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 Chip-G0202/PaperEcho --skill paperecho-zotero-desktopgit clone --depth 1 https://github.com/Chip-G0202/PaperEchoWrote 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/chip-g0202/paperecho/paperecho-zotero-desktop)<a href="https://agentmods.dev/skills/chip-g0202/paperecho/paperecho-zotero-desktop"><img src="https://agentmods.dev/badge/skills/chip-g0202/paperecho/paperecho-zotero-desktop/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/chip-g0202/paperecho/paperecho-zotero-desktop"><img src="https://agentmods.dev/badge/skills/chip-g0202/paperecho/paperecho-zotero-desktop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00059 | $0.01536 |
| Opus 5.5 | $0.00024 | $0.00614 |
| Sonnet 5.5 | $0.00012 | $0.00307 |
| Haiku 4.5 | $0.00006 | $0.00154 |
Grade A, and why
paperecho-zotero-desktop 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 2d 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 — 71 lines — stays where its author put it; the contents beside it link to each section on GitHub.
PaperEcho - Zotero Desktop
First-run is GUI-only; Headless uses the saved config and original preflight without a wizard completion flag. Setup checks never write Zotero; see shared workspace rules in configuration.
The packaged PaperEcho-headless.cmd --check --mode desktop entry reuses Shared Runner and the same Stage0 core. See configuration for data-root setup, embedded runtime/fuse requirements and Windows-only packaging acceptance; GUI smoke does not authorize real Zotero operations.
Deployment paths reuse the shared runtime_config.mjs Portable/Installed/Dev contract, independently of Desktop backend selection. See configuration. Do not add adapter root discovery or implicitly migrate data.
Use this skill for the repository's desktop-only Zotero literature review path. Keep work narrow: prefer Stage2-only benchmark and targeted tests, and run a full workflow only for final end-to-end acceptance.
Execution Intent Routing
Daily feedback/settings may use the optional Control Center. It does not launch this path or probe/write Zotero. Canonical paper feedback is consumed by Stage1; absent canonical state retains XLSX compatibility. This does not change the launcher chain below.
- Production intent such as “运行”, “跑一次”, “完整流程”, “文献追踪”, “检查配置并启动”, or “配置完成，继续” must use only
node skills/paperecho-zotero-desktop/scripts/run.mjs. Pass--config config/paperecho.config.jsonwhen using unified configuration. With sufficient parameters, invoke--run; when only safe configuration inspection is possible, invoke--check. - Development intent such as modifying, fixing, refactoring, auditing code, or updating tests must not invoke the production launcher. Use mocks and targeted validation.
- Explanation intent must only explain or invoke
--check; never invoke--run. - A reply of “继续” reruns the same launcher with the same
--config, reloads the file, and performs a fresh preflight. Inspect onlycommonplusdesktop; do not reuse readiness, wait in the background, switch to Web/Local, or ask the user to paste secrets into chat. - Loading this Skill alone causes no production side effect. A production run modifies runtime data but must not modify code or create a Git commit.
What ships with it
5 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.
- 2d ago Changed · +6 lines 9446776204cf
- 1mo ago Changed · +2 lines 42c0aefe6cee
- 2mo ago First seen · 63 lines · 59 tokens per session scan A b28df3584e81
paperecho-zotero-desktop is a skill published in the GitHub repository Chip-G0202/PaperEcho (76 stars, last pushed 3d ago), licensed MIT. It adds 59 tokens to every session and 1,536 once invoked, about $0.0002 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.
paperecho-zotero-desktop compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| paperecho-zotero-desktopChip-G0202/PaperEcho | Skill | 76 | 3d ago | MIT | A | 59 | Codex |
| imagegenopenai/codex | Skill | 133k | yesterday | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 99k | yesterday | Apache-2.0 | A | 19 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 313k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 95 | Claude Code |
| next-partial-prefetching-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 103 | Claude Code |