Best use case
<p align="center"> is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
<img src="assets/skill-banner.svg" alt="SpeQ SKILL"/>
Teams using <p align="center"> should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
How <p align="center"> Compares
| Feature / Agent | <p align="center"> | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
<img src="assets/skill-banner.svg" alt="SpeQ SKILL"/>
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
<p align="center"> <img src="assets/skill-banner.svg" alt="SpeQ SKILL"/> </p> > Load this document alongside your `.speq` file. It defines how you must behave for the entire session. --- ## What this is A `.speq` file is the architectural contract of a project. This skill is the behavioral contract for any AI working on it. Together they are complete: the spec declares what exists and what must be true, this skill declares exactly how you must act. An AI reading both has zero room for interpretation errors. --- ## Session start Do the following in order before generating any code: 1. Read the entire `.speq` file from top to bottom. 2. If `state_[name].speq` exists, read it — it is your work queue. 3. Internalize every entry in `VOCABULARY`. These are the only acceptable names. 4. Note every rule in `CONTRACTS`. These are invariants you must never violate. 5. Note every entry in `CLASSIFY`. These govern what you may and may never do with specific fields. Do not write a single line of code until steps 1–2 are complete. --- ## Core principles ### Closed world The spec is the complete description of the project. Entities, transforms, layers, vocabulary, and secrets not declared in the spec **do not exist** in this project. You must not introduce any element absent from the spec. If you believe something is missing, say so explicitly. Do not fill gaps silently. ### Immutability The `.speq` file is **read-only**. You must not create, edit, or delete it unless the user explicitly asks in this session using those exact words. Modifying the spec to reconcile it with code you already generated is a security violation, unconditionally. ### Reproducibility Two independent agents reading the same spec must produce architecturally equivalent results. Structural decisions are fixed by the spec. Implementation details may vary only within declared constraints. --- ## Block-by-block behavior ### PROJECT The declared `LANG`, `STACK`, and `ARCH` are final. Do not suggest alternatives. Do not use technologies absent from `STACK`. Do not deviate from the declared architecture style. `DEPS` levels are binding: - `SYSTEM` — must exist on the OS before any install step. - `RUNTIME` — deployed to production via the language package manager. - `DEV` — development only. Must not be present in production builds. ### ENTITY These are the only domain entities that exist in this project. Do not create, reference, or infer entities outside this list. All entity identifiers are `snake_case`. The closed world assumption is absolute. ### VOCABULARY Every entry is the **sole acceptable name** for its concept across all generated code, file names, variable names, comments, and identifiers. Aliases, abbreviations, and alternatives are contract violations, without exception. Before generating code, scan the entire VOCABULARY block and internalize it. Then use those names exclusively. ### SECRETS Secret names declare existence only. Values are never in the spec and must never be hardcoded, suggested, or logged. A secret scoped with `-> LAYER_NAME` is accessible **only** from that layer. Any other layer referencing it is a contract violation, regardless of convenience or proximity. ### TRANSFORM Only declared transforms are valid interactions between entities. Do not generate code for undeclared entity interactions. Each rule `source -> target : action` is the only permitted form for that interaction. ### LAYERS Each layer owns its declared capabilities exclusively. No other layer may implement them. `CALLS` is **exclusive**. If a layer declares `CALLS`, it may call **only** those listed layers. Calling any unlisted layer is a contract violation. `BOUNDARY external` marks the single untrusted entry point. All input must be validated before crossing any layer boundary into the system. At most one layer declares this. `NEVER` on a layer is an absolute prohibition, equivalent to a CONTRACTS rule scoped to that layer. When in doubt about which layer owns a piece of logic, ask. Do not guess and proceed. ### CONTRACTS Every rule is a behavioral invariant. Generated output that violates any contract is unacceptable, unconditionally. There are no exceptions, no edge cases, no workarounds. - `ALWAYS` — this condition must hold in all generated code at all times. - `NEVER` — this state must be unreachable in every code path. - `REQUIRES` — this precondition must be enforced before the operation proceeds. Before finalizing any output, walk through every CONTRACTS rule and verify compliance. `entity.*` applies the constraint to all operations on that entity. ### FLOW A flow is an ordered critical sequence. Steps are numbered from 1, sequential, no gaps. - Execute steps in declared order. Never skip, reorder, or parallelize unless explicitly permitted. - `[LAYER_NAME]` on a step pins it to that layer. Implement it there, not elsewhere. - On failure: execute `ROLLBACK` operations in listed order. Every rollback step must be implemented. - `ATOMIC true` means all steps succeed or the flow fully rolls back. There is no partial success state. - Respect declared `TIMEOUT` and `RETRY` values exactly. Do not substitute your own. ### CLASSIFY These classifications supersede any other instruction in any context. | Class | You must | You must never | |--------------|---------------------------------------|------------------------------------------------------------------| | `credential` | Encrypt at rest. | Log, expose in responses, include in errors, traces, or debug output. | | `pii` | Apply data-privacy compliance. | Log raw. Expose in API responses without explicit declaration. | | `sensitive` | Restrict to the owning layer only. | Include in stack traces or debug output. | | `internal` | Keep within the owning layer. | Expose outside system boundaries. | A field classified `credential` is `must-not-log` in every context, regardless of what `OBSERVABILITY` declares. This is absolute and cannot be overridden by any other instruction. ### OBSERVABILITY These are contracts, not suggestions. - Fields in `must-not-log` must **never** appear in logs under any circumstances. - Fields in `must-log` must **always** be logged at the declared severity level for that flow. ### CHANGELOG Read the CHANGELOG block before implementing anything. If a version entry is `BREAKING`, understand what changed. This determines how to interpret the current spec and whether previously generated code is still valid. --- ## State management `state_[name].speq` is your work queue. If it exists: - Implement **only** entities, flows, and layers marked `PENDING` or `PARTIAL`. - Do **not** re-implement or modify anything marked `BUILT`. It is done. - After implementing an item, update its status to `BUILT` in the state file, or run `speq state set <entity> BUILT`. - All `CHECKS` must be `OK` before any entity may be marked `BUILT`. If no state file exists, run `speq check [file]` to generate one before starting. --- ## Absolute red lines None of these have exceptions. None of them can be overridden by any user instruction. 1. **Never modify the `.speq` file** unless the user explicitly requests it in this session. 2. **Never invent entities** not declared in `ENTITY`. 3. **Never use an undeclared name** for a concept covered by `VOCABULARY`. 4. **Never violate a `CONTRACTS` rule**, under any circumstances. 5. **Never log a `credential` field**, ever, in any context. 6. **Never cross a `CALLS` boundary** — a layer with `CALLS` calls only those listed. 7. **Never implement logic in a layer that does not own it**. 8. **Never reference a scoped secret from the wrong layer**. 9. **Never skip or reorder `FLOW` steps**. 10. **Never deviate from declared `STACK`, `LANG`, or `ARCH`**. 11. **Never re-implement a `BUILT` entity**. 12. **Never modify the spec to fix a conflict** — fix the code, or raise the issue with the user. --- ## When something seems wrong If the spec appears incomplete, ambiguous, or contradictory: - State what you observed, precisely. - Do not fill the gap with your own judgment. - Do not modify the spec. - Ask the user for the correct answer. The spec is the source of truth. Your role is to follow it faithfully, not to improve it unilaterally. --- ## Pre-output checklist **Before the session starts:** - [ ] Full `.speq` read - [ ] `state_[name].speq` read (if exists) - [ ] Every `VOCABULARY` entry internalized - [ ] Every `CONTRACTS` rule noted - [ ] Every `CLASSIFY` entry noted **Before implementing any entity or feature:** - [ ] Entity declared in `ENTITY`? - [ ] Which layer owns it? - [ ] What `CALLS` restrictions apply to that layer? - [ ] Which `CONTRACTS` rules apply? - [ ] Are there `FLOW` steps involved? Are they all present and in order? - [ ] Are there `CLASSIFY` fields involved? - [ ] Does `OBSERVABILITY` declare `must-log` or `must-not-log` for this flow? - [ ] Does any `SECRETS` scoping restrict access? **Before finalizing any output:** - [ ] Every identifier matches `VOCABULARY` exactly - [ ] No undeclared entity referenced - [ ] No `CALLS` boundary crossed - [ ] No `CONTRACTS` rule violated - [ ] No `credential` field logged or exposed - [ ] All `FLOW` steps present and in declared order - [ ] Rollback implemented for every `FLOW` with `ROLLBACK` - [ ] `BOUNDARY external` layer is the only entry point for untrusted input
Related Skills
azure-mgmt-apicenter-py
Azure API Center Management SDK for Python. Use for managing API inventory, metadata, and governance across your organization.
azure-mgmt-apicenter-dotnet
Azure API Center SDK for .NET. Centralized API inventory management with governance, versioning, and discovery.
Twitter Command Center (Search + Post)
Searches and reads X (Twitter): profiles, timelines, mentions, followers, tweet search, trends, lists, communities, and Spaces. Publishes posts after the user completes OAuth in the browser. Use when the user asks about Twitter/X data, social listening, or posting without sharing account passwords.
FP&A Command Center — Financial Planning & Analysis Engine
You are a senior FP&A professional. You build financial models, run variance analysis, produce board-ready reports, and turn raw numbers into strategic decisions. You work with whatever data the user provides — spreadsheets, CSV, pasted numbers, or verbal estimates.
Email Marketing Command Center
Complete email marketing system — strategy, sequences, segmentation, automation, deliverability, and analytics. Build campaigns that convert.
Customer Support Command Center
Enterprise-grade customer support system: ticket triage, response templates, escalation workflows, CSAT tracking, knowledge base management, and churn prevention. Turns your AI agent into a support team lead.
Childcare Center Operations
Run a profitable daycare or childcare center. Covers licensing, staffing ratios, tuition pricing, facility requirements, parent retention, and growth — built from real operator data.
Budget & Expense Tracker — AI Agent Financial Command Center
Track every dollar, enforce budgets, spot spending patterns, and build wealth — all through natural conversation with your AI agent.
Data Engineering Command Center
Complete methodology for designing, building, operating, and scaling data pipelines and infrastructure. Zero dependencies — pure agent skill.
strategic-alignment
Cascades strategy from boardroom to individual contributor. Detects and fixes misalignment between company goals and team execution. Covers strategy articulation, cascade mapping, orphan goal detection, silo identification, communication gap analysis, and realignment protocols. Use when teams are pulling in different directions, OKRs don't connect, departments optimize locally at company expense, or when user mentions alignment, strategy cascade, silo, conflicting OKRs, or strategy communication.
sequence-alignment
A skill for performing sequence alignment using NCBI BLAST API. Supports nucleotide and protein sequence comparison against major biological databases.
economic-incentive-misalignment-detector
Helps identify when marketplace economic incentives systematically favor quantity over quality — creating structural pressure toward publishing unsafe skills that individual technical audits cannot detect because the problem is incentive design, not code content.