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Align Prompt Library

align_prompt_library — mvp.align_prompt_library

Cluster: Safety & Alignment | Type: component | MCP Tools: 27

Overview

Versioned prompt store with template rendering, full-text search, tag and category filtering, and variable validation. The direct block keeps prompts in memory unless db_path is provided; the MCP block uses SQLite persistence by default. Each store call auto-increments the version for a named prompt and populates id and timestamps; render substitutes {{variable}} placeholders from supplied values and fails when required values are missing; validate extracts placeholder names without storing. The extended AlignmentBlock sub-component adds alignment specification storage alongside prompt management and now persists specs/goal trees to SQLite when db_path is supplied. The 27-operation MCP sub-package wraps deterministic CRUD (prompts, alignment specs, goal trees, version history/rollback), adds pl_capabilities, and retains list_patterns readout of the applied deterministic reliability patterns. Every operation is fixed-rule code with no LLM in the loop, and a safety/regulated-tagged prompt is refused storage unless a human review artifact (reviewer_id, passed adversarial test, failure modes, usage examples) is supplied. That refusal is surfaced as a structured blocked-escalated envelope with warning_card and evidence rather than cosmetic success.

MVP production caveat

align_prompt_library is suitable for pilot and launch-plan use as a practical MCP-accessible prompt library, but it is not yet a fully polished production service. Before relying on it for paid or regulated customer workflows, run a smoke test through the actual MCP install/server path, verify the SQLite database location and backup policy, and confirm any existing prompt-library databases have been migrated or reseeded. The component now has persistence, capability discovery, version history, rollback, validation, tag filtering, and clearer error behavior, but the surrounding install/docs/migration experience still needs final launch hardening.

When to use:

  • Centralising all prompt templates used by a pipeline, with version history
  • Rendering parameterised prompts at runtime without string formatting scattered across the codebase
  • Searching and filtering prompts by tag or category before injection into an agent

Example:

from mvp.align_prompt_library import AlignPromptLibraryBlock, PromptLibraryInput

block = AlignPromptLibraryBlock(name="prompts")
block.infer(PromptLibraryInput(op="store", name="greeter", content="Hello, {{name}}!"))
result = block.infer(PromptLibraryInput(op="render", name="greeter", render_values={"name": "Alice"}))
# result.value.rendered → "Hello, Alice!"

Works well with: align_artifacts, align_specs, llm_router

Public API

AlignmentBlock(AIBlock[AlignmentSpecInput, AlignmentSpecOutput, dict])

In-memory alignment specification store.

Field Type Default
name str 'alignment_block'
resource_bounds ResourceBounds \| None None
usage ResourceUsage field(default_factory=ResourceUsage)
db_path str \| None None

Methods:

infer(data: AlignmentSpecInput) -> Result[AlignmentSpecOutput]

AlignmentSpecType(str, Enum)

RICEPrinciple(str, Enum)

AlignmentFailureMode(BaseModel)

A documented failure mode specific to an alignment specification.

Field Type Default
name str required
description str required
alignment_failure_type Literal['outer', 'inner'] 'outer'
severity Literal['low', 'medium', 'high', 'critical'] 'medium'
mitigation str ''
detection_prompt str ''
example str ''

AlignmentTestCase(BaseModel)

A concrete test case for an alignment specification.

Field Type Default
id str ''
input_description str required
expected_behavior str required
prohibited_behavior str ''
enforcement_check str ''
passes bool \| None None

EnforcementMechanism(BaseModel)

A mechanism that enforces an alignment specification.

Field Type Default
mechanism_type Literal['prompt', 'code', 'rlhf', 'rule', 'constitution'] 'prompt'
content str required
description str ''
applies_at Literal['training', 'inference', 'both'] 'inference'

AlignmentSpec(BaseModel)

A formal alignment specification for a goal.

Field Type Default
id str ''
name str required
spec_type AlignmentSpecType AlignmentSpecType.SAFETY_CONSTRAINT
version int 1
description str ''
natural_language_spec str ''
formal_spec str ''
outer_alignment_goal str ''
inner_alignment_notes str ''
rice_principles list[RICEPrinciple] Field(default_factory=list)
enforcement_mechanisms list[EnforcementMechanism] Field(default_factory=list)
test_cases list[AlignmentTestCase] Field(default_factory=list)
failure_modes list[AlignmentFailureMode] Field(default_factory=list)
tags list[str] Field(default_factory=list)
category str 'general'
domain str ''
recommended_backends list[str] Field(default_factory=list)
goal_key str ''
created_at str ''
updated_at str ''
author str \| None None
metadata dict[str, str] Field(default_factory=dict)

AlignedGoalNode(BaseModel)

A single node in an AlignedGoalTree.

Field Type Default
goal str required
spec_name str ''
depth int 0
parent_goal str \| None None
child_goals list[str] Field(default_factory=list)

AlignedGoalTree(BaseModel)

A goal tree where each node maps a goal (str key) to an AlignmentSpec (value).

Field Type Default
id str ''
name str required
root_goal str required
nodes dict[str, AlignedGoalNode] Field(default_factory=dict)
specs dict[str, AlignmentSpec] Field(default_factory=dict)
metadata dict[str, str] Field(default_factory=dict)
created_at str ''
updated_at str ''

AlignmentSpecInput(BaseModel)

Input to AlignmentBlock.

Field Type Default
op Literal['store', 'retrieve', 'list', 'delete', 'search', 'validate', 'create_tree', 'get_tree', 'capabilities'] required
name str ''
spec_type AlignmentSpecType AlignmentSpecType.SAFETY_CONSTRAINT
description str ''
natural_language_spec str ''
formal_spec str ''
outer_alignment_goal str ''
inner_alignment_notes str ''
rice_principles list[RICEPrinciple] Field(default_factory=list)
enforcement_mechanisms list[dict] Field(default_factory=list)
test_cases list[dict] Field(default_factory=list)
failure_modes list[dict] Field(default_factory=list)
tags list[str] Field(default_factory=list)
category str 'general'
domain str ''
recommended_backends list[str] Field(default_factory=list)
goal_key str ''
author str \| None None
metadata dict[str, str] Field(default_factory=dict)
query str ''
tree_name str ''
root_goal str ''
goal_spec_pairs list[dict] Field(default_factory=list)

AlignmentSpecOutput(BaseModel)

Output from AlignmentBlock.

Field Type Default
op str required
specs list[AlignmentSpec] Field(default_factory=list)
retrieved AlignmentSpec \| None None
tree AlignedGoalTree \| None None
message str ''
degraded bool False
degradation_reason str ''
completion_state Literal['verified', 'qualified-draft', 'blocked-escalated', 'failed'] 'qualified-draft'
warning_card str \| None None
evidence dict[str, Any] Field(default_factory=dict)
request_id str \| None None
run_id str \| None None

MissingVariableError(ValueError)

Raised when a required template variable is absent in strict rendering mode.

Constructor:

Parameter Type Default
missing list[str] required
template str required

AlignPromptLibraryBlock(AIBlock[PromptLibraryInput, PromptLibraryOutput, dict])

Versioned prompt store.

Field Type Default
name str 'align_prompt_library'
resource_bounds ResourceBounds \| None None
usage ResourceUsage field(default_factory=ResourceUsage)
db_path str \| None None

Methods:

infer(data: PromptLibraryInput) -> Result[PromptLibraryOutput]

TemplateVariable(BaseModel)

A template variable declared in a PromptEntry.

Field Type Default
name str required
type_hint str 'str'
description str ''
default str \| None None
required bool True
example str \| None None

UsageExample(BaseModel)

A worked example showing a prompt in action.

Field Type Default
title str required
description str ''
input_values dict[str, str] Field(default_factory=dict)
rendered_output str ''
notes str \| None None

FailureMode(BaseModel)

A documented failure mode for a prompt.

Field Type Default
name str required
description str required
severity Literal['low', 'medium', 'high', 'critical'] 'medium'
mitigation str ''

PromptEntry(BaseModel)

A single versioned prompt with full metadata.

Field Type Default
id str ''
name str required
content str required
description str ''
safety_tag PromptSafetyTag 'general'
reviewer_id str ''
adversarial_test_status AdversarialTestStatus 'untested'
version int 1
tags list[str] Field(default_factory=list)
category str 'general'
variables list[TemplateVariable] Field(default_factory=list)
usage_examples list[UsageExample] Field(default_factory=list)
failure_modes list[FailureMode] Field(default_factory=list)
recommended_backends list[str] Field(default_factory=list)
created_at str ''
updated_at str ''
author str \| None None
metadata dict[str, str] Field(default_factory=dict)

PromptLibraryInput(BaseModel)

Input to AlignPromptLibraryBlock.

Field Type Default
op Literal['store', 'retrieve', 'list', 'delete', 'search', 'render', 'validate', 'capabilities'] required
name str ''
content str ''
tags list[str] Field(default_factory=list)
query str ''
category str ''
description str ''
variables list[TemplateVariable] Field(default_factory=list)
usage_examples list[UsageExample] Field(default_factory=list)
failure_modes list[FailureMode] Field(default_factory=list)
recommended_backends list[str] Field(default_factory=list)
author str \| None None
metadata dict[str, str] Field(default_factory=dict)
render_values dict[str, str] Field(default_factory=dict)
safety_tag PromptSafetyTag 'general'
reviewer_id str ''
adversarial_test_status AdversarialTestStatus 'untested'

PromptLibraryOutput(BaseModel)

Output from AlignPromptLibraryBlock.

Field Type Default
op str required
prompts list[PromptEntry] Field(default_factory=list)
retrieved PromptEntry \| None None
rendered str ''
variables_found list[str] Field(default_factory=list)
message str ''
degraded bool False
degradation_reason str ''
completion_state Literal['verified', 'qualified-draft', 'blocked-escalated', 'failed'] 'qualified-draft'
warning_card str \| None None
evidence dict[str, Any] Field(default_factory=dict)
request_id str \| None None
run_id str \| None None

AlignPromptLibraryMCPBlock(AIBlock[MCPPromptLibraryInput, MCPPromptLibraryOutput, dict])

Field Type Default
name str 'align_prompt_library_mcp'
state dict \| None None
db_path str ':memory:'
resource_bounds ResourceBounds \| None None
usage ResourceUsage field(default_factory=ResourceUsage)

Methods:

infer(inp: MCPPromptLibraryInput) -> Result[MCPPromptLibraryOutput]

MCPPromptLibraryInput(BaseModel)

Field Type Default
op PromptLibraryMCPOp required
prompt_id str \| None None
prompt_name str \| None None
template str \| None None
variables dict[str, Any] Field(default_factory=dict)
tags list[str] Field(default_factory=list)
category str \| None None
description str \| None None
spec_id str \| None None
spec_name str \| None None
spec_type str \| None None
spec_content str \| None None
spec_constraints list[str] Field(default_factory=list)
tree_id str \| None None
tree_name str \| None None
tree_goal str \| None None
version int \| None None
target_spec_id str \| None None
items list[dict[str, Any]] Field(default_factory=list)
content str \| None None
query str \| None None
limit int 20
metadata dict[str, Any] Field(default_factory=dict)

MCPPromptLibraryOutput(BaseModel)

Field Type Default
op str required
success bool required
prompt_id str \| None None
prompt dict[str, Any] \| None None
prompts list[dict[str, Any]] Field(default_factory=list)
rendered str \| None None
spec_id str \| None None
spec dict[str, Any] \| None None
specs list[dict[str, Any]] Field(default_factory=list)
tree_id str \| None None
tree dict[str, Any] \| None None
trees list[dict[str, Any]] Field(default_factory=list)
versions list[dict[str, Any]] Field(default_factory=list)
links list[dict[str, Any]] Field(default_factory=list)
count int 0
stats dict[str, Any] Field(default_factory=dict)
message str ''
error str ''
valid bool False
degraded bool False
degradation_reason str ''
completion_state Literal['verified', 'qualified-draft', 'blocked-escalated', 'failed'] 'qualified-draft'
warning_card str \| None None
evidence dict[str, Any] Field(default_factory=dict)
request_id str \| None None
run_id str \| None None

MCP Tools

Operation Source
store prompt_library_mcp
retrieve prompt_library_mcp
list prompt_library_mcp
delete prompt_library_mcp
search prompt_library_mcp
render prompt_library_mcp
validate prompt_library_mcp
store_spec prompt_library_mcp
retrieve_spec prompt_library_mcp
list_specs prompt_library_mcp
delete_spec prompt_library_mcp
search_specs prompt_library_mcp
validate_spec prompt_library_mcp
create_tree prompt_library_mcp
get_tree prompt_library_mcp
list_trees prompt_library_mcp
list_versions prompt_library_mcp
rollback prompt_library_mcp
export_json prompt_library_mcp
import_json prompt_library_mcp
bulk_store prompt_library_mcp
link_to_spec prompt_library_mcp
get_linked prompt_library_mcp
capabilities prompt_library_mcp
stats prompt_library_mcp
info prompt_library_mcp
list_patterns prompt_library_mcp