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97 prompt packs

AI agent prompt packs for engineering

These prompt packs turn an AI coding agent into a focused engineering teammate. Each pack is a complete, multi-step workflow — not a single tip — built to run inside Claude Code, Cursor, GitHub Copilot, or any MCP-connected agent. Use them to review pull requests for security and design issues, gate CI/CD pipelines, plan and verify risky database and framework migrations, author codemods, triage flaky tests, and run blameless incident postmortems. Every pack ships with the prompt files, a usage guide, documented variables, and the tools it expects connected (GitHub, Slack, Jira, Sentry, and more), so an engineer can paste it in and get a reliable result in minutes. Buy the pack that matches the job in front of you, or get the complete bundle for the whole engineering workflow library.

New
Coding·Advanced

AI Agent Acceptance Testing Harness Playbook

Put any AI agent through real user-acceptance testing before it touches production — baseline its job, build a scenario matrix with edge cases, sequence a risk-ordered rollout with rollback triggers, and stand up an ongoing sign-off cadence.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHubSSlack

Agent Commit Security Harness

Stop agent-authored commits from leaking secrets or introducing unsafe patterns. Four specialized prompts scan every diff for credentials, injection flaws, auth mistakes, and risky dependencies — then post a prioritized security report to your PR. Requires GitHub and Slack connected to your agent.

$10
~10 min to use
New
Coding·Advanced

Coding Agent Eval Harness Builder Playbook

Stand up a repeatable golden-task evaluation harness for your coding agent — define representative tasks, scoring criteria, CI wiring, and regression tracking in one structured playbook.

$10
~15 min to use
New
Coding·Advanced

Agent Fleet Operations Playbook

Turn a sprawl of 5–50 AI agents into a governed fleet: a criticality-classified inventory with intake rules, per-agent quality gates sized by blast radius, cost budgets with alert ladders, and a weekly review where every agent ends in a keep, fix, throttle, expand, or retire decision.

$10
~15 min to use
New
Coding·Advanced

Agent Fleet Supervisor Daily-Ops Kit

Run a real supervisor shift over a fleet of AI agents: paste last night's run export and get a triage board that catches silent green failures, a capacity-bounded exception queue with containment moves, drift and escalation calls against explicit thresholds, and a handover note whose carry-forward block starts tomorrow's shift.

$10
~15 min to use
New
Coding·Advanced

AI Guardrail Bypass Red-Team Kit

Systematically probe your AI guardrail implementation before it hits production or audit. Five composing prompts generate a full attack taxonomy, targeted bypass scenarios, multi-turn escalation scripts, an evidence capture template, and a prioritized remediation plan — so you can demonstrate robustness to regulators, not just hope for it.

$10
~45 min to use
New
Coding·Advanced

Coding Agent Guardrails System Prompt

Install a production-grade guardrail policy into any coding agent — forbidden paths, change-size caps, mandatory self-review, and human escalation rules — so it stays safe on your real repo.

$7
~10 min to use
New
Coding·Advanced

Agent Identity & Access Designer Playbook

Design the identity model for your AI agents before you provision them: assign every agent action a principal archetype (dedicated service identity, delegated human identity, dual principal, per-tenant), write six-axis boundary contracts with blast radius statements, plan credential issuance and rotation with joiner-mover-leaver coupling, and finish with an attribution field contract and a rehearsed break-glass revocation runbook.

$10
~15 min to use
New
Coding·Advanced

Agent Memory Architecture & Audit Playbook

Diagnose and audit your LLM agent's memory the way a specialist would — isolate why it forgets, recalls the wrong thing, or bloats, score the setup across four failure modes, and get a prioritized fix list. Includes the design prompts to architect working, episodic, semantic, and procedural memory from scratch. No connected tools — runs in any chat model.

$9
~30 min to use
New
Coding·Advanced

Agent Code Output Verification Rubric

Score agent-produced code changes against correctness, safety, test coverage, and convention adherence — and get a weighted merge verdict before anything reaches your main branch.

$8
~10 min to use
New
Coding·Advanced

LLM Agent Output PII and Secret Leak Scanner

Systematically audit every surface where your LLM agent can leak PII or secrets — reasoning traces, tool call payloads, logs, and final responses — and produce a compliance-ready redaction policy your AppSec team can hand to a GDPR or HIPAA auditor.

$8
~45 min to use
New
Coding·Beginner

Agent Prompt Debugger

Paste a misbehaving agent prompt plus its bad output and get a 10-point diagnosis with ready-to-paste fixes, ranked by impact.

Free
Email required
Get it →
New
Coding·Advanced

Agent Prompt Regression Rubric

Detect and score regressions when you change a production agent prompt — baseline expected behavior, compare new vs old on representative tasks, classify every regression, and get a ship or hold verdict.

$9
~12 min to use
New
Coding·Advanced

Autonomous Agent Sandbox Setup Playbook

Design a safe, isolated execution environment for autonomous coding agents — container boundaries, permission models, CI feedback loops, and kill-switch procedures in one playbook.

$8
~15 min to use
New
Coding·Advanced

Agent Task Decomposition System Prompt

Stop your coding agent from making sweeping, unreviewable changes to large repos. This system-prompt harness forces decomposition-first execution: scope mapping, dependency ordering, checkpoint verification, and human-gated stop conditions — before a single file is edited.

$7
~10 min to use
New
Coding·Beginner

Agent Tool-Call Schema Linter

Lint your agent's tool and function schemas against the failure modes that silently break tool calls — get a scored health verdict and prioritized fixes.

Free
Email required
Get it →
New
Coding·Beginner

Agent Trajectory Diff Reviewer

Paste a baseline and a post-change agent run and get a ship/hold/block verdict with the behavioral regressions, tool-call changes, and risks flagged.

Free
Email required
Get it →
New
Coding·Advanced

Agent Vendor & Tool Evaluation Rubric

Score any AI agent product or MCP server before you buy: build a weighted criteria model, separate verified facts from vendor claims, produce a scored Adopt/Pilot/Hold/Reject verdict, and rank the open risks into a procurement action plan. Works in any chat model — no connected tools needed.

$10
~60 min to use
New
Coding·Advanced

AGENTS.md Generator for Polyglot Monorepos

Turn a raw repo tree and stack summary into a hierarchical AGENTS.md / CLAUDE.md set that gives every coding agent accurate, per-directory operating rules — eliminating misbehaving agents and one-off instruction rewrites.

$7
~15 min to use
New
Coding·Beginner

AGENTS.md Starter

Describe your repo once and get a minimal viable AGENTS.md — commands, layout, conventions, and guardrails — ready to commit.

Free
Email required
Get it →
New
Coding·Advanced

AI Agent Audit Trail Designer Pack

Design tamper-evident, regulator-ready audit trails for autonomous AI agents. Five structured prompts produce a log schema, regulatory traceability matrix, retention policy, tamper-evidence architecture, and incident replay template — so your next regulator call is answered with proof, not apology.

$9
~45 min to use
New
Coding·Advanced

AI Feature Spec System Playbook

Write a shippable spec for a probabilistic AI feature — acceptance thresholds, fallback UX, eval criteria, and a failure budget — plus a risk-tiered rollout and an error-budget governance loop. The parts a normal PRD leaves blank because the feature can be confidently wrong. Built for PMs and AI engineers who ship AI features together.

$10
~15 min to use
New
Coding·Advanced

AI Incident Commander Runbook System

When your autonomous AI agent DOES something wrong in production — sends, charges, deletes, deploys — run the live command loop: classify severity from what was actually executed, throttle the agent's autonomy, walk the failure-class diagnosis tree, notify the people it touched, and close out into a cross-incident prevention ledger. Covers agent-action incidents; output-quality LLM incidents belong to the LLM Incident Response Runbook System.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHubSSlack

AI PR CI-Gate Harness Agent Pack

Stop AI-generated PRs from slipping policy violations or scope creep into your codebase — a four-prompt harness that classifies risk, checks compliance, detects scope drift, and posts a structured approve/block decision to GitHub automatically.

$10
~10 min to use
New
Coding·Advanced

AI Red-Team Operations Kit

Run adversarial testing of any LLM feature as a governed program, not a one-off. Five composing prompts calibrate a severity-and-confidence scoring rubric, grade raw red-team logs into verified evidence, produce a scored findings report, prioritize remediation by risk versus effort, and lock confirmed exploits into a re-runnable regression suite.

$10
~30 min to use
New
Coding·Intermediate

API Contract Test Harness Pack

Generate contract tests that catch breaking API changes between producer and consumer services — extract the contract, map consumer expectations, produce failing tests, and get safe versioning guidance.

$6
~10 min to use
New
Coding·Advanced

API Design Review Evaluation Rubric

Put every API design through the same weighted rubric before consumers depend on it: scored dimensions for consistency, usability, versioning, scalability, and operational impact — each backed by cited evidence from your spec — ending in a prioritized fix list ordered by consumer pain, not reviewer taste.

$7
~12 min to use
New
Coding·Advanced

Architecture Decision Record System

Stand up a working ADR practice for your team: diagnose which decisions are undocumented, author complete decision records with forced tradeoff scoring, reversibility ratings, and captured dissent, then sequence the backlog and run a recurring decision-review cadence. Works in any chat model — no connected tools.

$10
~15 min to use
New
Coding·Advanced

Automation Portfolio Manager OS

Govern your whole automation estate — zaps, n8n and Make workflows, cron jobs, Airflow DAGs, RPA bots and agents — like an investment book: a classified register that surfaces duplicates and orphans, every asset scored on value versus true maintenance cost, dated retire/consolidate/invest calls that fit your real capacity, and a quarterly review with named owners. Works in any chat model; paste your platform exports, no tools required.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHub

Breaking Change Detection Harness Agent Pack

Diff your library's public surface before every release, classify what breaks consumers and why, recommend a semver bump, write migration notes, and attach everything to the release PR automatically. Requires GitHub connected to your agent.

$10
~10 min to use
New
Coding·Advanced

Build System Unification Playbook

Audit every build tool in your monorepo, pick the right unified system, sequence the package migrations, and design remote caching — ship a CI transformation plan that actually sticks.

$10
~15 min to use
New
Coding·Intermediate

Build-vs-Buy Decision Engine

Settle any build-vs-buy call with a total-cost-of-ownership model, a weighted capability-fit scorecard, a lock-in and exit read, and a decision memo your leadership will actually approve.

$7
~12 min to use
New
Coding·Advanced
NeedsGitHubGitHubSSlack

CI Failure Diagnosis Harness Agent Pack

Cut the time engineers spend decoding red CI from hours to minutes — a four-prompt harness that reads pipeline logs, separates real failures from infra flake, recommends the concrete fix, and posts the diagnosis to GitHub and Slack automatically.

$10
~10 min to use
New
Coding·Intermediate

Code Review Policy System Prompt

Give every reviewer — human or agent — the same consistent review standard: a four-prompt system prompt set covering review dimensions, severity tiers, repo-specific rules, and actionable comment format, so no PR slips through with vague feedback.

$7
~8 min to use
New
Coding·Advanced
NeedsGitHubGitHub

Codebase Onboarding Harness Agent Pack

Drop an AI agent into any unfamiliar polyglot repo and get a production-ready onboarding map — architecture, entry points, build commands, and a safe first task — in minutes, not days. Requires GitHub connected.

$10
~15 min to use
New
Coding·Advanced

Codemod Authoring Harness

Author and safely apply codemods that transform code consistently across a polyglot repo — a four-stage harness that specifies, generates, dry-runs, and verifies every mechanical change before it lands.

$10
~12 min to use
New
Coding·Advanced

Context Engineer Role Playbook

Run context engineering as a standing discipline for your agent fleet — build the team's source-of-truth register, publish the retrieval policy and token budget standards every workflow follows, and catch context rot with a quarterly audit.

$10
~15 min to use
New
Coding·Intermediate

Context Engineering Harness

Run context as an engineering discipline, not guesswork — inventory and rate every source your agents consume, write a per-job loading policy, fit it to a hard token limit with a cut log, and audit the setup for stale or contradictory context.

$8
~15 min to use
New
Coding·Advanced

Cross-Language Refactor Harness

Coordinate a dependency-aware refactor across multiple languages without breaking call sites — a disciplined four-stage harness that maps, sweeps, guards, and verifies every change your agentic editor makes.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHubConfluenceConfluence

Cross-Service Dependency Audit Agent Pack

Map every service-to-service dependency, flag cycles and tight coupling, and publish a risk-ranked decoupling plan to Confluence — all driven by your connected GitHub and Confluence agent.

$10
~15 min to use
New
Coding·Advanced
NeedsSentrySentryGitHubGitHubSSlack

Cross-Stack Error Correlation Agent Pack

Turn scattered multi-service errors into a single root-cause story — aggregate Sentry errors across services, stitch them along request traces, propose the originating failure, and file a prioritised issue in one agent session.

$10
~12 min to use
New
Coding·Advanced

Data Quality Incident Harness Playbook

When wrong numbers have already reached dashboards, board decks, invoices and trained models, run the data-incident loop end to end: classify the failure and bound the corruption window, trace which consumers the bad values reached and where they are now frozen, decide per audience what must be formally restated versus quietly corrected, sequence a gated backfill with real verification, draft the correction notice for people who already acted, and close the detection gap that let it run silent.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHubSSlack

Database Migration Safety Harness

Vet any schema migration for lock, downtime, and data-loss risk before it ships — then get a safe rollout plan and a tracked GitHub issue, all from one agent workflow.

$10
~12 min to use
New
Coding·Advanced
NeedsGitHubGitHubSSlack

Dependency Upgrade Harness Agent Pack

The judgment layer Renovate and Dependabot are missing: inventory outdated dependencies across every service, assess each upgrade's real blast radius from changelogs and usage, batch the safe ones, sequence the dangerous ones, and open verified upgrade PRs with rollback notes. Requires GitHub connected to your agent.

$10
~12 min to use
New
Coding·Advanced
NeedsGitHubGitHubSSlack

Docs-Code Sync Harness Agent Pack

Keep developer docs accurate as code evolves — map docs to source, detect stale sections after every merge, draft precise edits, and open a reviewed PR automatically. Requires GitHub connected to your agent.

$10
~12 min to use
New
Coding·Intermediate

Eng Org Design Framework

Redesign your engineering org with practitioner judgment built in: a cognitive-load audit, Team Topologies scoring, a 12-mode reorg pre-mortem, and a ready-to-ship decision memo plus comms sequence.

$7
~15 min to use
New
Coding·Intermediate

Engineering Metrics Interpretation Engine

Turn DORA, SPACE, and cycle-time data into an honest engineering narrative and intervention plan — with confound checks, metric-gaming detection, and a leadership memo that survives scrutiny. Works in any chat model, no connected tools.

$7
~12 min to use
New
Coding·Advanced

Engineering Strategy OS

Turn a reactive roadmap into a written engineering strategy: an honest current-state diagnosis, a Rumelt-style guiding policy with coherent actions and a scored tech-bet portfolio, a risk-and-dependency-sequenced rollout, and a governance cadence with owners, guardrails, and a comms plan. Works in any chat model — paste your context, no tools required.

$10
~15 min to use
New
Coding·Intermediate

Environment Parity Harness Pack

Detect dev, CI, and prod environment drift, pinpoint the differences causing 'works on my machine' bugs, and get a concrete parity plan with guardrails to prevent it from recurring.

$5
~10 min to use
New
Coding·Advanced

Eval Engineer Career Toolkit

Run eval engineering for your agentic workflows as a documented, governed program — a coverage-designed golden set, audited graders, a regression gate policy with a real flake budget, and a drift runbook with re-baselining rules. (Operates the practice week over week; for one-time eval architecture of an LLM feature, see the LLM Eval System Design Playbook.)

$10
~15 min to use
New
Coding·Beginner

Eval Question Generator

Describe your AI feature and get its first 10 golden-set test cases — realistic inputs, checkable expected behavior, and the failure mode each guards against.

Free
Email required
Get it →
New
Coding·Advanced
NeedsGitHubGitHubJiraJiraSSlack

Feature Flag Governance Agent Pack

Audit your entire feature flag inventory, assess operational risk, generate prioritized cleanup recommendations, and publish a governance report — all driven by your connected GitHub, Jira, and Slack tools.

$10
~12 min to use
New
Coding·Intermediate

Fine-Tune vs RAG vs Prompt Decision Engine

Settle the fine-tune vs RAG vs prompt-engineering question with a weighted cost/latency/maintenance scorecard, a reversibility and failure-mode read, and a decision memo your team will actually approve.

$7
~12 min to use
New
Coding·Advanced
NeedsGitHubGitHubJiraJiraSSlack

Flaky Test Detection Harness Agent Pack

Detect, root-cause, and quarantine flaky tests across your CI pipeline — then automatically create tracked fix issues so unreliable tests stop blocking good changes. Requires GitHub, Jira, and Slack connected to your agent.

$10
~15 min to use
New
Coding·Advanced

Framework Migration Harness Playbook

Inventory every service, map every breaking change, sequence your rollout, and define safe rollback paths — ship a complete framework-migration plan your team can execute with confidence.

$10
~15 min to use
New
Coding·Advanced

Golden-Path Service Scaffolder

Scaffold any new service to your repo's golden-path standards — directory layout, config, CI stub, and registration checklist — without tribal knowledge or manual drift.

$7
~12 min to use
New
Coding·Advanced

Hallucination Failure-Mode Audit Rubric

Audit any LLM feature against a 25-class hallucination taxonomy — run per-class detection probes, score every finding by severity and likelihood, and ship a prioritized per-feature risk register and remediation plan.

$10
~15 min to use
New
Coding·Advanced

Human-in-the-Loop Design Playbook for AI Agents

Decide exactly where humans belong in your AI agent workflow — a risk-tiered map of approval gates, sampling rates, escalation triggers, and reviewer rubrics that stops both rubber-stamping and review bottlenecks. Four prompts take you from current-state diagnosis to a governed, rollout-ready oversight design.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHub

Legacy Code Comprehension Harness

Map, explain, and safely change legacy multi-tech systems before the last person who understood them leaves. Connected agents read the code directly and publish findings to Confluence so nothing is lost. Requires GitHub connected; Confluence optional.

$10
~15 min to use
New
Coding·Advanced

LLM Agent Failure Diagnosis Harness

Systematically diagnose misbehaving LLM agents — classify the failure layer, isolate the root cause, and verify your fix held — using a 7-layer taxonomy built for AI engineers.

$9
~30 min to use
New
Coding·Intermediate

LLM Cost Optimization Engine

Cut LLM and agent spend without guessing — turn your usage exports into a costed baseline, a quality-gated model-routing table, a caching and prompt-compression plan, and an A/B measurement contract that proves the savings are real.

$7
~15 min to use
New
Coding·Advanced

LLM Eval System Design Playbook

Design a production eval program for your LLM product feature — measurable quality dimensions, a contamination-guarded golden set, calibrated graders, and CI regression gates with drift monitoring — so quality regressions never reach users on vibes. (Evals the feature itself; for benchmarking coding agents on repo tasks, see the Coding Agent Eval Harness Builder Playbook.)

$10
~15 min to use
New
Coding·Advanced

LLM Incident Response Runbook System

When your LLM feature breaks in production, stop improvising — classify the incident into one of four pre-built classes, assign a defensible severity, walk a class-specific diagnosis tree to the root cause, ship a sequenced containment plan, send the right comms, and close it with a blameless postmortem.

$10
~15 min to use
New
Coding·Intermediate

LLM Model Selection Rubric

Pick the right model per workload instead of by habit or hype — extract a workload profile with weighted criteria, score candidates with honest unknowns, run a minimal decisive bake-off, and ship the switch with rollback and revisit triggers.

$8
~15 min to use
New
Coding·Advanced

LLM Observability Setup Playbook

Stand up production observability for your LLM feature — end-to-end traces, evals running on live traffic, cost and quality dashboards, and an alert layer that pages the right owner — with a rollout sequenced by risk and a review cadence that keeps it alive. Works in any chat model; no connected tools required. (For instrumenting one repo with Datadog/GitHub, see the Observability Instrumentation Harness.)

$10
~15 min to use
New
Coding·Beginner

MCP Server Picker

Describe your agent workflow and get the minimal MCP server set — scopes to grant, warnings, and what to leave disconnected.

Free
Email required
Get it →
New
Coding·Advanced

MCP Tool Wiring Playbook

Design exactly which MCP servers your coding agent needs, scope every permission to least-privilege, and ship a safe-usage guide your team can actually follow.

$8
~15 min to use
New
Coding·Advanced

Merge Conflict Resolution Harness

Resolve complex Git merge and rebase conflicts safely by reconstructing each side's intent before touching a single line — designed for Cursor, Claude Code, and Aider agentic workflows.

$8
~10 min to use
New
Coding·Advanced

Model & System Card Writer Pack

Write the model card and system card your governance board and enterprise buyers actually ask for — intended and out-of-scope uses, provenance statements you can substantiate, evaluation results with their caveats attached, a known failure-mode catalog, and the trigger list that keeps the document from going stale. Produces the documentation artifact; your own reviewers decide whether it is sufficient.

$7
~15 min to use
New
Coding·Advanced

Monorepo CI Pipeline Harness Playbook

Design fast, affected-only CI pipelines for any polyglot monorepo — topology, caching, parallelism, and merge gates — without slow full-repo rebuilds.

$10
~15 min to use
New
Coding·Advanced
NeedsGitHubGitHub

Monorepo Impact Analysis Agent Pack

Know exactly which packages, services, and tests a change touches before it ships — connected agents read the dependency graph and produce a PR-ready impact report automatically. Requires GitHub connected; Slack optional for team broadcast.

$10
~10 min to use
New
Coding·Intermediate

Multi-Agent Architecture Review Board

Put your agent system design in front of a simulated adversarial review board — frame the assumptions, score it on weighted architecture dimensions, run a pre-mortem, and walk away with a board verdict and a blocking-conditions list before you build.

$7
~15 min to use
New
Coding·Advanced

Multi-Agent Workflow Designer Playbook

Turn a messy business process into an implementable multi-agent orchestration spec — agent roles, hand-off contracts, verification points, and failure isolation — instead of one over-scoped agent that silently breaks. Four prompts take you from current-state diagnosis to a sequenced rollout and a governance cadence.

$10
~15 min to use
New
Coding·Beginner

Multi-Model Consensus Adjudication Harness

Paste the same task's outputs from two or more models and get one adjudicated answer, a calibrated confidence signal, and an escalate-to-human flag.

Free
Email required
Get it →
New
Coding·Advanced
NeedsGitHubGitHubSSlack

Multi-Repo Change Orchestration Pack

Fan a breaking change across every affected repository — consistent PRs, correct merge order, and a live rollout tracker — without losing a single repo or misaligning a dependency.

$10
~15 min to use
New
Coding·Advanced
NeedsDatadogDatadogGitHubGitHubSSlack

Performance Regression Harness Agent Pack

Catch performance regressions before users feel them — read Datadog baselines, flag latency and throughput degradations, trace them to the responsible deploy, and publish a findings report in one agent session.

$10
~12 min to use
New
Coding·Advanced

Polyglot Secrets Management Playbook

Eliminate inconsistent secret handling across every service and language in your stack. Four structured prompts inventory where secrets live, design a unified storage and injection standard, produce a phased migration plan, and define rotation and audit practices — giving your platform team a concrete, repeatable security baseline.

$8
~15 min to use
New
Coding·Advanced

Agent Prompt-Injection Defense Harness

Harden your coding or automation agent against prompt injection from repo content, issues, code comments, and tool output. Four structured prompts map the attack surface, design input isolation, write enforceable guardrail rules, and generate a red-team test set so you can verify the defenses actually hold.

$10
~15 min to use
New
Coding·Advanced

Prompt Injection Test Corpus Builder

Build a production-ready prompt injection test corpus for your LLM app — systematically covering direct injection, indirect RAG attacks, multi-turn escalation, and tool-call hijacking, with a final coverage map and gap report.

$9
~45 min to use
New
Coding·Advanced

Quarterly Planning OS for Engineering

Run an engineering team's quarterly planning as a system: model real capacity in engineer-weeks after on-call, ramp, holidays, and interrupt load; tier candidate work into Committed / Target / Stretch with confidence bands; map dependencies onto a critical path; and stand up a review cadence plus a mid-quarter replan protocol that says exactly what gets cut first. Works in any chat model — paste your roster, calendar, and work list; no tools required.

$10
~15 min to use
New
Coding·Advanced

RAG Quality Audit Playbook

Stop guessing why your RAG system answers wrong — classify each failure into a nine-family taxonomy, isolate the broken layer with probe queries and a five-lens corpus audit, and ship grounded prompt fixes with verification probes that prove the fix.

$10
~15 min to use
New
Coding·Advanced
NeedsSentrySentryGitHubGitHubSSlack

Regression Triage Harness Agent Pack

Pinpoint regression root causes fast — correlate failing CI tests, Sentry error spikes, and suspect commits into a ranked hypothesis list and a filed triage issue, all without leaving your agent.

$10
~12 min to use
New
Coding·Advanced

Regulated Industry Agent Validation Pack

Assemble the validation dossier your compliance function actually asks for before an AI agent goes live in a regulated process: intended-use and impact classification, a control coverage matrix against your own control catalog, a falsifiable test protocol, an adjudicated evidence dossier, and a human-oversight plus revalidation-trigger design. Structures your evidence for internal review — it is not legal advice and not a compliance determination.

$10
~90 min to use
New
Coding·Advanced

Repo Health Scorecard Rubric

Score any repository on tests, docs, CI, dependencies, and agent-readiness using a weighted rubric — then turn the scorecard into a prioritized, fundable improvement plan engineering leaders can act on immediately.

$8
~15 min to use
New
Coding·Advanced

Repo RAG Index Harness Playbook

Design a production-grade retrieval index over any codebase — chunking strategy, metadata schema, eval queries, and a maintenance loop — so agents and engineers get accurate, cited answers instead of hallucinated snippets.

$10
~15 min to use
New
Coding·Advanced
NeedsSentrySentryJiraJiraSSlack

Production Error Triage Agent Pack

Prioritize Sentry production errors by real user impact, generate actionable remediation plans, and create assigned Jira issues — so your team fixes the errors that matter most instead of triaging noise.

$10
~10 min to use
New
Coding·Advanced

Monolith-to-Services Decomposition Playbook

Identify natural service seams, sequence extractions by risk and value, define clean data boundaries, and design rollback guardrails — ship a decomposition plan that survives contact with production.

$10
~15 min to use
New
Coding·Advanced

Spec-to-Code Harness

Turn an ambiguous feature spec into a verified implementation plan and step-by-step guarded agent execution — so your coding agent ships the right feature, not a plausible-looking guess.

$10
~15 min to use
New
Coding·Advanced

Structured-Output Reliability Harness

Stop silent JSON and tool-call drift from breaking your LLM feature in production — design a failure-aware schema, add a self-repair output contract, generate an adversarial regression set, and score every release against a failure budget. Works in any chat model, no connected tools.

$7
~12 min to use
New
Coding·Intermediate

Synthetic Data Design Playbook

Design a synthetic dataset for evals or fine-tuning without shipping a contaminated, low-diversity corpus: plan the generation strategy and schema, catch train/eval/test leakage before it poisons your numbers, score coverage and diversity against explicit anchors, and run a go/no-go validation gate before the data is used. Works in any chat model — no connected tools needed.

$7
~45 min to use
New
Coding·Advanced

Tech Debt Portfolio Manager

Turn a vague pile of tech-debt complaints into a fundable quarterly paydown plan: a structured debt register, each item priced as ongoing interest vs one-time principal, an ROI-ordered portfolio that fits your engineering capacity, and an exec-readable business case that survives a CFO's questions. Works in any chat model — paste your context, no tools required.

$10
~15 min to use
New
Coding·Advanced

Technical Design Review Playbook

Turn any architecture proposal into a complete design review package — clarified requirements, scored tradeoffs, mapped failure modes, and a phased execution plan — before a single line of code is written.

$8
~15 min to use
New
Coding·Intermediate

Test Coverage Gap Harness Pack

Find, rank, and plan tests for the highest-risk coverage gaps across a multi-language codebase — so your next testing sprint targets where failures are most likely, not where adding tests is easiest.

$5
~10 min to use
New
Coding·Advanced

Threat Modeling Workflow System

Threat-model any feature in an afternoon instead of a workshop week: extract a complete data-flow model with trust boundaries, enumerate STRIDE threats as concrete attack narratives, walk the top threats as step-by-step abuse cases with detection gaps, and ship a ticket-ready mitigation plan.

$9
~60 min to use
New
Coding·Beginner

Token Cost Estimator

Describe an LLM workload in plain language and get a monthly cost estimate across model tiers, with the two biggest cost levers quantified.

Free
Email required
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New
Coding·Intermediate

Vendor & Tool Consolidation Audit

Turn raw SSO lists, spend exports, and invoices into a defensible tool-consolidation plan: a normalized inventory, weighted 1-5 overlap and spend scoring, Cut / Consolidate / Renegotiate / Keep verdicts with migration risk grades, and a renewal-aware, owned cut plan. Works in any chat model — no connected tools needed.

$10
~60 min to use
New
Coding·Advanced

Workflow-to-Agent Migration Kit

Turn an automation you already run — an n8n workflow, a Zapier zap, a cron or Airflow script, an RPA bot — into a defensible migration plan: which steps stay deterministic, which genuinely need an agent, the guardrails each one needs, and the numeric gates that decide promotion or rollback.

$10
~15 min to use

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