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 mitodl/agent-kit --skill drf-api-performancegit clone --depth 1 https://github.com/mitodl/agent-kitWrote 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/mitodl/agent-kit/drf-api-performance)<a href="https://agentmods.dev/skills/mitodl/agent-kit/drf-api-performance"><img src="https://agentmods.dev/badge/skills/mitodl/agent-kit/drf-api-performance/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/mitodl/agent-kit/drf-api-performance"><img src="https://agentmods.dev/badge/skills/mitodl/agent-kit/drf-api-performance.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 | $0.00096 | $0.01180 |
| Opus 5.5 | $0.00038 | $0.00472 |
| Sonnet 5.5 | $0.00019 | $0.00236 |
| Haiku 4.5 | $0.00010 | $0.00118 |
Grade A, and why
drf-api-performance 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 — 64 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Performant DRF APIs
A fast API is two problems: the shape of the response, and the cost of the queries that fill it. These rules apply to every DRF viewset, serializer, and queryset.
The rules
- Keep response nesting to two levels or less; split deeper data into a second endpoint.
- Paginate every list endpoint. Set the default once in a shared module, cap
client-supplied page size with
max_limit, and order deterministically. - Narrow the pagination count query to the primary key. It is a second query over your whole result set, and it scales with production data, not fixtures.
- Pick the narrowest prefetch tool that works:
select_related()for foreign keys,prefetch_related()for to-many relationships,prefetch()for data the model has no direct relationship to. - Use
select_related(), notprefetch_related(), when the queryset already filters or orders on that table - the join is happening either way. - Three or four to-one joins are fine; treat eight as the review threshold
where you check
EXPLAINand split the query instead of widening it further. - Never query inside a serializer or call a function directly or indirectly that makes one - the body runs once per object, so a query there is multiplied by the page size. The view's queryset assembles the data.
- Declare
required_prefetcheson every serializer. It fails loudly underDEBUGand pytest; in production it only logs, so treat it as a development guardrail and not a reason to skip the prefetch. - Back a prefetch with a same-named
cached_propertyso non-API callers get the same answer without a second implementation. - Test list APIs with 5-10 records at each level, or the N+1 checks won't fire.
- Pin a constant query count across varying data with
django_assert_num_queries, and never addskip_nplusone_checkto a new test.
References
| Read this | For |
|---|---|
| response-shape.md | The two-level nesting rule, worked normalization example, the extra-round-trip trade-off |
| pagination.md | DefaultPagination in a shared module, DEFAULT_PAGINATION_CLASS, the three legitimate per-view overrides, class comparison, why the count query gets expensive, .only() vs .values() (and when .only() raises), widening count_fields |
| prefetching.md | Tool comparison, the already-joined exception, writing a prefetch() prefetcher and its footguns, composite keys, the cached_property shadowing pattern and the hasattr antipattern |
| joins-and-query-plans.md | Width vs multiplication, when table size enters the plan, Postgres planner thresholds, reading EXPLAIN (ANALYZE, BUFFERS), getting the SQL out of Django |
| serializers.md | The SerializerMethodField N+1, the full "move it to the queryset" table, BaseSerializer and required_prefetches, and why it only raises outside production |
| testing-and-lint.md | django-zeal setup and scoped exemptions, django_assert_num_queries vs django_assert_max_num_queries, drf-lint's ORM001/ORM002 and its baseline |
What ships with it
6 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.
- 1mo ago First seen · 64 lines · 96 tokens per session scan A cf666b2fb163
drf-api-performance is a skill published in the GitHub repository mitodl/agent-kit (5 stars, last pushed yesterday), licensed BSD-3-Clause. It adds 96 tokens to every session and 1,180 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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