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 qarium/goga --skill goga-cell-cppgit clone --depth 1 https://github.com/qarium/gogaWrote 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/qarium/goga/goga-cell-cpp)<a href="https://agentmods.dev/skills/qarium/goga/goga-cell-cpp"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-cell-cpp/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/qarium/goga/goga-cell-cpp"><img src="https://agentmods.dev/badge/skills/qarium/goga/goga-cell-cpp.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 | $0.00014 | $0.00858 |
| Opus 5.5 | $0.00006 | $0.00343 |
| Sonnet 5.5 | $0.00003 | $0.00172 |
| Haiku 4.5 | $0.00001 | $0.00086 |
Grade A, and why
goga-cell-cpp 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 1mo 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 — 158 lines — stays where its author put it; the contents beside it link to each section on GitHub.
C++: Contract Implementation Rules
Language skill for C++.
Apply the specification in the context of the calling skill. Do not retell the content — use it for decision-making.
Invoked through the goga-lang-disp router.
Examples
Full CODEMANIFEST example for C++ with all DSL constructs:
Imports:
- Types:
- Buffer
- StreamConfig AS Config
Usages:
- memory_layout
From: path/to/stream_cell
Usages:
conventions: .goga/usages/cpp_conventions.md
pattern: |
Use RAII for resource management. Prefer stack allocation over heap allocation.
testing: |
Use Catch2. Each public function must have test coverage.
Annotations: |
Use `conventions` for code style.
Use `testing` for test requirements.
Use `memory_layout` from Imports for buffer alignment rules.
Use value semantics only. No raw pointers or references in public API.
---
"lookup_entry(std::string key) -> value: int":
location: engine.hpp
annotations: |
Look up an entry by key.
`key`: lookup key string
`value`: found value or 0 if not found
Use `pattern` for implementation.
"Parser(input: std::string)":
location: parser.hpp
annotations: |
Configurable parser for structured input.
`input`: raw input string
Use `memory_layout` from Imports for buffer sizing.
Use `conventions` for code style.
properties:
"position -> int": |
Current parsing position.
"length -> int": |
Total input length.
methods:
"parse() -> tokens: std::vector<std::string>": |
Parse input into tokens.
`tokens`: parsed token list
Use `pattern` for implementation.
"reset()": |
Reset parser state to beginning.
"Buffer::StreamBuffer(config: Config)":
location: stream.hpp
annotations: |
Stream buffer extending Buffer with configurable capacity.
`config`: buffer configuration from `Config` type.
Use `memory_layout` from Imports for allocation strategy.
->Buffer: {}
---
Author: Goga
CreatedAt: 22/05/26
Description: |
Example CODEMANIFEST demonstrating all DSL constructs for C++.
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.
- 1mo ago First seen · 158 lines · 14 tokens per session scan A dbeef7ead024
goga-cell-cpp is a skill published in the GitHub repository qarium/goga (44 stars, last pushed today), licensed BSD-3-Clause. It adds 14 tokens to every session and 858 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.
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