Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add ahmedawan-oracle/claude-code-plugins/plugin install oracle-ai-data-platform-workbench-databricks-migratorWrote 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/ahmedawan-oracle/claude-code-plugins/aidp-acceptance-contract)<a href="https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-acceptance-contract"><img src="https://agentmods.dev/badge/skills/ahmedawan-oracle/claude-code-plugins/aidp-acceptance-contract/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/ahmedawan-oracle/claude-code-plugins/aidp-acceptance-contract"><img src="https://agentmods.dev/badge/skills/ahmedawan-oracle/claude-code-plugins/aidp-acceptance-contract.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 | $0.00069 | $0.01415 |
| Opus 5.5 | $0.00028 | $0.00566 |
| Sonnet 5.5 | $0.00014 | $0.00283 |
| Haiku 4.5 | $0.00007 | $0.00142 |
Grade A, and why
aidp-acceptance-contract 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 2mo 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 — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.
aidp-acceptance-contract — convergence verification for batch/streaming jobs
A "no exception" pass is not enough for streaming or backfill pipelines. They might still be processing rows that haven't drained yet. This skill wires up a YAML-driven contract: PASS only after K consecutive empty-pending windows.
When to use
- Source pipeline is structured streaming (the migrator's Pass-2 returns when the trigger completes, but the stream itself hasn't necessarily drained).
- Source pipeline is a slowly-draining batch backfill (each task processes a partition, the workflow PASSes when the partition is processed but a separate retry queue holds the failed rows).
- User asks "wait for it to settle", "convergence", "acceptance test on convergence".
Not needed for plain ETL where success = "the saveAsTable finished".
The pattern
1. Migrator runs Pass-2 to completion.
2. Acceptance contract starts probing periodically (every `sleep_between_s` seconds).
3. Each probe runs `pending_count_sql` and checks `pending = 0`.
4. After `zero_window` consecutive zero-probes → declare PASS.
5. If we hit `max_attempts` without convergence → declare ACCEPTANCE_CONTRACT_VIOLATED.
Overall migration result is demoted to FAIL.
YAML contract format
Save at reports/<MyJob>_acceptance.yaml:
# Acceptance contract for <task_key>
task_key: "<task_key>"
description: "Wait until the retry queue drains"
pending_count_sql: "SELECT COUNT(*) AS pending FROM <sandbox_schema>.<retry_queue_table> WHERE status = 'PENDING'"
zero_window: 3 # K consecutive zero windows required for PASS
sleep_between_s: 30 # seconds between probes
max_attempts: 60 # ceiling; 60 × 30s = 30-min hard cap
# Optional: override the cluster (default = use job_migrate's cluster)
cluster_id: null
# Optional: notify-on-violation hook (called once if max_attempts hit before convergence)
on_violation_log_path: "/tmp/<MyJob>_acceptance.log"
Wire into a migration
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.
- 2mo ago First seen · 143 lines · 69 tokens per session scan A ee7c16cff815
aidp-acceptance-contract is a skill published in the GitHub repository ahmedawan-oracle/claude-code-plugins (4 stars, last pushed 3mo ago), licensed MIT. It adds 69 tokens to every session and 1,415 once invoked, about $0.0003 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.
aidp-acceptance-contract compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| aidp-acceptance-contractahmedawan-oracle/claude-code-plugins | Skill | 4 | 3mo ago | MIT | A | 69 | Claude Code |
| agent-platform-model-registrygoogle/skills | Skill | 23k | today | Apache-2.0 | A | 60 | Claude Code, Codex |
| foundry-config-setupmicrosoft/agent-framework | Skill | 15k | yesterday | MIT | A | 65 | Claude Code, Codex |
| google-cloud-solution-agentic-analytics-spark-knowledge-cataloggoogle/skills | Skill | 23k | today | Apache-2.0 | A | 132 | Claude Code, Codex |
| training-checkwanshuiyin/Auto-claude-code-research-in-sleep | Skill | 19k | 2d ago | MIT | A | 35 | Claude Code |
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| finetuningmicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 132 | Claude Code |