Risemi
Phase 1: Root cause investigation
Full suite: FAIL test_expired_coupon_rejected_twice (tests/test_checkout.py:16) AssertionError: Coupon(code='OLD50', …expires_at=2020-01-01…) is not None.
In isolation the same test fails at a different line (17): AssertionError: 50.0 != 100.0. So the first lookup in a process is rejected and every later lookup is accepted; in the full suite the first lookup was done by test_expired_coupon_rejected. Cross-test pollution through module-level state.
Cache probe at the boundary: cache before [] → 1st None → cache after ['OLD50'] → 2nd Coupon(OLD50). Docstring says the cache was added in 3f2a1c9 "to cut DB reads": that is the regression point.
Trace (root-cause-tracing.md): apply_coupon → get_coupon → `if code in _CACHE: return _CACHE[code]`. get_coupon writes the coupon to _CACHE before the expiry check, and the cache-hit branch has no expiry check at all.

Phase 2: Pattern analysis
Working path: cache miss → _load → expiry check. Broken path: cache hit. Expiry depends on `now`, passed per call, so it cannot be a cached property; "don't cache expired coupons" alone would still serve a coupon cached while valid after it expires.

Phase 3: Hypothesis
"get_coupon returns cached coupons without re-checking expires_at against the caller's now; the cache was added around the lookup but the validity check stayed only on the miss path." Confirmed by the probe above.

Phase 4: Implementation
Failing test first: test_cached_coupon_rechecked_for_expiry (look up while valid, then after expiry) plus a setUp that clears the module cache. Before the fix: 5 tests, 2 failures, both for the expected reason.
Fix at the source: the cache stores the raw record; the expiry check runs on every lookup, cached or not.

    c = _CACHE.get(code)
    if c is None:
        c = _load(code)
        if c is None:
            return None
        _CACHE[code] = c
    if c.expires_at < now:
        return None
    return c

Verification: python3 -m unittest -v → Ran 5 tests … OK. The originally failing test in isolation, 3 runs: OK, OK, OK. Fix attempts: 1.
Example output (Claude Code)
You say
/systematic-debugging-loop python3 -m unittest fails on test_expired_coupon_rejected_twice: an expired coupon is accepted on the second lookup. Find the root cause and fix it properly
Skillv1.0.0

Systematic Debugging Loop

Stops your coding agent from guessing: root cause first, one hypothesis at a time, failing test before the fix.

No ratings yet0 installs0 savesupdated Nov 7

Install in your agent

Read https://risemi.io/p/systematic-debugging-loop/install.md and follow it to install the "systematic-debugging-loop" skill into this agent.

Paste this into Claude Code, Cursor, Codex or any agent that can read a URL.

Full guide for your agent: https://risemi.io/p/systematic-debugging-loop/install.md

What you get

  • A SKILL.md the agent loads on any bug: four phases, no fix before the root cause is found
  • A three-failed-fixes rule that makes the agent stop and question the design instead of trying again
  • Techniques for deep stack traces, multi-layer validation and flaky tests (condition-based waiting)
  • find-polluter.sh: finds which test file creates an unwanted file or directory (npm test projects)
  • Upstream attribution and MIT license included (NOTICE.md)

Good fit

  • Developers tired of agents piling fix on fix until the diff is unreadable
  • Flaky tests, CI-only failures and bugs that cross several layers
  • Teams that want every bug fix to land with a regression test

Not for

  • Exploratory prototyping where nothing needs to be correct yet
  • Typos and errors whose message already names the fix

About this skill

Systematic Debugging Loop

Coding agents debug by guessing: change a line, rerun, change another line. This skill takes guessing off the table. The agent may not propose a fix until it has read the error, reproduced the bug, checked what changed and traced the bad value back to where it starts. Then it tests one hypothesis at a time with the smallest possible change, writes a failing test before the fix, and verifies the fix with real command output. After three failed fixes it stops and asks you whether the design is wrong, instead of trying a fourth.

How it works. Install it and the agent loads it whenever it hits a bug, a failing test or a build failure, or type /systematic-debugging-loop with the symptom. It works through four phases: root cause investigation, pattern analysis (find working code that is similar and list every difference), hypothesis and testing, and implementation. A table of common excuses ("just try this first", "emergency, no time") with the answer to each keeps it from skipping steps under pressure.

Included techniques. root-cause-tracing.md (trace a bad value backwards up the call stack), defense-in-depth.md (validate at every layer once the cause is known), condition-based-waiting.md with a TypeScript example (replace sleeps in flaky tests with polling for the condition), and find-polluter.sh (runs test files one by one with npm test to find which one creates an unwanted file or directory; adapt the command for other runners).

Based on systematic-debugging by Jesse Vincent (MIT): https://github.com/obra/superpowers

What we changed

  • Made it standalone: two references to other Superpowers skills that are not included (TDD and verification) are replaced with one-line inline rules.
  • Renamed to systematic-debugging-loop, expanded the description, normalized frontmatter to the SKILL.md spec.
  • Added attribution (NOTICE.md, LICENSES/). The four phases, red flags and supporting files are the upstream text.

Checked against

Claude Code 2.1.317 (desktop app, Claude Opus 5.5), 2026-11-07. Installed under .claude/skills/systematic-debugging-loop/, loaded from SKILL.md and run end to end on a stale-cache bug in a Python project (unittest): the four phases found the root cause, a failing test came before the one-line fix, and 5 of 5 tests passed. find-polluter.sh is npm-only and one example path was wrong; both are noted or fixed (NOTICE.md). The example output on this page is from that run, shortened. Not yet checked: automatic triggering from the skill description in a fresh session (the run started from an explicit request), and Codex, Cursor, GitHub Copilot and Gemini CLI, which read the same SKILL.md format but have not been run.

How to install

Copy the files/ folder of the download to either location in your project:

  • .agents/skills/systematic-debugging-loop/ (Codex, Cursor, Copilot, Gemini CLI and others that read .agents/skills)
  • .claude/skills/systematic-debugging-loop/ (Claude Code)

Or download the zip from this page and unpack it there. find-polluter.sh needs bash; make it executable with chmod +x if your unzip tool drops the flag.

Not a fit

Typos and one-line errors where the message already names the fix. The loop is still fast there, but you will not notice the difference.

Similar products

Project: fresh `npm init -y` + `npm i -D vitest typescript` (Vitest 5.1.0, TypeScript strict). Every runner output below is pasted from the actual run.

Behaviour list (simplest first): 1. returns empty for blank input · 2. returns the address trimmed and lowercased when valid · 3. returns malformed when there is no @ · 4. returns malformed when there is more than one @ · 5. returns malformed when the domain has no dot · 6. returns too_long when the address is over 254 characters

Cycle 1: returns empty for blank input

```
[TDD] cycle 1/6  step RED  behaviour: returns empty for blank input
test:    src/validateEmail.test.ts > validateEmail > returns empty for blank input
ran:     npx vitest run src/validateEmail.test.ts -t "returns empty for blank input"
result:  FAIL  Error: Cannot find module './validateEmail' imported from <project>/src/validateEmail.test.ts
reason:  right (the unit under test does not exist yet: missing function, not a typo in the test)
changed: src/validateEmail.test.ts (+8, new file)
next:    minimum code in src/validateEmail.ts
```

```
[TDD] cycle 1/6  step GREEN  behaviour: returns empty for blank input
ran:     npx vitest run src/validateEmail.test.ts -t "returns empty for blank input" --reporter=verbose; npx vitest run src/validateEmail.test.ts
result:  PASS  Tests 1 passed (1)
changed: src/validateEmail.ts (+9, new file: result types + hard-coded `{ ok: false, error: 'empty' }`)
next:    refactor
```

Refactor: no refactor (hard-coded return is forced into the general version by cycle 2).

[Cycles 2–6 follow the same shape: each RED shows a real assertion mismatch such as `Tests 1 failed | 1 skipped (2)`, each GREEN the passing count, with refactors in cycles 5 and 6.]

Done

```
[TDD] DONE  cycles 6  tests added 6  suite PASS
ran:     npm test   (vitest run)   and   npx tsc -p .
result:  Test Files  1 passed (1) | Tests  6 passed (6); tsc exit 0
pre-existing failures: none (no tests existed)
found, not fixed: the 254 boundary itself (exactly 254 chars accepted) has no test; it passes today, so a test would be green on first run. 'a@.com' and 'a@b.' are accepted because the spec only asks for a dot in the domain.
```

No-fake-green check before every GREEN: no `.skip`/`.todo`, no assertion weakened, no test-only branch, nothing mocked.
SkillCodeFree
  • Antigravity
  • Claude Code
  • Codex
  • +3
Coding

Red-Green TDD Loop

Use it to make your coding agent build every change test-first: one failing test, the minimum code, a refactor, and a status block after each step.

0 installs
Free
> Assumption: signed-in users read their own orders and create their own orders as `pending`; every status change after that is made by your server with the `service_role` key, never by the browser.

Audit: `public.orders` (about 1.8M rows)

Rule files applied: `security-rls-basics`, `security-rls-performance`, `security-privileges`, `schema-foreign-key-indexes`, `query-missing-indexes`, `query-composite-indexes`, `schema-data-types`, `schema-constraints`, `lock-short-transactions`, `monitor-explain-analyze`.

Findings, by rule (first 6 of 12)

| # | Severity | Rule | Finding |
|---|---|---|---|
| 1 | CRITICAL | `security-rls-basics` | `orders_insert ... with check (true)` lets anyone who can insert write an order for any `user_id`. Combined with finding 2, an anonymous visitor holding only your public anon key can create orders on behalf of any user. |
| 2 | CRITICAL | `security-privileges` | `grant select, insert, update ... to anon`. Orders belong to signed-in users, so `anon` needs no privilege at all. None of the three policies has a `to` clause, so each applies to every role, including `anon`. |
| 3 | HIGH | `security-privileges` | `authenticated` can `update` every column of its own rows: the owner can still run `update orders set status = 'paid', total_cents = 1` from the browser. |
| 4 | HIGH | `security-rls-basics` | The insert path also trusts `status`: a client can insert a row that is already `status = 'paid'`. |
| 5 | HIGH | `security-rls-performance` | All policies call `auth.uid()` bare, so it is evaluated per row. Wrap it as `(select auth.uid())` so it is evaluated once per statement. |
| 6 | HIGH | `schema-foreign-key-indexes`, `query-missing-indexes` | No index on `user_id`. It is the foreign key, the RLS filter column and the column every "my orders" query filters on. Each RLS-filtered select over 1.8M rows is a sequential scan. |

Fixing migration (file 1 of 2, excerpt)

```sql
set local lock_timeout = '5s';

revoke all on public.orders from anon;
revoke update, delete, truncate, references, trigger on public.orders from authenticated;
grant select, insert on public.orders to authenticated;

drop policy if exists orders_select on public.orders;
drop policy if exists orders_insert on public.orders;
drop policy if exists orders_update on public.orders;

create policy orders_select on public.orders
  for select to authenticated
  using ((select auth.uid()) = user_id);

create policy orders_insert on public.orders
  for insert to authenticated
  with check ((select auth.uid()) = user_id and status = 'pending');
-- No update or delete policy: denied for every role except service_role.
```

File 2 holds only `create index concurrently if not exists orders_user_id_created_at_idx on public.orders (user_id, created_at desc);` because `concurrently` cannot run inside the transaction the Supabase CLI wraps around each migration.

[The full answer continues with findings 7–12, the lock plan for 1.8M rows, the status and total_cents check constraints added `not valid` then validated, an `explain analyze` to run before and after, and one RLS test per role.]
SkillCodePro
  • Antigravity
  • Claude Code
  • Codex
  • +3
Coding

Postgres Rules for Supabase Projects

Use it to make your coding agent follow Supabase's 31 Postgres rules for RLS, indexes, schema and migrations before it touches your database.

0 installs
$9.99
Assumption: no n8n-MCP server is connected in this session, so I took the skill's fallback path: I wrote the workflow JSON directly from the bundled rules and checked it by review (a rule-check script plus a dry run of every expression). The real validator (`validate_workflow`) was not run, and nothing was deployed.

How the skill routed this

| Step | Sub-skill used | What it decided |
|---|---|---|
| Shape | `n8n-workflow-patterns` | Webhook processing pattern: Webhook, then Validate, then Action, then Respond |
| Node parameters | `n8n-node-configuration` | Slack post needs a channel and text. `responseMode: "responseNode"`. `options.responseCode` set on every Respond node. UUID node ids, no placeholder credentials |
| Expressions | `n8n-expression-syntax` | Webhook data lives under `.body`. Use `$('Webhook').item.json.body.*` once past the IF node. `=` prefix on every expression field |
| Error paths | `n8n-error-handling` | Slack gets `onError: "continueErrorOutput"` and its `main[1]` is wired to the 500 responder. `retryOnFail` is on. Bad input is caught upstream and gets a 400 |
| Validation | `n8n-validation-expert` | Runtime-profile checks done by review. Security warnings get fixed (header auth on the webhook) |

```
Webhook ──> Validate Input ──true──> Post to #signups ──success (main[0])──> Respond 200 OK
                        └──false──> Respond 400 Invalid Input
                                     Post to #signups ──error (main[1])────> Respond 500 Slack Failed
```

Validation result (excerpt)

```
PASS  Webhook responseMode is responseNode (Respond nodes control the reply)
PASS  Every branch (success and each error) ends at a Respond to Webhook node: no hanging branch
PASS  'Post to #signups': onError=continueErrorOutput AND main[1] wired
PASS  'Post to #signups': retryOnFail with maxTries <= 5 and waitBetweenTries <= 5000
PASS  Every {{ }} field starts with = (no 'Expression requires = prefix' error)
PASS  Webhook fields read from .body, never $json.name / $json.email / $json.plan
…
43 passed, 0 failed
```

Expression dry run against sample webhook items:

```
valid           IF -> true  (Slack)  Slack text: New signup: Ana Lima (ana@example.com) on pro
missing_plan    IF -> false (400)
bad_email       IF -> false (400)
no_body         IF -> false (400)
500 body:   {"error":"upstream_error","message":"The signup was received but could not be posted to Slack. Please retry later."}
```

Not verified without the server: the node typeVersions (Webhook 2.2, IF 2.3, Slack 2.3, Respond 1.5) and the Slack v2 parameter names; confirm by opening the nodes after import.

[The full answer also holds the six-node list, the importable workflow JSON and the expressions table with the reason behind each one.]
SkillCodePro
  • Antigravity
  • Claude Code
  • Codex
  • +4
Coding

n8n Builder Skills for Coding Agents

Use it to have your coding agent build, configure and validate n8n workflows without the usual expression and node-config mistakes.

0 installs
$12.99
2. Tool design

| Tool | Does | Inputs (constraints) | Returns | Read-only / destructive | Errors the model can fix |
|---|---|---|---|---|---|
| `find_customers` | Customers whose name or email contains the text, case-insensitive | `query` string 1–100 (trimmed), `limit` int 1–50 = 20, `cursor` optional | id, name, email; `next_cursor` | read-only, idempotent | no match: try a shorter part of the name or the email domain |
| `list_customer_orders` | One customer's orders, newest first | `customer_id` int ≥ 1, `status` enum optional, `limit`, `cursor` | customer + orders; `next_cursor` | read-only, idempotent | unknown customer: call `find_customers` |
| `get_order` | One order with the customer's name and email | `order_id` int ≥ 1 | order + customer (structured) | read-only, idempotent | not found: check the number or list the customer's orders |
| `refund_order` | Sets a paid order to refunded | `order_id` int ≥ 1, `confirm` int optional, must equal `order_id` | updated order, `previous_status: "paid"` | destructive, idempotent | no `confirm`: preview, ask the user; order pending or already refunded; not found |

Checklist notes: one rule for empty results (an `isError` result with a next step), applied to every tool. All SQL is parameterized. Read tools use a read-only SQLite handle; only `refund_order` opens a writable one, and its `UPDATE ... WHERE id = ? AND status = 'paid'` is a single statement. The guard on the destructive tool is server-side (the preview/confirm step), not just the `destructiveHint` annotation.

3. Scaffold

From `templates/typescript-server.md`. Installed: `@modelcontextprotocol/server` 2.4.0, `@modelcontextprotocol/client` 2.4.0, `zod` 4.6.7; Node 24.6.0.

```
build-an-mcp-server/
  data/seed.sql, data/shop.db     3 customers, 5 orders
  src/index.ts                    stdio entry point
  src/server.ts                   createServer(): the four tools
  src/shop.ts                     SQLite client module (the system being wrapped)
  test/smoke.ts                   spawns the server over stdio, calls every tool
```

5. Test (Inspector CLI, eval loop layer 2)

```
$ npx @modelcontextprotocol/inspector --cli npx tsx src/index.ts --method tools/call --tool-name get_order --tool-arg order_id=1001
{
  "content": [{ "type": "text", "text": "Order #1001 for Ada Lovelace <ada@example.com>: $49.99, paid, created 2026-10-02T09:15:00Z" }],
  "structuredContent": { "order": { "id": 1001, "customer_id": 1, "total_cents": 4999, "status": "paid", "created_at": "2026-10-02T09:15:00Z", "customer_name": "Ada Lovelace", "customer_email": "ada@example.com" } }
}
```

Built, tested, not tested

- Built: four tools over `data/shop.db`, server-side preview/confirm guard on `refund_order`, smoke test, configs for Claude Code, Codex and Cursor, README.
- Tested: starter smoke (pass), full smoke test 14 checks (pass), strict typecheck (pass), Inspector CLI call (pass), seed database unchanged after tests.
- Not tested: the Inspector web UI by hand and the model check (running the five real requests through a live Claude Code session and recording which tool it picks).

[The full answer also holds `src/shop.ts`, `src/server.ts`, `test/smoke.ts` and the three client config snippets.]
SkillCodePro
  • Antigravity
  • Claude Code
  • Codex
  • +3
Coding

Build an MCP Server

Use it to design, build, test and ship an MCP server your agents use well: 3 to 7 well-designed tools, a tested starter and ready client configs.

0 installs
$12.99
Scope: app/dashboard/page.tsx and the modules it imports (components/charts, UsageCard, ProjectList, RichTextEditor, lib/api.ts).

| # | Rule | File:line | Impact | Finding |
|---|---|---|---|---|
| 1 | async-dependencies | app/dashboard/page.tsx:8-10 | CRITICAL | getProjects(user.id) and getUsage(user.id) depend only on `user` but are awaited one after the other: 3 sequential round trips before any HTML is sent, where 2 would do. Promise.all them. |
| 2 | bundle-barrel-imports | components/ProjectList.tsx:3 | CRITICAL | `import _ from 'lodash'` in a 'use client' file ships all of lodash for one sortBy. Use lodash/sortBy, or toSorted / localeCompare. |
| 3 | async-suspense-boundaries | app/dashboard/page.tsx:7-19 | HIGH | The whole page, including the static shell and RichTextEditor, waits for all three fetches. Move usage and projects into async children in <Suspense> so the shell streams first. |
| 4 | server-serialization | app/dashboard/page.tsx:16 | HIGH | The raw projects array goes to client ProjectList, which reads only id, name and status. Map to {id, name, status} on the server. |
| 5 | rerender-no-inline-components | components/ProjectList.tsx:7 | HIGH | `Row` is defined inside ProjectList, so every keystroke in the filter remounts every <li>. Interaction cost, not first load. Hoist Row. |
| 6 | rerender-derived-state-no-effect | components/UsageCard.tsx:4-5 | MEDIUM | percent is kept in state and set in useEffect: server HTML renders "0% of plan used" and the real value appears only after hydration. Compute it during render. |

Score: 62 / 100 (100 − 2×10 CRITICAL − 3×5 HIGH − 1×3 MEDIUM). This counts rule findings; it is not a measured load time.

Checked and not scored: the local charts barrel (five tiny stubs, tree-shakeable); RichTextEditor is a <textarea> today, so no dynamic import yet. Not a performance rule but it blocks the build: components/charts/index.ts re-exports names the chart files do not export, and page.tsx reads `params.id` synchronously though params is a Promise in Next 15.

What makes the first load slow, in order:
1. The server waterfall (rows 1 and 3). Parallelizing projects and usage removes one full round trip; Suspense lets the header paint after only getUser.
2. Client JS weight (row 2). A one-line import change.
3. Payload and first-paint correctness (rows 4 and 6).
Row 5 is an interaction cost; fix it after the others. Fixes were not requested, so no files were changed.
SkillCodePro
  • Claude Code
  • Codex
  • Copilot
  • +2
Coding

React Performance Rules

70 prioritized performance rules for React and Next.js that your agent applies while coding and scores in review.

0 installs
$9.99

Questions about this skill

How do I install it?

Pick the tab that suits you above. The easiest way is to paste the one-line prompt into your agent: it reads the install guide, signs you in once with a code from your email and writes the skill into the right folder. You can also run the CLI command or unzip the ZIP by hand.

Which agents does it run in?

It was tested on Claude Code, Codex, Copilot, Cursor, Gemini CLI. Any agent that reads SKILL.md folders can load it; the Manual tab lists the folder each one uses.

What if it doesn't work?

Write to hello@risemi.io within 7 days of buying and we refund you. Tell us which agent you used and we will fix the skill for everyone.