OpenSpace is a skill-management layer for AI agents that stores, retrieves, evaluates, shares, and improves reusable workflows. It is intended for people using multiple coding agents who want skills to be reused and refined based on task outcomes. The catalogue provides 200 skills for use with OpenSpace and the agents it supports.
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 HKUDS/OpenSpace --skill spreadsheet-audit-edit-validate-mergedgit clone --depth 1 https://github.com/HKUDS/OpenSpaceWrote 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/hkuds/openspace/spreadsheet-audit-edit-validate-merged)<a href="https://agentmods.dev/skills/hkuds/openspace/spreadsheet-audit-edit-validate-merged"><img src="https://agentmods.dev/badge/skills/hkuds/openspace/spreadsheet-audit-edit-validate-merged.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
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 →
- medium Excessive Agency · line 574 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00041 | $0.03851 |
| Opus 5 | $0.00020 | $0.01925 |
| Sonnet 5 | $0.00008 | $0.00770 |
| Haiku 4.5 | $0.00004 | $0.00385 |
Grade A, and why
spreadsheet-proof-gate 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 5d 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 — 593 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Spreadsheet Proof Gate
Use this skill when you must modify, create, or validate an Excel workbook and the result must be proven against a user specification rather than merely described.
This skill combines:
- workbook discovery and identity confirmation
- pre-edit structure auditing
- safe workbook editing
- deterministic post-write verification from disk
- a machine-checkable pass/fail checklist for every requested criterion
- a hard finalization gate that rejects completion when any required criterion is unmet or unreconciled
This is a workflow skill. It does not require a specific editor, but it does require a direct Python verification pass with openpyxl before you report success.
When to use
Use this skill when any of the following are true:
- the workbook path must be discovered
- multiple similar Excel files may exist
- the user requires exact sheet names, columns, counts, or samples
- the task edits an existing workbook
- a delegated agent may perform spreadsheet work
- prior summaries are inconsistent or not trustworthy
- exact post-edit workbook state matters
- you must prove that mandatory criteria were satisfied
Core rule
Never finalize from narrative summary alone.
A workbook task is only complete when:
- the target workbook was identified from the anchored workspace path
- pre-edit structure matched the intended operation
- the edit was performed on the correct file
- the saved workbook was directly re-read from disk
- every requested criterion was checked in a deterministic verification report
- each criterion is marked as one of:
PASSFAILUNAVAILABLE-IN-SOURCE
- any non-pass result is explicitly reconciled before finalizing
If any mandatory criterion is still FAIL, do not declare success.
If a criterion is UNAVAILABLE-IN-SOURCE, only finalize if:
- the source workbook truly lacks the needed input,
- you state that clearly,
- and the user request did not require inventing unsupported data.
Workspace anchoring rule
What ships with it
1 file 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.
- 5d ago First seen · 593 lines · 41 tokens per session scan A f474e5c99b7a
spreadsheet-proof-gate is a skill published in the GitHub repository HKUDS/OpenSpace (7,544 stars, last pushed 27d ago), licensed MIT. It adds 41 tokens to every session and 3,851 once invoked, about $0.0002 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 2026-09-03.
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skill-doc-delivery
Convert markdown to DOCX, PPTX, XLSX, PDF office documents — use when you need exportable deliverables.