciplines/computing-engineering.md 5.2 KB
- references/disciplines/economics-finance-accounting.md 4.9 KB
- references/disciplines/education-psychology.md 4.8 KB
- references/disciplines/environment-spatial.md 4.1 KB
- references/disciplines/health-biomedical.md 4.8 KB
- references/disciplines/humanities-language-law.md 4.6 KB
- references/evidence-ledger-contract.md 3.8 KB
- references/evidence-verification.md 14 KB
- references/full-cycle-workflow-harness.md 4.2 KB
- references/literature-provider-routing.md 10 KB
- references/literature-search-quality-contract.md 2.9 KB
- references/method-diagnostic-contract.md 684 B
- references/platform-routing.md 17 KB
- references/scholarly-voice.md 5.5 KB
- references/skill-descriptions.json 6.7 KB
- references/stage-A-framing.md 9.8 KB
- references/stage-B-literature.md 17 KB
- references/stage-C-design.md 14 KB
- references/stage-consolidation.md 12 KB
- references/stage-D-ethics.md 3.5 KB
- references/stage-E-synthesis.md 9.7 KB
- references/stage-F-writing.md 25 KB
- references/stage-G-compliance.md 3.5 KB
- references/stage-H-submission.md 12 KB
- references/stage-handoff-contract.md 4.8 KB
- references/stage-I-code.md 5.7 KB
- references/stage-J-proofread.md 4.3 KB
- references/stage-K-presentation.md 3.3 KB
- references/stage-L-coursework.md 1.9 KB
- references/stage-M-dissertation.md 2.2 KB
- references/workflow-contract.md 10 KB
- VERSION 7 B
- workflows/academic-present.md 3.9 KB
- workflows/academic-write.md 4.6 KB
- workflows/build-framework.md 3.7 KB
- workflows/code-build.md 6.9 KB
- workflows/compliance-check.md 2.6 KB
- workflows/coursework.md 2.8 KB
- workflows/dissertation.md 2.7 KB
- workflows/ethics-check.md 1.7 KB
- workflows/find-gap.md 5.3 KB
- workflows/lit-review.md 13 KB
- workflows/paper-lifecycle.md 2.7 KB
- workflows/paper-read.md 16 KB
- workflows/paper-write.md 3.1 KB
- workflows/paper.md 15 KB
- workflows/proofread.md 3.8 KB
- workflows/qiongli.md 3.1 KB
- workflows/rebuttal.md 1.1 KB
- workflows/stage-close.md 1.5 KB
- workflows/study-design.md 2.5 KB
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.
- 28d ago Changed 2ff7da66e6c7
- 29d ago Changed 936ccc535be3
- 1mo ago Changed · +10 lines 6517696f14f5
- 1mo ago Changed 1fb49e6213fa
- 1mo ago Changed · +14 lines bab0ffea7217
- 1mo ago Changed · -47 tokens per session 91f0f2e5dfa6
- 1mo ago Changed · -20 lines · -22 tokens per session b355117e1191
- 2mo ago First seen · 257 lines · 104 tokens per session scan A 25edba0b935b
qiongli is a skill published in the GitHub repository jxpeng98/qiongli (27 stars, last pushed 28d ago), licensed MIT. It adds 35 tokens to every session and 3,804 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-30.
qiongli compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| qionglijxpeng98/qiongli | Skill | 27 | 28d ago | MIT | A | 35 | Claude Code, Codex |
| evolveSethGammon/Citadel | Skill | 927 | yesterday | MIT | A | 60 | Claude Code |
| improveSethGammon/Citadel | Skill | 927 | yesterday | MIT | A | 48 | Claude Code |
| watchSethGammon/Citadel | Skill | 927 | yesterday | MIT | A | 70 | Claude Code |
| pr-watchSethGammon/Citadel | Skill | 927 | yesterday | MIT | A | 46 | Claude Code |
| qaSethGammon/Citadel | Skill | 927 | yesterday | MIT | A | 56 | Claude Code |
| reviewSethGammon/Citadel | Skill | 927 | yesterday | MIT | A | 17 | Claude Code |