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mach_examples/llms-full.md
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MACH

C23 web framework. App = config mach() returning (config){...} of resources, databases, modules, etc. Each request runs a pipeline of steps over a shared per-request context. Memory, threads, and I/O are managed by the framework. Tasks and events are durable.


CRITICAL RULES — read these BEFORE writing any code

Almost every bug a small model writes in MACH comes from breaking one of these. Skim once, refer back often.

Rule 1 — NEVER use dot notation in {{ }}

The character . is forbidden between {{ and }} anywhere in any template, SQL string, URL, or interpolated string. The MACH interpreter treats {{a.b}} as an unknown key and renders it as the empty string.

You access nested data only by entering nested sections with {{#name}}...{{/name}}. The shape of the template must mirror the shape of the context.

Self-check before emitting any tag: is there a . between {{ and }}? If yes, the template is wrong. Stop, rewrite with sections.

Pattern A — Single root scalar (from .context)

A scalar seeded into root context is read directly. There is nothing to "dot through" in this case; this pattern just shows the baseline.

.context = {{"site_name", "MACH App"}}
<h1>{{site_name}}</h1>

Pattern B — One-row flat access (single-row find() / query() result)

Even a single-row result is stored as a table. Fields are not at root scope. Open the section, then read the field.

find({.set_key = "todo", .db = "todos_db",
  .query = "select id, title from todos where id = {{id}};"})

Context after the step:

{ todo: [ { id: 5, title: "Learn MACH" } ] }
✅ {{#todo}}<h1>{{title}}</h1><p>id={{id}}</p>{{/todo}}

❌ {{todo.title}}                         renders ""
❌ <h1>{{title}}</h1>                     renders "" (not inside #todo)
❌ {{#todo}}{{todo.title}}{{/todo}}       renders "" (dot still banned)

Pattern C — After join(): parent + nested children

The most common nested-context scenario in MACH. Concurrent query() produces two sibling tables; join() then moves the children inside each parent record. After the join, the children are no longer accessible at root — the template MUST enter the parent section to reach them.

query(
  {.set_key = "project", .db = "projects_db",
   .query = "select id, name from projects where id = {{id}};"},
  {.set_key = "tasks",   .db = "projects_db",
   .query = "select id, project_id, title from tasks where project_id = {{id}};"}
),
join(
  .target_table_key      = "project",
  .target_field_key      = "id",
  .nested_table_key      = "tasks",
  .nested_field_key      = "project_id",
  .target_join_field_key = "tasks"
),

Context shape, before vs after the join:

after query(): { project: [{id, name}],
                 tasks:   [{id, project_id, title}, ...] }              // siblings

after join():  { project: [{id, name,
                            tasks: [{id, project_id, title}, ...]}] }   // tasks now INSIDE project
✅
{{#project}}
  <h1>{{name}}</h1>
  <ul>
    {{#tasks}}<li>{{title}}</li>{{/tasks}}
  </ul>
{{/project}}

❌ {{project.name}}                                 renders ""  (dot)
❌ {{project.tasks.title}}                          renders ""  (dot)
❌ {{#project}}{{tasks.title}}{{/project}}          renders ""  (dot)
❌ {{#project.tasks}}<li>{{title}}</li>{{/project.tasks}}   dot in section name
❌ {{#tasks}}<li>{{title}}</li>{{/tasks}}           renders nothing — after join(),
                                                       tasks lives INSIDE project,
                                                       not at root. No dot, but
                                                       still wrong: must open
                                                       {{#project}} first.

❌ <h1>{{name}}</h1>                                renders nothing — name is a
   <ul>                                                field of the project record,
     {{#tasks}}<li>{{title}}</li>{{/tasks}}           not a root key. Even though
   </ul>                                              {{#tasks}} is correctly
                                                       wrapped, {{name}} at root
                                                       reads from root scope where
                                                       no "name" key exists.
                                                       EVERY field of the parent —
                                                       its scalars AND its nested
                                                       children — requires opening
                                                       {{#project}} first.

The last two counter-examples are the subtle ones — there are no dots, but the templates still render empty. Both fail because the template doesn't enter the parent section. After a query() that sets project, every field of the project (its own name and id, AND any tasks joined into it later) lives inside the project record, not at root. Wrapping only the children in {{#tasks}} while leaving {{name}} and {{id}} at root is a half-fix that produces silent empty output.

Rule of thumb: if you are reading any field that came from a query().set_key = "X", you must be inside {{#X}}. Whatever name you used as set_keyproject, user, order, blog, todo, X — that is the section you must open before reading any of its fields, including its own scalars. There is no "partial entry" into a record: you're either inside the section or you're at root.

The last counter-example is the subtle one: a join doesn't copy the children, it moves them. Iterating {{#tasks}} at root after the join silently produces nothing, even though there's no dot.

Pattern D — 3+ levels of nested sections

After multiple join() steps, or from nested JSON returned by fetch(), context can be arbitrarily deep. Walk down level by level with one section per level.

Context shape:

{ org: [ { name: "Acme",
           projects: [ { title: "Site",
                         tasks: [ { label: "Design" }, { label: "Build" } ] } ] } ] }
✅
{{#org}}
  <h1>{{name}}</h1>
  {{#projects}}
    <h2>{{title}}</h2>
    <ul>
      {{#tasks}}
        <li>{{label}}</li>
      {{/tasks}}
    </ul>
  {{/projects}}
{{/org}}

❌ {{org.name}}                                       renders ""
❌ {{org.projects.title}}                             renders ""
❌ {{org.projects.tasks.label}}                       renders ""
❌ {{#org}}{{projects.title}}{{/org}}                 renders ""
❌ {{#org.projects}}{{title}}{{/org.projects}}        dot banned in section names too
❌ {{#org}}{{#projects}}{{tasks.label}}{{/projects}}{{/org}}   still has a dot

Pattern E — Iterating an array of nested sections

A {{#name}}...{{/name}} block automatically loops when name is an array. Every iteration enters one record. Nested arrays loop the same way inside.

Context shape:

{ projects: [
    { title: "A", tasks: [{ label: "x" }, { label: "y" }] },
    { title: "B", tasks: [{ label: "z" }] }
] }
<ul>
  {{#projects}}
    <li>
      <strong>{{title}}</strong>
      <ul>
        {{#tasks}}<li>{{label}}</li>{{/tasks}}
      </ul>
    </li>
  {{/projects}}
</ul>

❌ {{#projects}}{{tasks.label}}{{/projects}}     dot banned
❌ {{projects.title}}                            dot banned
❌ {{#projects.tasks}}...{{/projects.tasks}}     dot banned

Recap. All five cases — flat single-row access, post-join() parent/children, 3+ level nesting, iteration of nested arrays — use the same one rule: open a section for every level, then read fields by their bare name. There is never a reason to type a . inside {{ }}. If you find yourself writing one, the data shape is fine; the template is wrong. Add a section.

And remember the silent failure mode from Pattern C: after a join(), the joined-in table is no longer at root. {{#tasks}} at root after joining tasks into project renders nothing — open {{#project}} first.

Helpers like {{url:name}}, {{input:title}}, {{error:title}}, {{precision:total:2}} use : (colon), not . (dot) — those are not dot notation and are fully supported.

Template Checklist — run this BEFORE typing any render(.template = ...) or template asset

A small model gets here, holds Rule 1 in mind for half a second, then slips back into training-set Mustache habits ("{{thing.field}}"). The checklist exists to catch that slip the moment it happens.

For every {{ ... }} you are about to type, walk these three checks:

Check 1 — Is there a . between {{ and }}?

  • YES → STOP. The template is wrong. Do not emit the tag. Add a section instead and read the bare field inside.
  • NO → continue to Check 2.

Check 2 — Is the bare name reachable from the current nesting level?

  • At root scope, only top-level context keys are reachable.
  • Inside {{#project}}...{{/project}}, only fields of the current project record are reachable.
  • After join(... → project), the joined-in table (tasks, comments, whatever) moved — it is no longer at root, only inside project records.
  • If the field is not at the current level, you need to open one or more sections to enter the right scope. Go to Check 3.

Check 3 — How many levels deep is the field?

  • Count the levels: root → table → record-field is 1 section deep ({{#table}}{{field}}{{/table}}).
  • A nested table inside a record (e.g. tasks inside project after a join) is 2 sections deep ({{#project}}{{#tasks}}{{title}}{{/tasks}}{{/project}}).
  • Three nested levels = three section wrappers. Always exactly the same number of {{#...}}{{/...}} pairs as levels of nesting.

Check 4 — Section balance AND proper nesting: openers and closers pair like parentheses.

After writing the template, walk the tags. Same idea as the brace-count check in C Syntax Pattern 3, with one extra requirement: sections must nest, not overlap.

  • For every {{#name}} (or {{^name}}), there is exactly one matching {{/name}} later in the template.
  • For every {{/name}}, there is exactly one matching {{#name}} (or {{^name}}) earlier in the template.
  • A {{/parent}} with no opener means you forgot to type {{#parent}} at the top — every field above it that you thought was inside the section is actually being read from root scope and rendering empty. This is the most common cause of a "rendered but empty" template.
  • A {{#parent}} with no closer means the parent section never ends — any fields after the missing close still try to read from inside the parent record (which usually fails) or, worse, the template output stops mid-render.
  • Sections must nest like parentheses, not overlap. Equal opener and closer counts is necessary but not sufficient. A {{#a}} opened inside {{#b}} must close before {{/b}} closes. The most recently opened section is the next one to close. Visually:
✅ {{#a}} ... {{#b}} ... {{/b}} ... {{/a}}      properly nested
✅ {{#a}} ... {{/a}} {{#b}} ... {{/b}}          sequential, no nesting
❌ {{#a}} ... {{#b}} ... {{/a}} ... {{/b}}      overlapping — broken
❌ {{#a}}{{#a}}{{/a}}{{/a}}                     two separate openers/closers
                                                of the SAME name; counts
                                                match but renderer treats
                                                this as one nested-twice
                                                section and behavior is
                                                undefined — never do this

Concrete failure mode: opening {{#tasks}} inside an <h2> to "use" the tasks section for a count, then later opening {{#tasks}} again to iterate, then closing {{/tasks}} twice. Counts match, but the two openers do not pair as expected with the two closers — the first closer pairs with the most recent opener, leaving the outer section covering far more of the template than intended. Result: the <h2>, <ul>, and </ul> are all inside the still-open tasks section.

The fix: each named section is opened once in any given scope, covers exactly the content that should iterate (or be conditional), and closes once. If you want to do something with the section's data twice, restructure so a single {{#section}}...{{/section}} covers it.

If section balance OR nesting fails, the template is broken even if every individual {{...}} tag passes Checks 13. Fix the structure, then re-walk Check 2 on every tag — adding, removing, or moving a section changes which scope every other tag is in.

If any check fails, do not emit the tag — fix it first.

The rule has zero exceptions. Not in render(.template = ...), not in templates loaded from .context, not in SQL {{interpolation}}, not anywhere a {{ appears in MACH source. If you find yourself about to type . between {{ and }}, the template is wrong.


Rule 2 — ONE database per DOMAIN, not one database per table

A database holds many tables. Group every table that belongs to the same business domain into one database. Do not create one database per table — that is the most common mistake a small model makes here.

What "domain" actually means in MACH

A "domain" is what one MODULE owns — a feature slice of the app, not a noun in your data model. A projects module owns everything about projects: project records, the tasks attached to them, comments on those tasks, project tags, daily project counts, archived projects. All of that lives in one database (projects_db) with many migrations (one per table).

Tasks are NOT their own domain just because "tasks" is a noun. Tasks are part of the projects domain because tasks belong to projects.

A new domain (= a new database) appears only when a new module appears — adding a billing module gives you a billing_db. Adding a new table inside the existing projects module does not give you a new database; it gives you a new migration in projects_db.

Correct: one database per domain, many tables inside

A projects domain owning projects, tasks, comments, tags:

.databases = {{
  .engine     = sqlite_db,
  .name       = "projects_db",                // one db for the whole domain
  .connect    = "file:projects.db?mode=rwc",
  .migrations = {
    "CREATE TABLE projects ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "name TEXT NOT NULL"
    ");",
    "CREATE TABLE tasks ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "project_id INTEGER NOT NULL REFERENCES projects(id),"
      "title TEXT NOT NULL"
    ");",
    "CREATE TABLE comments ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "task_id INTEGER NOT NULL REFERENCES tasks(id),"
      "body TEXT NOT NULL"
    ");",
    "CREATE TABLE tags ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "label TEXT NOT NULL"
    ");"
  }
}}

Wrong (form 1): one database per table

// DO NOT do this. Four databases for one domain is wrong.
.databases = {
  {.engine=sqlite_db, .name="projects_db", .connect="file:projects.db?mode=rwc",
   .migrations={"CREATE TABLE projects (...);"}},
  {.engine=sqlite_db, .name="tasks_db",    .connect="file:tasks.db?mode=rwc",
   .migrations={"CREATE TABLE tasks (...);"}},
  {.engine=sqlite_db, .name="comments_db", .connect="file:comments.db?mode=rwc",
   .migrations={"CREATE TABLE comments (...);"}},
  {.engine=sqlite_db, .name="tags_db",     .connect="file:tags.db?mode=rwc",
   .migrations={"CREATE TABLE tags (...);"}}
}

Wrong (form 2): parent and child split into separate databases

This is subtler and the most common failure mode. The model "knows" to group related tables, gets projects + tasks together in projects_db, then also creates a tasks_db because tasks "feel like a separate concept." Every line in this snippet is a Rule 2 violation:

// DO NOT do this. Tasks belong to projects → ONE db, two migrations.
.databases = {
  {.engine=sqlite_db, .name="projects_db", .connect="file:projects.db?mode=rwc",
   .migrations={
     "CREATE TABLE projects (...);",
     "CREATE TABLE tasks (...);"          // tasks already correctly here
   }},
  {.engine=sqlite_db, .name="tasks_db",   .connect="file:tasks.db?mode=rwc",
   .migrations={
     "CREATE TABLE tasks (...);"          // ❌ duplicate — tasks already exists above
   }}
}

// And then the query reaches for the wrong db:
query(
  {.set_key="project", .db="projects_db", .query="..."},
  {.set_key="tasks",   .db="tasks_db",    .query="..."}   // ❌ should be projects_db
)

Parent-child relationships are ONE domain, ONE database. A project and its tasks, a blog and its comments, an order and its line items, a user and its sessions, a todo and its comments — these are all parent-child relations within a single domain. They live as separate migrations on the same database, joined later via join(). Splitting them across projects_db + tasks_db (or blogs_db + comments_db, etc.) is wrong — both examples above show why.

Rationalizations to recognize and REJECT

The model talks itself into Rule 2 violations using familiar-sounding reasoning. Each of these is wrong:

  • "X and Y are different concepts (projects vs tasks, blogs vs comments, orders vs line-items), so they should be different domains."Wrong. A parent-child relation is by definition ONE domain. The relation IS the thing that makes them one domain. Whatever names X and Y have, if Y has an X_id foreign key pointing at X, they belong in the same database.
  • "Separating tables by entity is cleaner / more normalized / better separation of concerns."Wrong in MACH. The framework's unit of separation is the module, not the table. Splitting one module's tables across multiple databases doesn't add separation, it adds duplication and cross-db query friction.
  • "Microservices use one database per service, so I should use one database per table."Wrong analogy. In MACH, the equivalent of "service" is module, not "table." One module = one database.
  • "My data model has X different entities, so I need X databases."Wrong. Number of databases = number of modules, not number of entities. A module typically owns 310 tables.

Self-check before adding a second .databases entry: "Am I introducing a new module?" If no, you don't need a new database — add a migration to the existing one. If yes, the new module gets its own one db (with however many tables it owns).

Where the boundary actually goes. A new database appears when a new module appears, because each module owns its domain. The todos module has one todos_db (containing todos, comments, daily_stats, etc.). The activity module has its own activity_db. The billing module has billing_db. One database per domain, one domain per module. A new database appears with a new module, not with a new table.

Migrations are an array on the same database; they run in order, so a later table can reference an earlier one with REFERENCES.

Canonical worked snippet — project + tasks pipeline (copy this shape)

This is the exact pattern for "show one parent and its children." If you're writing anything that fits this shape (project + tasks, blog + comments, order + line items, user + sessions), copy this snippet's structure and rename.

#include <mach.h>
#include <sqlite.h>

config mach(){
  return (config){
    .resources = {
      {"project", "/projects/:id",
        .get = {
          validate({"id", .validation = validate_integer,
            .message = "must be an integer"}),

          // Rule 3: ONE step, TWO items, SAME db (Rule 2: parent + child = same domain).
          query(
            {.set_key = "project", .db = "projects_db",
             .query = "select id, name from projects where id = {{id}};"},
            {.set_key = "tasks",   .db = "projects_db",   // ← SAME db
             .query = "select id, project_id, title from tasks where project_id = {{id}};"}
          ),

          join(
            .target_table_key      = "project",
            .target_field_key      = "id",
            .nested_table_key      = "tasks",
            .nested_field_key      = "project_id",
            .target_join_field_key = "tasks"
          ),

          // Rule 1: open {{#project}} first; tasks lives INSIDE it after join.
          render(.template =
            "{{#project}}"
              "<h1>{{name}}</h1>"
              "<h2>Tasks</h2>"
              "<ul>{{#tasks}}<li>{{title}}</li>{{/tasks}}</ul>"
            "{{/project}}")
        }
      }
    },

    // Rule 2: ONE db for the projects domain. TWO migrations.
    .databases = {{
      .engine     = sqlite_db,
      .name       = "projects_db",
      .connect    = "file:projects.db?mode=rwc",
      .migrations = {
        "CREATE TABLE projects ("
          "id INTEGER PRIMARY KEY AUTOINCREMENT,"
          "name TEXT NOT NULL"
        ");",
        "CREATE TABLE tasks ("
          "id INTEGER PRIMARY KEY AUTOINCREMENT,"
          "project_id INTEGER NOT NULL REFERENCES projects(id),"
          "title TEXT NOT NULL"
        ");"
      }
    }},

    .modules = {sqlite}    // ← REQUIRED. The sqlite bundled module must be
                            //   registered for SQLite databases to work.
                            //   Do NOT remove this line "for brevity" or
                            //   assume some other file handles it. Every
                            //   bundled module you use (sqlite, postgres,
                            //   htmx, datastar, session_auth, etc.) must
                            //   be listed here.
  };
}

Every piece labeled. Every rule satisfied. This shape is the same for every "parent + children" pipeline. Substitute names freely:

  • project + tasksblog + comments, order + line_items, user + sessions, playlist + tracks, anything with the same parent-child structure.
  • projects_dbblog_db, commerce_db, whatever your one-domain database is named.
  • sqlitepostgres, mysql, etc., for whichever engine module your .databases.engine uses.

What does NOT change shape regardless of names:

  • ONE .databases entry containing TWO migrations (parent + child).
  • ONE query() step containing TWO items, both with the SAME .db.
  • ONE join() between them.
  • The render() template wrapping everything in {{#parent}}...{{/parent}}, with the children iterated as {{#children}}...{{/children}} inside.
  • .modules = {<engine>} listed once at the top level.

If your version has TWO .databases entries, two query() steps, two config functions only one of which is registered, dot notation in the template, parent fields rendered at root scope outside {{#parent}}, or a missing .modules line — your version is wrong, this one's shape is right. Reshape yours to match, then rename.


Rule 3 — Concurrent queries: ONE step, MANY items (across databases too)

query() and fetch() run their items in parallel. Two separate query() steps run serially. Whenever you need more than one query or fetch and they don't depend on each other's results, put them in one step. This works even when the items hit different databases.

Concurrent — one query() call with multiple items

Same database:

query(
  {.set_key = "todos", .db = "todos_db", .query = "select id, title from todos;"},
  {.set_key = "count", .db = "todos_db", .query = "select count(*) as n from todos;"}
)

Across multiple databases — still one step, still concurrent:

query(
  {.set_key = "user",     .db = "users_db",    .query = "select * from users where id = {{id}};"},
  {.set_key = "orders",   .db = "commerce_db", .query = "select * from orders where user_id = {{id}};"},
  {.set_key = "activity", .db = "activity_db", .query = "select * from events where user_id = {{id}};"}
)

Same rule for fetch():

fetch(
  {"https://api.x.dev/a", .set_key = "a"},
  {"https://api.y.dev/b", .set_key = "b"}
)

Serial — multiple steps, each waiting for the previous

// DO NOT do this when the queries are independent. Three round-trips, in series.
query({.set_key = "user",     .db = "users_db",    .query = "..."}),
query({.set_key = "orders",   .db = "commerce_db", .query = "..."}),
query({.set_key = "activity", .db = "activity_db", .query = "..."})

Use separate steps only when a later query depends on a value the earlier query produced. Otherwise: one step, many items.


Rule 4 — SQL {{values}} are bound as prepared-statement parameters

In query() and find(), {{interpolation}} is bound as a parameter, never spliced into the SQL string. SQL injection is impossible at the framework level. Do not pre-quote, do not pre-escape.

 query({.db = "db", .query = "insert into todos(title) values({{title}});"})
 query({.db = "db", .query = "insert into todos(title) values('{{title}}');"})  // double-quoted

For transactions, use BEGIN / COMMIT / ROLLBACK directly in your queries.


Rule 5 — Each query() / find() item: positional asset name OR .query. Pick exactly one. The asset name must actually exist.

There are two ways to supply SQL to a query item. Pick exactly one per item, and if you pick the positional asset-name form, the name must reference an asset that actually exists in .context.

 query({.set_key = "todos", .db = "todos_db",
         .query = "select id, title from todos;"})
   // SQL inlined. No .context entry needed. Works in any snippet.

 query({"get_todos", .set_key = "todos", .db = "todos_db"})
   // SQL loaded by name from .context. Requires the asset to be defined:
   //   .context = {{"get_todos", (asset){#embed "get_todos.sql"}}}
   // Without that .context entry, this is a phantom reference (see ❌ below).

 query({"get_todos", .set_key = "todos", .db = "todos_db",
         .query = "select ..."})
   // BOTH forms in one item → boot rejection.

 query({"get_todos", .set_key = "todos", .db = "todos_db"})
   // The name "get_todos" is positional asset reference, but no
   // .context = {{"get_todos", (asset){#embed "..."}}} entry exists
   // anywhere in the config. The query has NO SQL to run. Boot
   // rejection / runtime failure. (Same shape as the ✅ above — the
   // ONLY difference is whether .context defined the asset.)

If your config does not have a .context section that embeds SQL files, you MUST use inline .query. The two forms are not interchangeable; the positional form is shorthand that says "this name was already embedded as an asset elsewhere in the config".

The asset-name form is a Step-8 optimization (see Guide §8 "External Assets") for when SQL grows too large to keep in the .c file. For any inline-only snippet, .query is the only valid form. Do not reach for the positional name to avoid writing the SQL string — that produces a phantom reference, not a working query.

The same rule applies to find() and to render() (asset name in .context vs .template inline string).


Rule 6 — find() raises http_not_found on zero rows, query() does not

Otherwise the two are identical. Use find() for "must exist" lookups (detail pages, by-id reads). Use query() for lists, counts, writes, and anything where zero rows is a normal outcome.


Rule 7 — No malloc / free, no threads, no mutexes, no locks

Per-request arena handles all memory. Reactors and the shared thread pool handle all concurrency. Application code never calls these.

For a buffer in a pipeline: char *buf = allocate(256); (reclaimed when the request ends). To clean up a pointer returned by an external library: defer_free(out); (cleanup runs when the arena releases).


Rule 8 — Resource-based, not route-based

Resources are referenced by name, never by hard-coded path:

{{url:todos}}              // → /todos
{{url:todo:5}}             // → /todos/5  (literal arg)
{{url:todo:id}}            // → /todos/{id from context}
redirect("todo:{{id}}")    // 302 to /todos/{id}
reroute("todos")           // re-enter pipeline server-side, same request

Changing /todos to /items later means changing one .url field. Every link, redirect, and reroute follows.


C SYNTAX PATTERNS — MACH expects standard C23 idioms

Three C-language patterns trip up small models even when MACH semantics are correct. Get these wrong and the snippet will not compile, no matter how perfectly it follows Rules 18. If your output looks semantically right but doesn't match these three patterns, fix it.

Pattern 1 — Adjacent string literals concatenate. One quoted line per source line.

C joins adjacent string literals at compile time. Use this idiom for every multi-line SQL statement and every inline template. Do NOT put a raw newline inside a single quoted string. Do NOT mix quoted text and bare text on the same line.

 "CREATE TABLE projects ("        // each source line is its own
   "id INTEGER PRIMARY KEY,"         // properly terminated quoted string
   "name TEXT NOT NULL"              // C concatenates them automatically
   ");"

 "CREATE TABLE projects (          // ← raw newline inside string = compile error
     id INTEGER PRIMARY KEY,
     name TEXT NOT NULL
   );"

 "CREATE TABLE projects ("
     id INTEGER PRIMARY KEY,         // ← bare identifier, not in any string
     name TEXT NOT NULL
   ");"

The exact same rule applies to inline templates — including the Mustache section markers:

 render(.template =
     "{{#project}}"                       // every fragment is a quoted
       "<h1>{{name}}</h1>"                // string on its own line
       "<ul>"
         "{{#tasks}}<li>{{title}}</li>{{/tasks}}"
       "</ul>"
     "{{/project}}")

 render(.template =
     "{{#project}}"
       "<h1>{{name}}</h1>"
       "<ul>"
         {{#tasks}}                        // ← bare Mustache, not a string
           <li>{{title}}</li>              // ← bare HTML, not a string
         {{/tasks}}                        // ← bare Mustache, not a string
       </ul>"                              // ← stray closing quote opens nothing
     "{{/project}}")

The mental model: a MACH inline template is not a heredoc. It is a pile of small C string literals that the compiler glues together. Every fragment, every section marker, every literal HTML scrap must be inside its own "...".

Pattern 2 — Any " inside a C string ends it. Escape with \" or use '.

This rule shows up in two distinct places, but it's the same underlying C-language fact: a literal " character inside a C string literal terminates the string. Whatever follows is parsed as bare tokens.

2a — SQL identifiers

Standard SQL allows quoting identifiers with double quotes, but MACH embeds SQL inside C strings, so a " inside the SQL ends the C string.

 "CREATE TABLE projects (id INTEGER PRIMARY KEY, name TEXT NOT NULL);"

 "CREATE TABLE projects (\"id\" INTEGER PRIMARY KEY, \"name\" TEXT NOT NULL);"
   //                       ↑ technically works (escaped), but unnecessary

 "CREATE TABLE projects ("id" INTEGER PRIMARY KEY, "name" TEXT NOT NULL);"
   //                      ↑ this " closes the C string immediately — broken

SQLite, Postgres, and MySQL all accept unquoted identifiers for normal column and table names. Never quote identifiers in MACH SQL unless the identifier is a SQL reserved word — and even then, escape with \", not bare ".

2b — HTML attribute values inside inline templates

Inline templates are also C strings, so the same rule applies to any " inside the HTML. HTML attribute values can be wrapped in either "..." or '...'. Inside a C-string template, you have two valid options:

  • Escape the double quote with \": class=\"task-list\"
  • Use single quotes: class='task-list' — HTML accepts this and there's no escape needed because ' doesn't conflict with C string delimiters

Either is fine; bare " is broken. The same goes for any attribute value that uses Mustache interpolation:

 "<li class=\"task-item\" data-id=\"{{id}}\">{{title}}</li>"
   //         ↑ escaped         ↑ escaped

 "<li class='task-item' data-id='{{id}}'>{{title}}</li>"
   //         ↑ single quotes   ↑ single quotes — no escape needed

 "<li class="task-item" data-id="{{id}}">{{title}}</li>"
   //         ↑ this " ends the C string immediately
   //   everything after `task-item` is parsed as bare tokens — compile error

The trap: a model can write class=\"x\" correctly five times in the same template, then slip on the sixth attribute and write class="x" bare. Every attribute must be checked individually. The simplest way to make slips impossible: default to single quotes for every HTML attribute in an inline template. Then there's nothing to escape.

Pattern 3 — All top-level config fields go INSIDE the same (config){...} block, comma-separated

There is no file-scope config in MACH. The entire app configuration is the single (config){...} value that mach() returns. .databases, .modules, .resources, .tasks, .publishes, .context, .events, .errors, .repairs are NOT standalone declarations. They are not module-level settings. They are not "global config blocks." They are fields of one struct initializer — the value mach() returns. Designated initializer syntax (.field = value) is meaningful only inside a struct initializer; at file scope, after a function has closed, it's a syntax error.

There is exactly one (config){...} per mach(), and exactly one }; to close it. Every field of your app — every database, every module, every resource, every task — goes inside that one pair of braces, comma-separated.

 config mach(){
     return (config){
       .resources = {...},      // comma between fields
       .databases = {{...}},    // comma between fields
       .modules   = {sqlite}    // last field — no trailing comma needed
     };                          // ONE closing brace + ONE semicolon
   }                             // function body ends here, AFTER the };

There are two distinct ways to break this. Both are common.

Failure mode A — premature }; inside mach()

 config mach(){
     return (config){
       .resources = {...}
     };                          // ← THIS ends the return statement early
                                  //   everything below is dead code
     .databases = {{...}};       // ← inside function body but outside any
     .modules = {sqlite};        //   expression: compile error
   }

Failure mode B — fields placed after mach() closes (at file scope)

This is the "global configuration block" misconception: the model correctly closes (config){...} and the function body, then writes more .field = ... lines below, as if MACH had file-scope settings. It does not.

 config mach(){
     return (config){
       .resources = {...}
     };
   }                              // ← mach() function ends here

   // "Global Configuration Block"   ← THERE IS NO SUCH THING
   .databases = {{...}},          // ← floating designated-initializer at
   .modules = {sqlite}            //   file scope: NOT valid C, NOT
                                   //   recognized by MACH, will not compile

The giveaway sign of failure mode B: a comment near the bottom of the file labeling a section as "global config," "module-level configuration," "mandatory registration," or anything implying top-level. If you wrote such a comment, the code below it is at file scope and is wrong. Move every one of those .field = ... lines inside the (config){...} initializer that mach() returns, comma-separating them with the other fields already there.

Brace count check. In the form, traversing the source from top to bottom, you should see:

  1. config mach(){ — function opens
  2. return (config){ — initializer opens
  3. (all .field = ... lines, comma-separated)
  4. }; — closes (config){...} AND ends the return statement (one };)
  5. } — closes the function body (one })

That's it. Exactly one (config){...} initializer. Exactly one };. Exactly one } closing the function. Anything else means the structure is broken.

Self-check before emitting any snippet

Four quick passes over your generated code:

  1. Strings: does every line of every multi-line SQL or template start with " and end with "? Are there any raw newlines inside a string, or any bare HTML/SQL tokens between strings?
  2. Bare " inside C strings: scan every multi-line SQL and every inline template. Are any column/table names wrapped in "..."? Are any HTML attributes written attr="..." instead of attr=\"...\" or attr='...'? Either fix: escape with \" or switch to '. Bare " ends the C string and breaks compilation.
  3. Brace count: is there exactly one }; at the end of the (config){...} initializer, and one } closing the mach() function body? Are all .fields inside that one initializer, comma-separated?
  4. No file-scope fields: scan from the closing } of mach() to the end of the file. There must be nothing between them except other config functions or #include directives. If you see .databases, .modules, .resources, or any other .field = ... line outside mach(), move it inside the (config){...} initializer.

If any check fails, the snippet won't compile. Fix it before returning.


Guide

A todo app, built one concept at a time. Each step shows only the new pieces; carry forward the previous code.

1. A Page

Two resources, each with a GET pipeline. {{url:name}} resolves at render time.

#include <mach.h>

config mach(){
  return (config) {
    .resources = {
      {"home", "/",
        .get = { render(.template =
          "<html><body><h1>Welcome</h1>"
          "<a href='{{url:todos}}'>My Todos</a>"
          "</body></html>") }
      },
      {"todos", "/todos",
        .get = { render(.template = "<h1>My Todos</h1><p>Nothing yet.</p>") }
      }
    }
  };
}

2. Show Data

Add SQLite. query() stores rows under todos. The template opens the section to iterate (Rule 1: section, never dot).

#include <sqlite.h>

// inside todos resource:
.get = {
  query({.set_key = "todos", .db = "todos_db",
    .query = "select id, title from todos;"}),
  render(.template =
    "<h1>My Todos</h1>"
    "<ul>{{#todos}}<li>{{title}}</li>{{/todos}}</ul>")
}

// inside config:
.databases = {{
  .engine     = sqlite_db,
  .name       = "todos_db",
  .connect    = "file:todos.db?mode=rwc",
  .migrations = {
    "CREATE TABLE todos ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "title TEXT NOT NULL"
    ");"
  },
  .seeds = {"INSERT INTO todos(title) VALUES('Learn MACH');"}
}},
.modules = {sqlite}

To fetch two things at once, put both items in one query() call (Rule 3):

query(
  {.set_key="todos", .db="todos_db", .query="select id, title from todos;"},
  {.set_key="count", .db="todos_db", .query="select count(*) as n from todos;"}
)

3. Accept Input

validate()query()redirect() (POST-redirect-GET). On success title is promoted from input:title to app scope and bound as a prepared parameter (Rule 4) in the SQL.

.post = {
  validate({"title",
    .validation = validate_not_empty,
    .message    = "title cannot be empty"}),
  query({.db = "todos_db",
    .query = "insert into todos(title) values({{title}});"}),
  redirect("todos")
}

Add the form to the GET template; {{input:title}} repopulates after errors:

<form method='post' action='{{url:todos}}'>
  <input name='title' value='{{input:title}}'>
  <button>Add</button>
</form>

4. Handle Errors

A failed validate() raises http_bad_request. A resource-scoped error handler re-enters the GET pipeline with reroute(). Both input: and error: scopes survive the reroute.

.errors = {
  {http_bad_request, { reroute("todos") }}
}
<input name='title' value='{{input:title}}'>
{{#error:title}}<span>{{error_message:title}}</span>{{/error:title}}

5. Nested Data

Fetch parent + children concurrently in one query() (Rule 3), join() to nest, then enter the parent section to render. Comments belong to the same domain as todos, so comments is a new migration on the existing todos_db (Rule 2), not a new database.

{"todo", "/todos/:id",
  .get = {
    validate({"id", .validation = validate_integer,
      .message = "must be an integer"}),
    query(
      {.set_key = "todo",     .db = "todos_db",
       .query = "select id, title from todos where id = {{id}};"},
      {.set_key = "comments", .db = "todos_db",
       .query = "select id, todo_id, body from comments where todo_id = {{id}};"}
    ),
    join(
      .target_table_key      = "todo",
      .target_field_key      = "id",
      .nested_table_key      = "comments",
      .nested_field_key      = "todo_id",
      .target_join_field_key = "comments"
    ),
    render(.template =
      "{{#todo}}"
        "<h1>{{title}}</h1>"
        "<ul>{{#comments}}<li>{{body}}</li>{{/comments}}</ul>"
      "{{/todo}}")
  }
}

After join(), comments lives inside each todo record. Reach it from within {{#todo}}. Iterating {{#comments}} at root after a join renders nothing.

6. Tasks

Tasks run async on task reactors. Trigger with task("name") or via .cron. Same task can be both. Tasks are durable: the process can crash mid-task and resume at the failed step on next boot.

// in POST pipeline:
.post = {
  validate({...}),
  query({...}),
  task("record_daily_stats"),
  redirect("todos")
}

// at config level:
.tasks = {
  {"record_daily_stats", {
    query({.db = "todos_db",
      .query = "insert into daily_stats(todo_count) "
               "select count(*) from todos;"})
  }, .cron = "0 0 * * *"}
}

If the task needs caller context, list keys under .accepts:

{"recount_for_user", {
  query({.db="todos_db", .query="update users set ... where id = {{user_id}};"})
}, .accepts = {"user_id"}}

7. Modules & Events

A module is a .c file with a function returning config. It owns its own resources, its own database (one per domain — Rule 2), migrations, tasks, and event subscribers. Modules communicate only through pub/sub events, never direct calls. main.c includes them and registers them under .modules.

.
├── todos/todos.c        // config todos() { ... }
├── activity/activity.c  // config activity() { ... }
└── main.c

main.c:

#include <mach.h>
#include <sqlite.h>
#include "todos/todos.c"
#include "activity/activity.c"

config mach(){
  return (config){
    .resources = {{"home", "/", .get = { render(.template = "<h1>Welcome</h1>") }}},
    .modules = {todos, activity, sqlite}
  };
}

Publisher declares .publishes and calls emit():

config todos(){
  return (config){
    .name = "todos",
    .publishes = {{"todo_created", .with = {"title"}}},
    .resources = {
      {"todos", "/todos",
        .post = {
          validate({"title", .validation = validate_not_empty}),
          query({.db = "todos_db",
            .query = "insert into todos(title) values({{title}});"}),
          emit("todo_created"),
          redirect("todos")
        }
      }
    }
    // ... own database (todos_db) here
  };
}

Subscriber declares an .events entry. Published keys (title) arrive in context. Subscriber owns its own database (activity_db).

config activity(){
  return (config){
    .name = "activity",
    .events = {
      {"todo_created", {
        query({.db = "activity_db",
          .query = "insert into activities(kind, ref) "
                   "values('created', {{title}});"})
      }}
    }
    // ... own database (activity_db) here
  };
}

When .publishes exists anywhere, MACH creates a mach_events database and tracks delivery. Undelivered events replay on next boot.

8. External Assets

Once templates and SQL grow, extract them into files. Embed with (asset){#embed "file"} in .context, then reference by name from render(), query(), and find(). .migrations accepts assets directly.

todos/
├── todos.c
├── todos_list.mustache.html
├── get_todos.sql
├── create_todo.sql
└── create_todos_table.sql

todos/get_todos.sql

select id, title from todos;

todos/todos.c (excerpt):

.resources = {
  {"todos", "/todos",
    .get  = { query({"get_todos", .set_key = "todos", .db = "todos_db"}),
              render("todos_list") },
    .post = { validate({"title", .validation = validate_not_empty}),
              query({"create_todo", .db = "todos_db"}),
              redirect("todos") }
  }
},
.context = {
  {"todos_list", (asset){#embed "todos_list.mustache.html"}},
  {"get_todos",  (asset){#embed "get_todos.sql"}},
  {"create_todo",(asset){#embed "create_todo.sql"}}
},
.databases = {{
  .engine     = sqlite_db,
  .name       = "todos_db",
  .connect    = "file:todos.db?mode=rwc",
  .migrations = {(asset){#embed "create_todos_table.sql"}}
}}

SQL {{interpolation}} works the same as inline (still parameter-bound).

9. External Data

fetch() makes an HTTP request and stores the response in context. JSON is parsed into tables/records (nested JSON → nested context tables); plain text stores as a string.

.get = {
  fetch("https://api.quotable.io/random", .set_key = "quote"),
  render("home")
}

The Quotable API returns {"author":"...","content":"..."}, parsed into a single-row table under quote. Template opens the section (Rule 1):

{{#quote}}<blockquote>{{content}}, {{author}}</blockquote>{{/quote}}

Multiple items in one fetch() run concurrently, same as query(). fetch() supports POST/PUT/PATCH/DELETE, custom headers, JSON or text bodies, and {{interpolation}} in URLs.


Reference

Notation

  • {} — single value or struct: .get = { ... }
  • {{}} — array of structs: .databases = {{ ... }}
  • Multiple elements: .databases = {{...}, {...}}
  • Multiple step items: query({...}, {...})

Context

Per-request scoped key-value store. Three scopes:

  • input:xxx — raw request parameters
  • error:xxx — validation/error data
  • (unprefixed) — app scope: query results, validated inputs, .context values

validate() promotes from input: to app scope. Docker secrets land in context. .context seeds variables and assets at the root. Assets baked at compile time via (asset){#embed "file"}.

.context = {
  {"site_name", "MACH App"},
  {"layout",    (asset){#embed "static/layout.mustache.html"}},
  {"get_todos", (asset){#embed "todos/get_todos.sql"}}
}

Databases

Migrations are forward-only, index-based, applied once each in array order, tracked in mach_meta. Seeds are idempotent. Multi-tenant via {{interpolation}} in .connect; connections pooled with LRU eviction.

Reminder (Rule 2): one database per domain, many tables. Related tables go as separate migrations on the same database.

.databases = {{
  .engine     = sqlite_db,
  .name       = "blog_db",
  .connect    = "file:{{user_id}}_blog.db?mode=rwc",   // multi-tenant
  .migrations = {
    "CREATE TABLE blogs ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "title TEXT NOT NULL,"
      "content TEXT NOT NULL"
    ");",
    "CREATE TABLE comments ("
      "id INTEGER PRIMARY KEY AUTOINCREMENT,"
      "blog_id INTEGER NOT NULL REFERENCES blogs(id),"
      "body TEXT NOT NULL"
    ");"
  },
  .seeds = {"INSERT OR IGNORE INTO blogs(id, title, content) VALUES(1, 'Hi', 'First');"}
}}

Engines: sqlite_db, postgres_db, mysql_db, redis_db, duckdb_db

Resource Pipelines

Each .resources entry is a named URL endpoint. Identified by name in {{url:name}}, redirect(), reroute() with colon-separated positional args (name:arg1:arg2) that fill :params in URL-pattern order. Args can be literals or context keys.

  • {{url:todos}}/todos
  • {{url:todo:5}}/todos/5 (literal)
  • {{url:todo:id}} → reads id from current scope
  • {{url:org_todo:acme:5}} → fills multiple :params

Path specificity is automatic: /todos/active beats /todos/:id. Verb selection: HTTP method, or ?http_method=... parameter (lets HTML forms reach PATCH/DELETE/SSE).

Fields:

  • .name (pos) — identifier
  • .url (pos) — pattern with :params
  • .steps (pos) — shared steps run before every verb (middleware slot)
  • .mime — default response content type
  • .get .post .put .patch .delete — verb pipelines (arrays of steps)
  • .sse — persistent SSE channel; first positional is channel name
  • .errors — terminal handlers keyed by error code
  • .repairs — resumable handlers keyed by error code
{"todo", "/todos/:id", {
  validate({"id", .validation = "^\\d+$", .message = "must be a number"})
},
  .mime  = mime_html,
  .get   = { find({"get_todo", .set_key = "todo", .db = "todos_db"}),
             render("todo") },
  .patch = { validate({"title", .validation = validate_not_empty, .message = "required"}),
             query({.db = "todos_db",
               .query = "update todos set title = {{title}} where id = {{id}};"}),
             redirect("todo:{{id}}") },
  .delete = { query({.db = "todos_db",
                .query = "delete from todos where id = {{id}};"}),
              redirect("todos") },
  .sse    = {"todo/{{id}}", sse(.event = "ready") },
  .errors = {{http_not_found, { render("404") }}}
}

MIME types: mime_html, mime_txt, mime_sse, mime_json, mime_js

Template Helpers

{{helper:args}} — positional, colon-separated (not dot-separated). Each arg is a literal or a context key.

Helper Purpose Example
{{raw:field}} emit without HTML-escape (default escapes) <div>{{raw:body_html}}</div>
{{precision:field:N}} numeric format with N decimals ${{precision:total:2}}
{{input:field}} raw request param (form repopulation) <input value='{{input:title}}'>
{{error:field}} truthy when field has an error (use as section) {{#error:title}}!{{/error:title}}
{{error_message:field}} the validation/error message <span>{{error_message:title}}</span>
{{error_code:field}} HTTP status code for the field error {{error_code:title}}
{{url:name[:args]}} resource URL by name with positional args <a href='{{url:todo:id}}'>...</a>
{{asset:filename}} cache-busted URL for public/ file <link href='{{asset:styles.css}}'>
{{csrf:token}} CSRF token (for query strings); sets cookie ?csrf={{csrf:token}}
{{csrf:input}} hidden <input> carrying CSRF token <form>{{csrf:input}}...</form>

CSRF verification is automatic: MACH compares the incoming token to the cookie (httponly/secure/samesite) and returns 403 on mismatch. Just emit {{csrf:token}} or {{csrf:input}}.

The table above is exhaustive. Helpers not in it do not exist in MACH. Other Mustache implementations (Handlebars, Mustache.js, some server-side ports) ship extras like {{length}}, {{count}}, {{size}}, {{first}}, {{last}}, {{index}}, {{@key}}, {{lookup}}, {{#if}}, {{#each}}, {{else}}, lambdas, and partials. None of these work in MACH. Writing them in a template produces empty output (Rule 1: unknown keys render "") or, worse, accidentally interpreted as section openers.

What MACH supports for templates:

  • Field interpolation: {{field_name}}
  • Sections: {{#name}}...{{/name}} (truthy / iteration)
  • Inverted sections: {{^name}}...{{/name}} (falsy / empty list)
  • Helpers in the table above
  • HTML comments work normally; Mustache comments {{! ... }} are NOT supported — use HTML <!-- ... --> instead

How to do common things you might reach for a missing helper for:

  • Counts: compute in SQL, not the template. Add a query item {.set_key = "stats", .db = "...", .query = "select count(*) as n from tasks where project_id = {{id}};"} and render it as {{#stats}}{{n}} tasks{{/stats}}. Do not invent {{length}}.
  • Conditionals: use sections. {{#has_tasks}}...{{/has_tasks}} where has_tasks is set by your query or an exec() step. There is no {{#if x}}.
  • First / last / index: usually means you want a different SQL query (limit 1, order by ... desc limit 1, etc.) — produce the right rows in the database, then iterate them with {{#section}}.
  • Iteration with index numbers: select row_number() over (...) as n in SQL and render {{n}} inside the section.

If you need a templating feature that isn't in the table or the list above, the answer is almost always "do it in SQL or exec(), then render the result." The template layer is intentionally minimal — it's a renderer, not a programming language.

Pipeline Steps

Every step accepts .if_context and .unless_context.

validate

Regex-checks request parameters. On success, promotes input:name to app scope. On failure, sets error:name and raises http_bad_request. All validations in one call complete before the error fires (so all errors arrive together for form re-rendering). Define your own: #define validate_zipcode "^\\d{5}$".

  • .param_key (pos) — name of param
  • .validation — regex string or built-in macro
  • .message — human-readable error
  • .optional — skip when param absent
  • .fallback — default when param absent
validate(
  {"email",  .validation = validate_email,     .message = "must be a valid email"},
  {"title",  .validation = validate_not_empty, .message = "cannot be empty"},
  {"page",   .fallback   = "1",
             .validation = "^\\d+$",            .message = "must be a number"},
  {"filter", .optional   = true,
             .validation = "^(active|done)$",   .message = "must be active or done"}
)

Built-in validators:

  • Strings: validate_not_empty, validate_alpha, validate_alphanumeric, validate_slug, validate_no_html
  • Numbers: validate_integer, validate_positive, validate_float, validate_percentage
  • Identity: validate_email, validate_uuid, validate_username
  • Dates: validate_date, validate_time, validate_datetime
  • Web: validate_url, validate_ipv4, validate_hex_color
  • Codes: validate_zipcode_us, validate_phone_e164, validate_cron
  • Security: validate_no_sqli, validate_token, validate_base64
  • Boolean: validate_boolean, validate_yes_no, validate_on_off

find & query

Both run database queries. find() raises http_not_found on zero rows; query() does not. Otherwise identical.

Before emitting any query() / find() item, run the Rule 5 check. Each item supplies SQL exactly one way:

  • Inline .query = "select ..." — works in any snippet, no .context setup required. Use this by default.
  • Positional asset name {"get_todos", ...} — only valid if .context actually defines "get_todos" as an embedded asset. Without that entry, the query has no SQL and will fail.

If your config has no .context section, .query is the only valid form. Do not type a positional name to "tidy up" — that produces a phantom reference, not a working query.

.set_key stores the result as a table in context (always — even single-row results, see Rule 1 Pattern B). Templates open the table as a section to access fields. SQL is either inlined with .query OR loaded by name from .context as the positional (Rule 5). Multiple items in one step run concurrently (Rule 3), even across different databases. Interpolated {{values}} are bound as prepared parameters (Rule 4). For transactions: BEGIN/COMMIT/ROLLBACK in the SQL.

  • .template_key (pos) — SQL asset name in .context (vs .query)
  • .query — inline SQL string with {{interpolation}} (vs positional)
  • .set_key — context key for result table
  • .db — database name from .databases
  • .if_context / .unless_context (per item) — conditionally include while other items run concurrently
query(
  {"get_todos", .set_key = "todos", .db = "todos_db"},
  {.set_key = "count", .db = "todos_db",
   .query = "select count(*) as n from todos where user_id = {{user_id}};"},
  {.if_context = "show_urgent", .set_key = "urgent", .db = "todos_db",
   .query = "select id, title from todos where priority = 'high';"}
)

join

Nests records from one context table into each matching record of another, in memory. After join(), the inner records live inside each outer record. Templates must enter the outer section to reach the nested data. {{#comments}} at root after a join is empty.

  • .target_table_key — outer table receiving children
  • .target_field_key — outer field to match
  • .nested_table_key — inner table to nest
  • .nested_field_key — inner field that points to outer
  • .target_join_field_key — new field on outer holding matched inner records

Pattern: concurrent query()join()render():

query(
  {.set_key="blog",     .db="blog_db", .query="select id, title from blogs where id = {{id}};"},
  {.set_key="comments", .db="blog_db", .query="select id, blog_id, body from comments where blog_id = {{id}};"}
),
join(
  .target_table_key="blog", .target_field_key="id",
  .nested_table_key="comments", .nested_field_key="blog_id",
  .target_join_field_key="comments"
),
render(.template =
  "{{#blog}}"
    "<h1>{{title}}</h1>"
    "<ul>{{#comments}}<li>{{body}}</li>{{/comments}}</ul>"
  "{{/blog}}")

Context shape:

after query(): { blog: [{id,title}],          comments: [{id,blog_id,body}, ...] }
after join():  { blog: [{id,title, comments: [{id,blog_id,body}, ...]}] }

fetch

HTTP request → context. JSON parsed into tables/records; text stored as string. Multiple items in one step run concurrently.

  • .url (pos) — URL with {{interpolation}}
  • .set_key — context key for response
  • .method — defaults http_get
  • .headers — array of {name, value} pairs
  • .json — context key serialized as JSON request body
  • .text — context key sent as plain-text body
fetch("https://api.payments.dev/charge",
  .set_key = "receipt",
  .method  = http_post,
  .headers = {
    {"Authorization",   "Bearer {{api_key}}"},
    {"Idempotency-Key", "{{order_id}}"}
  },
  .json = "order"
)

HTTP methods: http_get, http_post, http_put, http_patch, http_delete, http_sse_method

exec

Calls a C function or block with imperative access to context. Dispatched to the shared thread pool (releases the reactor); pipeline resumes on the original reactor when done. Use for blocking I/O or CPU work. Trigger an error pipeline from inside via error_set().

  • Block (pos) — inline block
  • .call — named C function
exec(^(){
  auto t = get("challengers");
  record_set(table_get(t, 0), "opponent_id",
             record_get(table_get(t, 1), "id"));
})

exec(.call = assign_opponents)

Imperative API (in exec blocks/functions):

  • Context: get(name), set(name, value), has(name), format(fmt)
  • Memory: allocate(bytes), defer_free(ptr)
  • Errors: error_set(name, err), error_get(name), error_has(name)
  • Tables: table_new(), table_count(t), table_get(t, i), table_add(t, r), table_remove(t, r), table_remove_at(t, i)
  • Records: record_new(), record_set(r, name, value), record_get(r, name), record_remove(r, name)

emit

Triggers a pub/sub event. Subscribers in other modules react via their .events pipelines.

emit("todo_created")

task

Enqueues a named job in the task database; calling pipeline continues immediately.

task("recount_todos")

sse

Pushes a Server-Sent Event. With .channel, broadcasts. Without, sent only to the requesting client.

  • .channel (pos) — broadcast channel with {{interpolation}}
  • .event — SSE event: line
  • .data — array of strings (one per data: line)
  • .comment: comment line (keep-alives)
sse(
  .channel = "todos/{{user_id}}",
  .event   = "todo_updated",
  .data    = {"id: {{todo_id}}", "title: {{title}}"},
  .comment = "broadcast at {{timestamp}}"
)

ds_sse

Datastar-formatted SSE; provided by datastar module. Pushes DOM updates and reactive state. Without channel goes to requesting client; with channel broadcasts.

  • .channel (pos) — broadcast channel
  • .target — DOM element id
  • .mode — fragment insertion mode
  • .elements — render_config (positional is asset name; supports .template, .engine)
  • .signals — JSON updating Datastar reactive state
  • .js — JS snippet evaluated on client
ds_sse("todos/{{user_id}}",
  .target   = "todo-list",
  .mode     = mode_prepend,
  .elements = {"todo_row"},
  .signals  = "{\"count\": {{count}}}",
  .js       = "window.scrollTo(0, 0)"
)

Modes: mode_outer, mode_inner, mode_replace, mode_prepend, mode_append, mode_before, mode_after, mode_remove

render

Outputs a Mustache template. Auto-escapes by default ({{raw:field}} opts out). All field access follows Rule 1 — sections only, never dot.

Before emitting any render(.template = ...), run the Template Checklist from Rule 1 against every {{ ... }} in the string. Three checks per tag, in order:

  1. No . between {{ and }} — if there is, stop and add a section.
  2. The bare name must be reachable from the current nesting level (root, or inside whichever {{#section}} you are currently in).
  3. Number of {{#...}}{{/...}} wrappers = number of nesting levels between root and the field.

Same rule as Rule 5 applies to the template form itself: use either the positional asset name (which must exist in .context) OR the inline .template string. If your config has no .context section embedding template files, use .template inline — do not reference a phantom asset name.

  • .template_key (pos) — asset name in .context
  • .template — inline Mustache string
  • .status — HTTP status (default http_ok)
  • .mime — override content type
  • .enginemustache (default) or mdm (Markdown-with-Mustache)
  • .json_table_key — context table to serialize as JSON response (sets application/json; nested tables → nested JSON)
render("todos")
render(.template = "<h1>{{site_name}}</h1>")
render("not_found", .status = http_not_found)
render(.engine = mdm, .template = "# Welcome, {{user_name}}")
render(.json_table_key = "todos")

HTTP statuses: http_ok (200), http_created (201), http_redirect (302), http_bad_request (400), http_not_authorized (401), http_not_found (404), http_error (500)

headers & cookies

Set response headers/cookies. Values support {{interpolation}}.

headers({{"X-Request-Id", "{{request_id}}"}, {"Cache-Control", "no-store"}})
cookies({{"session", "{{session_id}}"}})

redirect & reroute

redirect() sends a 302 to the client (browser navigates). reroute() is server-side: re-enter the router and run another resource's pipeline within the same request. Both take a resource identifier name[:arg1:arg2...]. Args can be literals or context keys.

redirect("todos")              // 302 /todos
redirect("todo:5")             // 302 /todos/5
redirect("todo:{{id}}")        // 302 /todos/{id from context}
redirect("org_todo:acme:5")    // 302 /orgs/acme/todos/5
reroute("todo:{{id}}")         // run pipeline in-process

nest

Group steps under a single shared .if_context / .unless_context.

nest({query({...}), emit("urgent_todo"), render("urgent")},
  .if_context = "is_urgent")

Conditionals

Every step accepts .if_context (run when key present) and .unless_context (run when absent). Works on validated inputs, query results, framework flags (is_htmx), or flags set from exec().

render("fragment",  .if_context = "is_htmx")
render("full_page", .unless_context = "is_htmx")

// multi-state: set flag in exec, then key off it:
exec(.call = classify_todo),
render("urgent_confirmation",   .if_context     = "is_urgent"),
render("standard_confirmation", .unless_context = "is_urgent")

Error and Repair Pipelines

On failure, MACH searches handlers bottom-up: resource → module → root.

  • Errors are terminal: send a response, end the request.
  • Repairs are resumable: fix context, then resume the original pipeline at the step after the failure.

If no matching repair, falls through to errors. The error scope is shared across validate() and error_set(): {{error:name}}, {{error_code:name}}, {{error_message:name}}. Raw input remains in input:name.

.errors = {
  {http_not_found,    { render("404") }},
  {http_bad_request,  { render("form") }},
  {http_error,        { render("500") }}
},
.repairs = {
  {http_not_authorized, { exec(.call = refresh_session_token) }}
}

Built-in error codes: http_ok (200), http_created (201), http_redirect (302), http_bad_request (400), http_not_authorized (401), http_not_found (404), http_error (500). Any int works; #define err_quota_exceeded 723 for domain-specific.

Event Pipelines

Internal pub/sub for cross-module communication. Publisher doesn't know subscribers; subscribers don't know publishers. Adding a subscriber = new module with .events; publisher unchanged.

When .publishes exists anywhere, MACH creates mach_events to track delivery. Crashes don't drop events; they replay on next boot.

  • .publishes — outbound contracts: .event name, .with keys to pass
  • .events — subscriber pipelines keyed by event name
// publisher
config todos(){
  return (config){
    .name = "todos",
    .publishes = {
      {"todo_created", .with = {"user_id", "title"}},
      {"todo_deleted", .with = {"user_id", "todo_id"}}
    },
    .resources = {
      {"todos", "/todos",
        .post = {
          validate({"title", .validation = validate_not_empty}),
          query({"insert_todo", .db = "todos_db"}),
          emit("todo_created"),
          redirect("todos")
        }
      }
    }
  };
}

// subscriber: owns its OWN database (Rule 2)
config activity(){
  return (config){
    .name = "activity",
    .events = {
      {"todo_created", {
        query({.db = "activity_db",
          .query = "insert into activities(kind, user_id, ref) "
                   "values('created', {{user_id}}, {{title}});"})
      }}
    }
  };
}

Task Pipelines

Named pipelines that run async on task reactors. Fire-and-forget. Defined at module or root level. Triggered with task("name") or via .cron. Tasks can enqueue more tasks.

Durable: mach_tasks checkpoints context after each step. Crash mid-task → resumes at the failed step.

  • .name (pos) — identifier, called via task("name")
  • .accepts — context keys to pull from caller into the task
  • .cron — standard cron schedule (no caller required)
  • Steps (pos) — pipeline body, second positional brace block
.tasks = {
  // on-demand
  {"recount_todos", {
    query({.db = "todos_db",
      .query = "update users set todo_count = "
               "(select count(*) from todos where user_id = users.id) "
               "where id = {{user_id}};"})
  }, .accepts = {"user_id"}},

  // recurring
  {"daily_digest", {
    query({.db = "todos_db",
      .query = "insert into digest_reports(generated_at) values(now());"}),
    emit("digest_ready")
  }, .cron = "0 8 * * *"}
}

Modules & Composition

Every app and module returns a config. Root main.c defines mach(); modules define their own functions with any name. A module owns its resources, its own database (Rule 2: one per domain), migrations, templates, and event contracts. Same-name conflicts: root wins. Modules communicate ONLY through pub/sub events.

There are TWO different things both called "modules" — keep them straight:

  1. User-defined modules = config foo(){...} functions you write to split your own app into feature slices (a projects module, an activity module, etc.). For small / single-file snippets, skip these — put everything in config mach() directly. Defining one and not registering it under .modules = {foo, ...} makes it dead code; its resources and databases are not part of the running app.

  2. Bundled modules = engine and feature modules shipped with MACH: sqlite, postgres, mysql, redis, duckdb, htmx, datastar, tailwind, session_auth. These MUST be registered in .modules whenever you use what they provide. A SQLite database needs .modules = {sqlite}. A Datastar SSE step needs .modules = {datastar}. Even a single-file snippet with one resource and one SQLite db needs .modules = {sqlite} — there is no implicit registration, ever.

So "skip modules for small snippets" applies to user-defined modules only. The .modules field itself is not optional — whatever bundled modules your snippet uses must be listed there. Do not write a comment like "omitting .modules for brevity, assumed elsewhere" — there is no elsewhere; this is the file.

  • .name — module identifier
  • .modules — other modules to compose (root or nested)

A module file:

#include <mach.h>
#include <sqlite.h>

config blogs(){
  return (config){
    .name = "blogs",
    .resources = {
      {"blog", "/blogs/:id",
        .get = { /* validate → query → join → render */ }
      }
    },
    .databases = {{
      .engine     = sqlite_db,
      .name       = "blog_db",                       // ONE db for the blogs domain
      .connect    = "file:blogs.db?mode=rwc",
      .migrations = {                                // many tables, all in this db
        "CREATE TABLE blogs (id INTEGER PRIMARY KEY AUTOINCREMENT, title TEXT NOT NULL, content TEXT NOT NULL);",
        "CREATE TABLE comments (id INTEGER PRIMARY KEY AUTOINCREMENT, blog_id INTEGER NOT NULL REFERENCES blogs(id), body TEXT NOT NULL);"
      }
    }}
  };
}

Bring it in from main.c:

#include <mach.h>
#include "blogs/blogs.c"

config mach(){ return (config){ .modules = {blogs, sqlite} }; }

Resource fields like .url, .mime, .get belong inside entries of .resources, not at the top level of config.

Project layout:

├── todos/                # todos module — owns todos_db
│   ├── todos.c
│   ├── todos.mustache.html
│   ├── create_todos_table.sql
│   └── get_todos.sql
├── activity/             # activity module — owns activity_db
│   └── activity.c
├── static/               # root-level templates (not a module, no .c)
│   └── home.mustache.html
├── public/               # static files served directly
│   └── favicon.png
└── main.c

Bundled modules (add to .modules): sqlite, postgres, mysql, redis, duckdb, htmx, datastar, tailwind, session_auth

Module-provided steps. Modules can ship step functions that plug into pipelines like built-ins. session_auth provides:

  • session() — attaches current session to context (sets user_id, etc.); no-op when unauthenticated
  • logged_in() — guard, raises http_not_authorized if no session
  • login(), logout(), signup() — for POST pipelines

Common as resource-level middleware via .steps:

{"dashboard", "/dashboard", {session(), logged_in()},
  .get = { render("dashboard") }
}

Static Files

Files in public/ at project root are served directly. Reference with {{asset:filename}}, which resolves to a content-checksummed URL with immutable cache headers.

public/
├── favicon.png
├── logo.png
└── styles.css
<link rel="icon" href="{{asset:favicon.png}}">
<link rel="stylesheet" href="{{asset:styles.css}}">
<script src="{{asset:app.js}}"></script>

External Dependencies

Containerized dev environment; no local toolchain. Two ways to bring in third-party C libraries, plus two memory bridges.

/vendor directory — drop in headers and .so/.a; auto-compiler discovers, includes, and links them.

/vendor/
├── libsodium.h
└── libsodium.so

Custom Dockerfile — inherit from MACH base image, apt-get system deps; reference from compose.yml.

FROM mach:latest
RUN apt-get update && apt-get install -y libsodium-dev

allocate(bytes) — buffer from pipeline arena, reclaimed on request completion.

char *buf = allocate(256);

defer_free(ptr) — schedule cleanup for pointers from external libs (malloc, etc.) when the arena is released.

char *out = third_party_alloc(256);
defer_free(out);

Architecture (brief)

  • Boot once. mach() runs once at boot. The returned config is compiled into an execution graph with prepared queries and templates.
  • Multi-reactor. Request reactors handle HTTP (one per CPU). Task reactors handle background jobs (one per CPU). Shared thread pool handles exec() and blocking I/O.
  • Memory. Per-request arena allocators. No malloc/free in app code. Arena cleared on request end. Pipelines exceeding 5MB (default, configurable) abort with a 500.
  • Safety by default. SQL injection prevented by parameter binding (Rule 4). XSS prevented by render() auto-escape; opt out with {{raw:field}}. CSRF prevented by {{csrf:token}} / {{csrf:input}}.
  • Tooling. TUI editor with HMR/LSP/AI; app_info, unit_tests, e2e_tests, app_debug, app_build commands; OpenTelemetry on :4000.

Final reminder — the rules a small model breaks most often

  1. No dot in {{ }}. Every nested access is a section. Run the Template Checklist (Rule 1) on every tag. (Rule 1)
  2. One database per domain, many tables. A "domain" = what one MODULE owns, not a noun in your data model. Parent + child (project + tasks, blog + comments) is one domain, one db, two migrations. Before adding a second .databases entry, ask: "am I adding a new module?" If no, don't. (Rule 2)
  3. Concurrent = ONE step, MANY items. Even across databases. (Rule 3)
  4. Asset name OR .query, never both. AND the asset name must actually exist in .context. If your snippet has no .context, use inline .query. Don't reference phantom assets. (Rule 5)
  5. join() moves children. After join(tasks → project), tasks no longer exists at root. Open {{#project}} first. (Rule 1, Pattern C)
  6. There are TWO things called "modules." Don't conflate them.
    • User-defined (config foo(){...}): for splitting your app into features. Skip these for small snippets — write everything in config mach(). If you do define one, register it under .modules or it's dead code.
    • Bundled (sqlite, postgres, htmx, datastar, etc.): MUST be in .modules whenever you use what they provide. A SQLite database needs .modules = {sqlite} even in a single-file snippet. The .modules field is never optional. Never write "omitting .modules for brevity" — there is no "elsewhere" to register it.
  7. C syntax matters. Multi-line SQL and templates are ADJACENT QUOTED STRING LITERALS, one per source line — not heredocs, not bare text between quotes. Don't double-quote SQL identifiers (collides with C "). All .fields go inside ONE (config){...} block, comma-separated, closed by ONE };. There is no file-scope config in MACH.databases, .modules, etc. are never standalone declarations; if any .field = ... line appears after mach() closes, it's wrong. (See C Syntax Patterns section.)

If you catch yourself writing {{a.b}}, declaring projects_db + tasks_db for one domain (or any parent + child split across two dbs), chaining three independent query({...}) steps, naming an asset ({"get_todos", ...}) that you never embedded in .context, defining a config foo() you never registered under .modules, omitting .modules = {sqlite} from a snippet that uses SQLite (or similarly omitting any other bundled module you actually use), rendering {{#tasks}} at root after a join, wrapping {{#tasks}} in a section but leaving the parent's own fields ({{name}}, {{id}}) bare at root (you must open {{#project}} for ALL parent fields, not just the joined children), dropping bare HTML/Mustache between two "..." strings in a template, double-quoting SQL column names, writing HTML attributes with bare " (class="x") instead of escaped \" or single ' quotes inside an inline template (the bare " ends the C string), writing template helpers that aren't in the Template Helpers table ({{length}}, {{count}}, {{#if}}, {{#each}} — none of these exist; compute counts in SQL, use {{#has_x}} for conditionals), opening the same named section twice in one scope so the openers and closers cross instead of nest ({{#a}} ... {{#a}} ... {{/a}} ... {{/a}} — counts match but structure is broken; one section covers the content once), putting .databases after a }; that already closed (config){...}, putting .databases or .modules outside mach() entirely as a "global config block" (there is no such thing — every .field = ... line lives inside the one (config){...} initializer), or writing a {{/section}} close tag with no matching {{#section}} opener (the template renders empty above where the closer appears) — stop and fix it.

When in doubt about parent + child: copy the canonical worked snippet at the end of Rule 2 and rename. That snippet is the correct shape for every "thing-with-children" pipeline, including the C-syntax patterns.