openprose__prose/packages/std

OpenProse Standard Library

Reusable OpenProse services, systems, patterns, roles, delivery adapters, memory services, and operational tools.

Usage

use "std/evals/inspector"
use "std/patterns/worker-critic"
use "std/patterns/pipeline"
use "std/roles/critic"
use "std/delivery/email-notifier"
use "std/memory/project-memory"

Install with prose install. std/... is the shorthand for github.com/openprose/prose/packages/std/...; see deps.md for dependency resolution details.

Library

Authored Prose sources use *.prose.md and the current Contract Markdown section form (### Services, ### Requires, ### Ensures, and related sections). README.md files remain plain Markdown.

evals/

Systems for evaluating and improving OpenProse runs, contracts, and platform behavior.

System	Purpose
inspector	Post-run analysis — runtime fidelity and task effectiveness
contract-grader	Scores a system or service against its declared contract
regression-tracker	Tracks quality regressions across runs
cross-run-differ	Compares runs and recommends follow-up investigation
eval-calibrator	Validates light evals against deep evals for reliability
system-improver	Analyzes inspections and proposes source improvements
platform-improver	Analyzes inspections and proposes platform/runtime improvements

ops/

Operational systems for profiling, debugging, validation, and wiring.

System	Purpose
lint	Validate structure, schema, shapes, and contract consistency for a system and its service tree
preflight	Check that all runtime dependencies are satisfied before executing a system
status	Summarize recent runs from <openprose-root>/runs/
wire	Run Forme wiring to produce forme.manifest.json
diagnose	Investigate failed or suspicious runs and propose fixes
profiler	Cost, token usage, and time profiling for completed runs

delivery/

Services for delivering outputs to humans and external systems.

Service	Purpose
human-gate	Present output for human review, block until approved or rejected
slack-notifier	Format and deliver content to Slack via webhook or API
email-notifier	Send an HTML email via a configured email provider (Resend, SendGrid, Postmark, SES, SMTP)
email-renderer	Render structured report data into a branded, email-safe HTML string
html-renderer	Render an HTML document from a template and structured data
webhook-notifier	Deliver content to an HTTP endpoint via webhook
file-writer	Write content to a local, S3, or GCS destination

patterns/

Reusable coordination and control-flow patterns (kind: pattern).

Pattern	Purpose
worker-critic	Two-agent loop: worker produces, critic evaluates, repeat until accepted
ensemble-synthesizer	N-agent ensemble that independently solves then synthesizes into a consensus answer
ratchet	Iterative improvement loop with regression prevention
dialectic	Two-agent debate structure producing a synthesized conclusion
proposer-adversary	Adversarial proposal testing: proposer generates, adversary stress-tests
oversight	Actor-observer-arbiter structure for independent observation and decision
assumption-miner	Surfaces implicit assumptions in a solution for explicit evaluation
blind-review	Independent evaluation without exposure to other agents' assessments
contrastive-probe	Generates contrasting solutions to expose decision boundaries
stochastic-probe	Introduces controlled randomness to test solution robustness
coherence-probe	Tests whether two corpora that should agree are actually in sync
pipeline	Sequential stage pipeline: output of each stage feeds the next
map-reduce	Parallel fan-out across inputs followed by aggregation
fan-out	Parallel delegation without reduction; parent consumes raw results
race	Parallel speculative execution; first acceptable result wins
guard	Conditional delegation: run target only when guard passes
refine	Iterative improvement guided by an evaluator
fallback-chain	Sequential failover through candidate delegates
retry-with-learning	Retry loop that accumulates failure context to guide subsequent attempts

roles/

Single-service role guides for systems and patterns.

Role	Purpose
classifier	Classifies inputs into a fixed set of categories; returns structured label
critic	Evaluates a proposed solution against criteria; returns scored feedback
extractor	Extracts structured data from unstructured text; returns JSON
summarizer	Condenses long content into a concise representation
verifier	Checks a solution for correctness against known constraints or test cases
researcher	Investigates a topic and produces sourced findings
writer	Produces prose for a specified audience and purpose
planner	Breaks an objective into ordered work with dependencies
router	Routes an input to the right tool, role, or next step
formatter	Transforms structured data into a target presentation format

memory/

Services for persistent agent memory management.

Service	Purpose
project-memory	Project-scoped memory
user-memory	Cross-project memory (user-scoped)