Documentation
forge-citation
Citation discipline for AI-generated outputs. Defines when to cite, what qualifies as verifiable, URL+quote+file-path verification, inference vs fact marking, and what to avoid. Pr…
Engineering
pie-dimensional-analysis
Performs mathematical verification for physical calculations: unit-tracking algebra, PhysicalQuantity patterns for compound units, SI/Imperial handling, Buckingham pi theorem, and …
AI / ML
bedrock-automated-reasoning
Amazon Bedrock Automated Reasoning performs mathematical verification of AI outputs against formal policy rules, reaching up to 99% accuracy. Ideal for validating healthcare protoc…
Automation
claude-managed-agents-webhooks
Receive and verify managed agent webhooks. Use when setting up webhook handlers, debugging signature verification, or handling agent session and vault events such as session.status…
Testing
aif-verify
Verify completed implementation against the plan. Checks that all tasks were fully implemented, nothing was forgotten, code compiles, tests pass, and quality standards are met. Use…
Testing
os-evolution-verifier
Verifies that os-architect produces real evolution. Dispatches os-architect in single-shot simulation, then checks for actual artifacts (new files, HANDOFF_BLOCK, plan files). Repo…
Testing
qa-onboarding
Verification-first onboarding for a new QA engineer on the Go Bean & Brew project. Activates on onboarding prompts or any request to onboard a project via MD, Mem0, Helixir, or Git…
DevOps
setup-steward-verify
Verify apache-steward framework integration in an adopter tracker: checks for .apache-steward/ directory, git submodule checkout and alignment, completed project config fields, and…
Research
staat-kap-verde-migrationscheck
Country and territory check for Cape Verde: migration-law workflow covering origin, transit, documents, visas, protection, passport procurement, repatriation, and residence title q…
Research
staat-kasachstan-migrationscheck
Country and territory check for Kazakhstan: migration-law workflow covering origin, transit, documents, visas, protection, passport procurement, repatriation, and residence title q…
Research
staat-kirgisistan-migrationscheck
Country and territory check for Kyrgyzstan: migration-law workflow covering origin, transit, documents, visas, protection, passport procurement, repatriation, and residence title q…
Engineering
inspect
Deep audit comparing plan versus implementation. Parses plan files or descriptions, extracts requirements, and evaluates completeness, quality, and gaps across multiple dimensions.…
Productivity
aoa-summon
Delegate a bounded child route with strict gates, local execution, and verified return when a parent already has a clear anchor and named outputs. Use only for focused review or ve…
Research
staat-kiribati-migrationscheck
Country and territory check for Kiribati: migration-law workflow covering origin, transit, documents, visas, protection, passport procurement, repatriation, and residence title que…
Research
staat-katar-migrationscheck
Country and territory check for Qatar: migration-law workflow covering origin, transit, documents, visas, protection, passport procurement, repatriation, and residence title questi…
Research
staat-kenia-migrationscheck
Country and territory check for Kenya: migration-law workflow covering origin, transit, documents, visas, protection, passport procurement, repatriation, and residence title questi…
Research
staat-franzoesisch-polynesien-migrationscheck
French Polynesia country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit question…
Research
staat-faeroeer-migrationscheck
Faroe Islands country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions w…
Research
staat-franzoesisch-guayana-migrationscheck
French Guiana country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions w…
Engineering
implement-plan
Executes an implementation plan phase-by-phase, delegating tasks and running Gradle verification between phases with an immediate halt on any build failure. Use after review leaves…
Engineering
shannon-execution-verifier
Perform post-build verification of Shannon Framework outputs using Flow, Artifact, and Functional Verification layers. Validates production-ready applications across Frontend, Back…
Research
staat-gibraltar-migrationscheck
Gibraltar country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with …
Research
staat-eswatini-migrationscheck
Eswatini country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with l…
Research
staat-eritrea-migrationscheck
Eritrea country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with li…
Research
staat-estland-migrationscheck
Estonia country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with li…
Research
staat-finnland-migrationscheck
Finland country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with li…
Research
staat-georgien-migrationscheck
Georgia country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with li…
Security
agentprivacy-stranger-ceremony
Understanding-as-Key ceremony protocol for parties without prior relationship. Enables stranger-to-stranger verification, anonymous pairing, simultaneous forging, comprehension pro…
Research
staat-frankreich-migrationscheck
France country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with liv…
Research
staat-gambia-migrationscheck
Gambia country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with liv…
Automation
ship-pil
End-to-end verification with Linear evidence and PR creation for PIL changes. Runs dry-runs, validates delivery gates, checks heartbeats, drafts evidence comments, and opens a PR a…
Research
staat-gabun-migrationscheck
Gabon country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with live…
Research
staat-ghana-migrationscheck
Ghana country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with live…
Engineering
doubt-driven-development
Forces every non-trivial decision through a fresh-context adversarial review before acceptance. Use when accuracy outweighs speed, in unfamiliar code, or for high-stakes changes wh…
Research
staat-fidschi-migrationscheck
Fiji country and territory check: migration workflow covering origin, transit, documents, visas, protection, passport procurement, return, and residence permit questions with live …
Engineering
research-build
Converts requirements, ideas, and proposals into deliverable changes with acceptance criteria, minimal edits, immediate verification, and clear rollback points. Lowest priority whe…
Web
orb-webhooks
Receive and verify Orb webhooks. Use when setting up webhook handlers, debugging signature verification, or processing usage-based billing events such as invoice.issued, subscripti…
Research
agentprivacy-path-integral
Path integral edge value for privacy systems. Activates when discussing T_∫(π) replacing additive T(π), non-local correlations in paths, verification checkpoints, feedback loops in…
Security
setup-isolated-setup-verify
Walk the verification checklist in secure-agent-setup.md and report status for each item: settings.json wiring, hook scripts, claude-iso sourcing, pinned tool versions, status line…
Research
spezial-urkunden-ehe-geburt
Verifies marriage and birth certificates in migration contexts: authenticity, registry data, translation, legalization/apostille, and plausibility with German/EU/EMRK/GFK rules, ev…
Productivity
completion-audit
Prepare a completion CANDIDATE before declaring long or multi-stage work done. Enumerate user-visible surfaces, reconcile expectations, gather evidence, and run external gate. Unco…
Content
agentprivacy-media-plurality
Addresses media plurality and information commons for 0xagentprivacy. Covers signal versus noise, algorithmic capture, federated social media, AI verification, and privacy architec…
Testing
llm-verification
Perform independent adversarial verification of a task after all DoD criteria pass, before marking complete. Activates on task closure, verification requests, or when green DoD is …
Testing
verify-artifact
Round-trip fidelity test that regenerates an artifact, re-ingests it into a scratch vault, diffs it against the source, and reports a normalized fidelity score. Emits pass/fail res…
Testing
hypothesis-driven-debugging
Investigates build failures, test errors, runtime crashes, or unexpected behavior through minimal reproduction, multi-hypothesis testing, and evidence-based verification. Re-runs b…
Productivity
flow-verifier
Verify plan consistency, generate summaries, and maintain overall plan health. Supports review, verification, summaries, and plan maintenance with mostly read-only operations plus …
Security
agentprivacy-stranger-witness
Specialist persona for stranger-to-stranger ceremony verification. Performs anonymous pairing, simultaneous forging, understanding proof without prior trust, sealed comparison, and…
Research
spezial-sichere-herkunft-und-drittstaat
Specialized migration-law skill that checks EU/national safe-country lists, rebuttals, and individual risks with German, EU, ECHR, and Geneva Convention sources, evidence, deadline…
DevOps
ground-control
Post-upgrade verification system that defines model/cron/channel ground truth and runs a 5-phase automated flow checking config integrity, API keys, cron, smoke tests and channel l…
Research
spezial-staatenlosigkeit
Assesses statelessness status, documents, protection, travel documents, and naturalization pathways in migration law with German, EU, EMRK, and GFK frameworks, evidence, deadlines,…
Engineering
complete-implementation
Holistic completion workflow after tasks are marked done: code review, feature verification, integration check, documentation drift audit, and context refinement. Creates follow-up…
Testing
verdict
Token-efficient browser verification for AI coding agents. Handles page verification, click flows, form fills, CSS inspection, and screenshots. Costs ~50-100 tokens per call versus…
Research
forge-research
Research workflow for agents and humans. Covers question decomposition, source hierarchy, search vs ask decisions, confidence-rated synthesis, and anti-hallucination checks with fu…
Testing
loom-test-driven-development
Drives implementation via test-first verification: an executable check fails before the change and passes afterward, supplying evidence for behavior, bugs, logic, edge cases, or ac…
Research
spezial-sprachzertifikate
Reviews recognized language certificates, proficiency levels, exceptions, and hardship cases in migration law with German, EU, EMRK, and GFK frameworks, evidence, deadlines, and so…
Testing
fare-self-verify
Self-verify completed work against DoD and linked test cases before handoff. Set meta_status to VERIFYING, add evidence comments (commit hash, files, passed tests, branch/PR link).…
Engineering
ralph-loop
Drive an autonomous iterative build process across multiple cycles until the verification gate returns ready, respecting iteration, time and commit budgets while remaining portable…
Research
paper-to-claim-verifier
Verifies whether a scientific or biomedical claim is supported by the cited original papers rather than by citation drift, overstatement, selective citation, or correlation-to-caus…
Engineering
ralph
Run a specification-first development loop that uses iterative Socratic questioning to surface assumptions, then executes an Interview-Seed-Execute-Evaluate-Evolve cycle until veri…
Research
spezial-rdg-livequellen-und-rechtsprechungscheck
Runs a specialized workflow that clarifies facts, applies the legal framework, gathers evidence, assigns a risk indicator, and produces usable output for RDG live source and case-l…
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