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 ProdaZhang/aigd --skill aigd-syncgit clone --depth 1 https://github.com/ProdaZhang/aigdWrote 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/prodazhang/aigd/aigd-sync)<a href="https://agentmods.dev/skills/prodazhang/aigd/aigd-sync"><img src="https://agentmods.dev/badge/skills/prodazhang/aigd/aigd-sync/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/prodazhang/aigd/aigd-sync"><img src="https://agentmods.dev/badge/skills/prodazhang/aigd/aigd-sync.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 | $0.00110 | $0.01127 |
| Opus 5.5 | $0.00044 | $0.00451 |
| Sonnet 5.5 | $0.00022 | $0.00225 |
| Haiku 4.5 | $0.00011 | $0.00113 |
Grade A, and why
aigd-sync 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 — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AIGD · sync (sync-back integration) [minimal skeleton]
Package contract: install the whole
aigdpackage (the orchestratoraigd/+references/and the 6 sub-skills (including aigd-ui-capture) placed at the same level in this environment's skills directory, following the host agent, e.g. Claude Code's.claude/skills/), don't copy this skill alone — this package's sub-skills rely onaigd/at the same level to fetch the methodology, copying it alone breaks the link.
Positioning
Cross-cutting action (not a linear "step 5"): triggered after every system's handoff, a continuous / milestone-style sync-back. Writes each single system's results back to the project layer, keeping the spine consistent with the whole; manages "downstream impact".
Read / produce / write back
- Read: the
manifest(full), each system's status, theproject charter. - Produce / change:
- Global-spec consolidation (enums / number ranges / units deduplicated and aligned).
spec/integration-acceptance.md(land the results of the "integration check" below into cross-system acceptance; theimplementation master guidepoints to it).- Overall prototype (integration demo) — a single html file, placed where the project charter "directory layout" specifies (engineering layout →
docs/prototypes/). impl-overview.md(handoff-package entry point: the start-here for downstream AI).
- Write back: ① shared item changed → per "recipe 4" reverse-look-up in two categories (point-to-point → table A "depended-on-by (downstream)" / broadcast-type → table C "referenced shared source of truth") → mark affected already-finalized systems
Recheck(record in table D); ② recheck passed → that systemRecheck → Final, refresh table D's finalization time (= this recheck's confirmation time) — this is the only exit from theRecheckstate; not handling it leaves that state hanging forever.
Recipe
- After a system is finalized: absorb its enums / number ranges into the global spec.
- Merge that system into the overall prototype (integration demo).
- Refresh the implementation master guide (system list / build order / contract locations / acceptance entry).
- Run downstream impact, in two categories (each reverse-looks-up a different column):
- Point-to-point system edge (one system's output consumed by several others) changed → reverse-look-up table A "depended-on-by (downstream)", mark those few downstream
Recheck(record in table D). - Broadcast-type shared source of truth (enums / text structure / id namespace, see manifest table F) changed → backward-compatible (pure append) needs no recheck; breaking change → reverse-look-up table C "referenced shared source of truth" to find the systems that listed it (broadcast-type sources aren't in table A "depended-on-by") → mark those systems
Recheckin table D, don't blow up the whole table.
- Point-to-point system edge (one system's output consumed by several others) changed → reverse-look-up table A "depended-on-by (downstream)", mark those few downstream
- Recheck the
Rechecksystems: verify whether their references to the "changed shared item" still hold → if they hold, status back toFinal, refresh table D; if not, bounce (back to iterate/concept, and per the bounce rules cascade to its downstream again).
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 · 44 lines · 110 tokens per session scan A 2e667f91a0e5
aigd-sync is a skill published in the GitHub repository ProdaZhang/aigd (2 stars, last pushed 3mo ago), licensed MIT. It adds 110 tokens to every session and 1,127 once invoked, about $0.0004 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 2026-08-31.
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