doc updates

This commit is contained in:
John Lancaster
2026-06-20 14:56:25 -05:00
parent 467e1d3c35
commit bb7508cf65
9 changed files with 537 additions and 79 deletions
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@@ -16,11 +16,17 @@ The system is complete in three layers:
2. Catalog resources provide normalized discovery. 2. Catalog resources provide normalized discovery.
3. Zensical builds a static site from those same Markdown sources and the FastAPI app serves it in the FastMCP runtime process. 3. Zensical builds a static site from those same Markdown sources and the FastAPI app serves it in the FastMCP runtime process.
For Phase 1, this architecture is anchored by three contracts: This architecture is anchored by three contracts:
1. Step 1: docs-first authored content contract under `docs/` with strict per-skill ownership. 1. Docs-first authored content contract under `docs/` with strict per-skill ownership.
2. Step 2: SKILL.md frontmatter contract with Anthropic fields plus `x-personal-mcp` metadata. 2. `SKILL.md` frontmatter contract with Anthropic fields plus `x-personal-mcp` metadata.
3. Step 3: canonical resource URI contract with break-and-replace policy for contract changes. 3. Canonical resource URI contract with break-and-replace policy for contract changes.
Detailed contract pages:
1. [Content Contract](./content.md)
2. [Frontmatter Contract](./frontmatter.md)
3. [URI Contract](./uris.md)
This architecture keeps authored content human-friendly while preserving machine-stable contracts. This architecture keeps authored content human-friendly while preserving machine-stable contracts.
@@ -62,7 +68,7 @@ Only canonical catalog resources are part of the runtime contract in this phase.
### Registry Loader ### Registry Loader
Phase 2 runtime composition introduces a startup registry loader that reads packaged docs resources using `importlib.resources.files(...)` and `Traversable` APIs. The runtime composition includes a startup registry loader that reads packaged docs resources using `importlib.resources.files(...)` and `Traversable` APIs.
Loader responsibilities: Loader responsibilities:
@@ -104,6 +110,8 @@ flowchart TD
Each skill declares frontmatter in `docs/skills/<skill-id>/SKILL.md`. Each skill declares frontmatter in `docs/skills/<skill-id>/SKILL.md`.
For the full field-level contract, validation model, and FastMCP metadata mapping, see [Frontmatter Contract](./frontmatter.md).
Anthropic-facing required fields: Anthropic-facing required fields:
1. name 1. name
@@ -124,6 +132,8 @@ No `metadata.yaml` sidecar is part of the end-state contract.
Canonical resource URIs are: Canonical resource URIs are:
For the full URI semantics, parameter validation rules, and compatibility policy, see [URI Contract](./uris.md).
1. resource://skills/<skill_id>/document 1. resource://skills/<skill_id>/document
2. resource://skills/<skill_id>/references/<ref_id> 2. resource://skills/<skill_id>/references/<ref_id>
3. resource://catalog/skills_index 3. resource://catalog/skills_index
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# Content Contract
This page defines the authored content contract for the docs-first MCP architecture.
## Canonical Source Of Truth
1. All authored Markdown lives under `docs/`.
2. MCP resources and static docs are two distribution surfaces of the same authored files.
3. No parallel authored markdown is allowed in `src/` or other package-only paths.
## Canonical Skill Shape
Each skill is one directory under `docs/skills/`:
```text
docs/
skills/
<skill-id>/
SKILL.md
references/
... (one or more markdown files, optional nested folders)
```
Rules:
1. `SKILL.md` is required for every skill.
2. `references/` is the only place for skill-specific supporting docs.
3. Nested folders inside `references/` are allowed so a skill can reorganize internals without changing global architecture.
4. Skill directories are independent ownership boundaries; no cross-skill file writes.
## File Placement And Ownership Boundaries
1. Top-level project docs stay in `docs/*.md`.
2. Skill docs stay in `docs/skills/<skill-id>/...`.
3. A skill may link to other skills, but must not store content inside another skill's directory.
4. Server and runtime code may index and serve docs, but must not be the source of authored markdown.
## Metadata Location Constraint
1. Skill metadata is embedded in YAML frontmatter in `SKILL.md`.
2. No `metadata.yaml` sidecar exists in the end state.
3. Reference lookup metadata, including reference id to relative path mappings, is declared from `SKILL.md` frontmatter rather than inferred as a hidden global convention.
## Skill Id Contract
`skill-id` is the public identifier and should satisfy all rules below:
1. Format: lowercase kebab-case only.
2. Character set: `a-z`, `0-9`, and `-`.
3. Must start with a letter.
4. No underscores, spaces, dots, or uppercase characters.
5. Directory name should equal `skill-id` in each committed revision.
6. Frontmatter `id` should equal directory name in each committed revision.
7. Treat `skill-id` as immutable after release; any rename is a breaking replacement and clients must move to the new id.
Valid examples:
1. `fastapi-uv-docker`
2. `zensical-docs`
3. `pytest-scaffolding`
Invalid examples:
1. `fastapi_uv_docker`
2. `Zensical-Docs`
3. `docs.zensical`
## Invariants
This contract guarantees:
1. One authored source tree in `docs/` for both website and MCP.
2. One skill directory maps to one skill identity per revision.
3. Namespace and slug drift is minimized by keeping directory and frontmatter ids aligned per revision.
4. Per-skill reference structure can evolve without changing cross-skill architecture.
5. Packaging for stdio is deterministic because authored content is path-stable.
## Non-Goals
This contract does not define:
1. URI versioning policy details.
2. The full frontmatter schema.
3. Migration instructions from the current architecture.
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# Frontmatter Contract
This page defines the `SKILL.md` frontmatter and FastMCP metadata contract.
## Anthropic Frontmatter Support
Across Anthropic API and Agent Skills surfaces:
1. Required fields for custom skill bundles are `name` and `description`.
2. `name` must be 1-64 characters, lowercase letters, numbers, and hyphens only, with no XML tags, and must not use the reserved words `anthropic` or `claude`.
3. `description` must be 1-1024 characters, non-empty, and contain no XML tags.
Portable optional fields from the Agent Skills specification:
1. `license`
2. `compatibility`
3. `metadata`
4. `allowed-tools`
Claude Code-specific optional fields:
1. `when_to_use`
2. `argument-hint`
3. `arguments`
4. `disable-model-invocation`
5. `user-invocable`
6. `allowed-tools`
7. `disallowed-tools`
8. `model`
9. `effort`
10. `context`
11. `agent`
12. `hooks`
13. `paths`
14. `shell`
Repository contract decisions:
1. Treat `name` and `description` as required in all `SKILL.md` files.
2. Keep Anthropic-facing semantics in standard fields.
3. Keep MCP indexing metadata in a namespaced extension block.
4. Preserve forward compatibility by allowing additive optional metadata fields over time.
## Canonical Frontmatter Schema
Use this two-layer pattern:
1. Anthropic layer: top-level fields intended for Anthropic and Agent Skills behavior.
2. Repository layer: one namespaced block, `x-personal-mcp`, for MCP catalog and routing metadata.
Canonical shape:
```yaml
---
name: <skill-id>
description: <what this skill does and when to use it>
# Optional Anthropic and Agent Skills fields
when_to_use: <extra trigger guidance>
allowed-tools: <space-separated string or YAML list>
disable-model-invocation: false
user-invocable: true
license: <optional>
compatibility: <optional>
# Repository-specific metadata
x-personal-mcp:
id: <skill-id>
version: <semver>
tags:
- <tag>
capabilities:
- resource://skills/<skill-id>/document
depends_on: []
references:
<ref-id>:
path: references/<file>.md
mime_type: text/markdown
title: <short title>
---
```
## Repository Metadata Field Rules
Rules for `x-personal-mcp`:
1. `id` is required, must follow the skill id rules from the content contract, and must equal the directory name.
2. `version` is required and must be a semantic version string.
3. `tags` is optional and should be a list of kebab-case discovery labels.
4. `capabilities` is required and lists the MCP URIs the skill publishes.
5. `depends_on` is optional and lists other skill ids.
6. `references` is an optional map keyed by `ref-id`.
Reference entry rules:
1. `ref-id` is lowercase kebab-case.
2. `path` is a skill-relative markdown path and must stay inside the same skill directory.
3. Nested folders under `references/` are allowed.
4. `mime_type` defaults to `text/markdown` when omitted.
5. `title` is an optional display label.
6. Renaming `ref-id` values is allowed when needed; optional aliases may be used during transitions.
## Validation Models
The normative model uses Pydantic v2 with change-friendly validation:
```python
from __future__ import annotations
import re
from pathlib import PurePosixPath
from typing import Any
from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator
SKILL_ID_RE = re.compile(r"^[a-z][a-z0-9-]*$")
SEMVER_RE = re.compile(r"^(0|[1-9]\d*)\.(0|[1-9]\d*)\.(0|[1-9]\d*)(?:[-+][0-9A-Za-z.-]+)?$")
class ReferenceEntry(BaseModel):
model_config = ConfigDict(extra="ignore", str_strip_whitespace=True)
path: str
mime_type: str = "text/markdown"
title: str | None = None
@field_validator("path")
@classmethod
def validate_reference_path(cls, value: str) -> str:
p = PurePosixPath(value)
if p.is_absolute() or ".." in p.parts:
raise ValueError("reference path must be a relative in-skill path")
if not str(p).startswith("references/"):
raise ValueError("reference path must stay under references/")
if p.suffix.lower() != ".md":
raise ValueError("reference path must target a markdown file")
return str(p)
class PersonalMcpMetadata(BaseModel):
model_config = ConfigDict(extra="ignore", str_strip_whitespace=True)
id: str
version: str
tags: list[str] = Field(default_factory=list)
capabilities: list[str] = Field(min_length=1)
depends_on: list[str] = Field(default_factory=list)
references: dict[str, ReferenceEntry] = Field(default_factory=dict)
@field_validator("id")
@classmethod
def validate_id(cls, value: str) -> str:
if not SKILL_ID_RE.fullmatch(value):
raise ValueError("id must be lowercase kebab-case and start with a letter")
return value
@field_validator("version")
@classmethod
def validate_version(cls, value: str) -> str:
if not SEMVER_RE.fullmatch(value):
raise ValueError("version must be semver")
return value
@field_validator("depends_on")
@classmethod
def validate_depends_on(cls, value: list[str]) -> list[str]:
for dep in value:
if not SKILL_ID_RE.fullmatch(dep):
raise ValueError(f"invalid depends_on skill id: {dep}")
return value
@field_validator("references")
@classmethod
def validate_reference_ids(cls, value: dict[str, ReferenceEntry]) -> dict[str, ReferenceEntry]:
for ref_id in value:
if not SKILL_ID_RE.fullmatch(ref_id):
raise ValueError(f"invalid reference id: {ref_id}")
return value
@model_validator(mode="after")
def ensure_primary_capability(self) -> "PersonalMcpMetadata":
expected = f"resource://skills/{self.id}/document"
if expected not in self.capabilities:
raise ValueError(f"capabilities must include {expected}")
return self
class SkillFrontmatter(BaseModel):
model_config = ConfigDict(extra="ignore", str_strip_whitespace=True)
name: str = Field(min_length=1, max_length=64)
description: str = Field(min_length=1, max_length=1024)
when_to_use: str | None = None
allowed_tools: str | list[str] | None = Field(default=None, alias="allowed-tools")
disallowed_tools: str | list[str] | None = Field(default=None, alias="disallowed-tools")
disable_model_invocation: bool | None = Field(default=None, alias="disable-model-invocation")
user_invocable: bool | None = Field(default=None, alias="user-invocable")
argument_hint: str | None = Field(default=None, alias="argument-hint")
arguments: str | list[str] | None = None
license: str | None = None
compatibility: str | None = None
metadata: dict[str, str] | None = None
x_personal_mcp: PersonalMcpMetadata = Field(alias="x-personal-mcp")
@field_validator("name")
@classmethod
def validate_name(cls, value: str) -> str:
if not SKILL_ID_RE.fullmatch(value):
raise ValueError("name must be lowercase kebab-case and start with a letter")
if "anthropic" in value or "claude" in value:
raise ValueError("name must not contain reserved words anthropic or claude")
return value
@model_validator(mode="after")
def cross_validate(self) -> "SkillFrontmatter":
if self.x_personal_mcp.id != self.name:
raise ValueError("x-personal-mcp.id must exactly match name")
return self
def validate_skill_frontmatter(raw: dict[str, Any], skill_dir_name: str) -> SkillFrontmatter:
model = SkillFrontmatter.model_validate(raw)
if model.name != skill_dir_name:
raise ValueError("frontmatter name must exactly match skill directory name")
return model
```
Validation behavior contract:
1. Validate required core fields and relationships during registry load before FastMCP resource or tool registration.
2. Allow unknown additive fields so frontmatter can evolve without blocking startup.
3. Treat hard contract violations, including missing required fields, invalid ids, and broken required mappings, as startup errors.
4. Treat non-critical compatibility issues as warnings when possible.
5. Error messages should include the skill path and failing field for CI readability.
Projection mode contract for Anthropic API upload pipelines:
1. Parse with `SkillFrontmatter` first.
2. Emit Anthropic-safe frontmatter with standard fields only.
3. Serialize repository metadata into standard `metadata` as namespaced keys.
4. Preserve the canonical authored source in `x-personal-mcp`; projection output is a build artifact.
## Anthropic Upload Compatibility Rule
1. Anthropic documentation guarantees behavior for standard frontmatter fields but does not explicitly guarantee handling of arbitrary unknown top-level keys.
2. Publishing pipelines that target strict API compatibility should support a projection mode that emits only standard frontmatter fields for upload.
3. In projection mode, repository extension metadata is serialized into the standard `metadata` field as namespaced keys or JSON-encoded values, while source-of-truth authoring remains in `x-personal-mcp`.
## FastMCP Native Metadata Surfaces
Resources support native definition metadata:
1. `name`
2. `description`
3. `mime_type`
4. `tags`
5. `annotations`, including `readOnlyHint` and `idempotentHint`
6. `icons`
7. `meta`
8. `version`
9. `enabled`, which is deprecated in FastMCP v3 in favor of server-level enable and disable controls
Resources also support runtime metadata through `ResourceContent.meta` and `ResourceResult.meta`.
Tools support native definition metadata:
1. `name`
2. `description`
3. `tags`
4. `annotations`, including `title`, `readOnlyHint`, `destructiveHint`, `idempotentHint`, and `openWorldHint`
5. `icons`
6. `meta`
7. `version`
8. `timeout`
9. `output_schema`
10. `run_in_thread`
11. `enabled`, which is deprecated in FastMCP v3 in favor of server-level enable and disable controls
Tools also support runtime metadata through `ToolResult.meta`.
## Frontmatter To FastMCP Mapping Contract
At server startup, map `x-personal-mcp` into FastMCP registration as follows:
1. `x-personal-mcp.id` defines the canonical URI namespace and identity checks.
2. `description` becomes the default description for the primary skill document resource.
3. `x-personal-mcp.tags` maps to resource and tool tags.
4. `x-personal-mcp.version` maps to resource and tool version metadata.
5. `x-personal-mcp.capabilities` becomes the registered URI list and catalog exposure.
6. `x-personal-mcp.references[*]` becomes resource templates or concrete resources with `mime_type`, read-only annotations, and `meta` that includes `skill_id`, `ref_id`, and source `path`.
7. `x-personal-mcp.depends_on` becomes catalog dependency graph metadata and validation inputs.
## Invariants
This contract guarantees:
1. Anthropic-required frontmatter stays valid for custom skill upload and Claude Code loading.
2. MCP-specific metadata remains embedded in `SKILL.md` frontmatter, with no `metadata.yaml` sidecar.
3. FastMCP registration uses native metadata fields for resources and tools.
4. Reference ids and metadata can evolve with low-friction updates while internal file layout under `references/` stays refactor-friendly.
## Non-Goals
This contract does not define:
1. URI versioning and deprecation rollout policy details.
2. Migration script design from existing `metadata.yaml` files.
3. Runtime caching and indexing performance tuning.
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@@ -39,6 +39,9 @@ When the server is running, the health check is available at `/healthz` and the
## Architecture ## Architecture
- [Resource-First Pattern Module Architecture](./architecture.md) - [Resource-First Pattern Module Architecture](./architecture.md)
- [Content Contract](./content.md)
- [Frontmatter Contract](./frontmatter.md)
- [URI Contract](./uris.md)
- [Static Docs Hosting Pattern](./mcp_layout.md) - [Static Docs Hosting Pattern](./mcp_layout.md)
- [Skill Usage Mechanics](./usage.md) - [Skill Usage Mechanics](./usage.md)
- [Copilot MCP Mechanics](./copilot.md) - [Copilot MCP Mechanics](./copilot.md)
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# FastMCP Greenfield Contracts (Steps 1-5)
## Step 1: End-State Content Contract
1. All authored markdown lives under docs/.
2. Skill docs live under docs/skills/<skill-id>/.
3. Canonical skill shape is:
```text
docs/
skills/
<skill-id>/
SKILL.md
references/
```
4. SKILL.md is required for every skill.
5. references/ is the only place for skill-specific supporting docs.
6. Skill directories are ownership boundaries.
7. Skill id rules:
- lowercase kebab-case
- starts with a letter
- directory name matches skill id
- SKILL frontmatter id matches directory name
## Step 2: SKILL Frontmatter and Metadata Contract
1. name and description are required top-level frontmatter fields.
2. Repository indexing metadata lives in x-personal-mcp.
3. x-personal-mcp fields:
- required: id, version, capabilities
- optional: tags, depends_on, references
4. references maps stable ref ids to skill-relative markdown paths under references/.
5. metadata.yaml sidecars are not part of the canonical model.
## Step 3: URI Contract and Compatibility Policy
Canonical URI surface:
1. resource://catalog/skills_index
2. resource://catalog/skills/{skill_id}
3. resource://skills/{skill_id}/document
4. resource://skills/{skill_id}/references/{ref_id}
5. resource://docs/{path*}
Rules:
1. skill_id and ref_id are lowercase kebab-case.
2. docs path is markdown-only and cannot traverse outside docs/.
3. URI families are unversioned and canonical in this phase.
4. Breaking changes use direct replacement with no compatibility aliases.
## Step 4: Docs Registry Loader Contract
1. Loader uses importlib.resources.files(...) and Traversable APIs.
2. Startup validates SKILL frontmatter schema, id invariants, reference integrity, dependency graph, and URI uniqueness.
3. Registry is immutable for request-time reads.
4. Invalid docs state is a hard startup error.
## Step 5: Registry-Driven Resource Registration Contract
1. FastMCP resources are registered from the validated registry.
2. RFC6570 templates are used for parameterized routes.
3. Docs resources declare explicit MIME types.
4. Docs resources include readOnlyHint and idempotentHint annotations.
5. Duplicate registrations fail startup via strict duplicate policy.
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@@ -29,8 +29,10 @@ treeView-beta
"docs" "docs"
"index.md" "index.md"
"architecture.md" "architecture.md"
"content.md"
"frontmatter.md"
"mcp_layout.md" "mcp_layout.md"
"mcp_contract_steps_1_5.md" "uris.md"
"skills" "skills"
"new-skill" "new-skill"
"SKILL.md" "SKILL.md"
@@ -153,8 +155,6 @@ When clients cannot attach MCP resources directly, thin catalog tools may retrie
## URI Compatibility Policy ## URI Compatibility Policy
This phase is a greenfield break-and-replace baseline.
1. Canonical URIs are the only supported URIs in this runtime. 1. Canonical URIs are the only supported URIs in this runtime.
2. No backward-compatibility aliases or dual registration paths are maintained. 2. No backward-compatibility aliases or dual registration paths are maintained.
3. Contract changes should update clients to canonical URIs directly. 3. Contract changes should update clients to canonical URIs directly.
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@@ -1,8 +1,10 @@
# Hooking Up a New Skill # Hooking Up a New Skill
Use this checklist to add a new skill in the Phase 1 docs-first model. Use this checklist to add a new skill in the docs-first model.
## Step 1 Contract: Canonical Skill Shape For the full contract details, see [Content Contract](./content.md), [Frontmatter Contract](./frontmatter.md), and [URI Contract](./uris.md).
## Canonical Skill Shape
Create one skill directory under `docs/skills/`: Create one skill directory under `docs/skills/`:
@@ -22,7 +24,7 @@ Rules:
3. Skill directories are ownership boundaries; no cross-skill writes. 3. Skill directories are ownership boundaries; no cross-skill writes.
4. `skill-id` is lowercase kebab-case and should remain stable. 4. `skill-id` is lowercase kebab-case and should remain stable.
## Step 2 Contract: SKILL.md Frontmatter ## SKILL.md Frontmatter
`SKILL.md` frontmatter is authoritative for metadata. `SKILL.md` frontmatter is authoritative for metadata.
@@ -74,7 +76,7 @@ Reference manifest rules:
No `metadata.yaml` sidecar is part of this model. No `metadata.yaml` sidecar is part of this model.
## Step 3 Contract: URI Surface ## URI Surface
Canonical resource URIs for a skill: Canonical resource URIs for a skill:
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@@ -0,0 +1,114 @@
# URI Contract
This page defines the canonical resource URI contract, template parameter rules, and compatibility policy.
## Canonical URI Surface
The public, preferred URIs are:
1. `resource://catalog/skills_index`
2. `resource://catalog/skills/{skill_id}`
3. `resource://skills/{skill_id}/document`
4. `resource://skills/{skill_id}/references/{ref_id}`
5. `resource://docs/{path*}`
Contract intent:
1. Catalog URIs are discovery surfaces.
2. Skill URIs are the primary per-skill guidance surfaces.
3. The docs wildcard URI is a direct authored-markdown access surface under `docs/`.
## URI Semantics
### `resource://catalog/skills_index`
1. Returns a compact list of skill records for discovery.
2. Contains one entry per `skill_id`.
3. Includes enough metadata for client-side selection, at minimum `id`, `name`, `description`, `tags`, and `capabilities`.
### `resource://catalog/skills/{skill_id}`
1. Returns one normalized record for `skill_id`.
2. Includes the canonical document URI and declared reference ids.
3. Returns not found when `skill_id` does not exist.
### `resource://skills/{skill_id}/document`
1. Returns the canonical `SKILL.md` authored content for that skill.
2. `skill_id` must satisfy the stable skill id rules from the content contract.
### `resource://skills/{skill_id}/references/{ref_id}`
1. Returns one reference document declared in the skill frontmatter references manifest.
2. `ref_id` is the stable public handle for that reference document.
### `resource://docs/{path*}`
1. Returns authored markdown at a normalized relative path under `docs/`.
2. Supports nested paths via RFC6570 wildcard expansion.
3. Typical examples include `index.md`, `usage.md`, `skills/<skill-id>/SKILL.md`, and `skills/<skill-id>/references/<file>.md`.
## Template Parameter And Validation Rules
### `skill_id`
1. Lowercase kebab-case.
2. Must satisfy the stable skill id rules from the content contract.
### `ref_id`
1. Lowercase kebab-case.
2. Must be declared in the skill's references manifest.
### `path*`
1. Relative POSIX path only.
2. No leading slash.
3. No `..` traversal segments.
4. Resolves only inside `docs/`.
5. Markdown-only in the end state, meaning `.md` files.
## URI Versioning Policy
Default rule:
1. Keep URIs unversioned by default.
2. Allow URI and payload updates when they improve clarity or implementation simplicity.
Breaking-change rule:
1. Breaking changes use direct replacement of the canonical URI family.
2. No compatibility aliases or dual URI families are maintained.
FastMCP version metadata usage:
1. Resource `version` metadata may be used for implementation and version discovery.
2. URI readability and maintainability remain the primary contract.
## Reference Id Compatibility Policy
`ref_id` is the public identifier for a reference document, separate from file path.
Rules:
1. Prefer keeping `ref_id` stable when practical.
2. File paths may change without URI churn as long as the mapped `ref_id` still resolves.
3. If a reference is renamed, introduce a new `ref_id` and treat the old one as retired.
4. Avoid reusing retired `ref_id` values for unrelated content.
## Invariants
This contract guarantees:
1. One canonical URI pattern per core capability surface.
2. Fast, low-friction URI evolution through direct replacement of canonical URIs.
3. A single canonical catalog URI family with no alias maintenance overhead.
4. Reference mappings can evolve with minimal churn.
## Non-Goals
This contract does not define:
1. Implementation-specific transform wiring details, such as `VersionFilter`, mounts, or provider composition.
2. Migration script mechanics for auto-generating aliases.
3. Authorization policy design for URI-level access control.
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@@ -48,9 +48,11 @@ nav = [
{ "Home" = "index.md" }, { "Home" = "index.md" },
{ "Guide" = [ { "Guide" = [
{ "Arch" = "architecture.md" }, { "Arch" = "architecture.md" },
{ "Content" = "content.md" },
{ "Frontmatter" = "frontmatter.md" },
{ "URIs" = "uris.md" },
{ "MCP" = "mcp_layout.md" }, { "MCP" = "mcp_layout.md" },
{ "Copilot" = "copilot.md" }, { "Copilot" = "copilot.md" },
{ "Contracts 1-5" = "mcp_contract_steps_1_5.md" },
{ "Usage" = "usage.md" }, { "Usage" = "usage.md" },
{ "Future Work" = "future_work.md" }, { "Future Work" = "future_work.md" },
{ "New Skill" = "new_skill.md" }, { "New Skill" = "new_skill.md" },