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Claude Skills by jmagly
github.com/jmagly837 skills58 installs3,193 views
- Pattern SelectorRecommends the right LLM pipeline pattern for a use case — simple chain, embedded agent, state machine, RAG, eval loop, or dynamic promptVotes: 0GitHub stars: 211
- Pipeline DesignInteractive LLM inference pipeline design — elicits requirements, recommends pattern, scaffolds production-ready artifactsVotes: 0GitHub stars: 211
- Pipeline StatusShow status overview of all LLM inference pipelines in the current projectVotes: 0GitHub stars: 211
- ProductionizeProduction readiness review — strip prototype scaffolding, harden code, validate cost model, generate prod/ artifactsVotes: 0GitHub stars: 211
- Prompt EngineerProduction prompt engineering — write, iterate, and refine prompts with built-in eval loop feedbackVotes: 0GitHub stars: 211
- Forme ManifestRead a multi-service OpenProse program directory, analyze all service contracts, and generate the Forme wiring manifest for inspection and debuggingVotes: 0GitHub stars: 211
- Prose DetectLocate an existing OpenProse installation via env var, AIWG config, local install, plugin manifest, or global CLI. Returns PROSE_ROOT; triggers prose-install if not found.Votes: 0GitHub stars: 211
- Prose InstallInstall OpenProse for AIWG when not found. Tries `npx skills add`, falls back to git clone, then saves the resolved path to .aiwg/config.json.Votes: 0GitHub stars: 211
- Prose ReaderRead and parse an OpenProse program file, extracting its contract (requires, ensures, strategies, errors, invariants) and services into a structured representationVotes: 0GitHub stars: 211
- Prose RunExecute an OpenProse program within the current AIWG session, following the two-phase model (Forme wiring + Prose VM execution)Votes: 0GitHub stars: 211
- Prose SetupClone or update the OpenProse repository to ensure AIWG prose tools hook into the latest version of the specification and examplesVotes: 0GitHub stars: 211
- Prose ValidateValidate an OpenProse program file against Prose contract grammar without executing it — checks frontmatter, contract structure, service references, and strategy syntaxVotes: 0GitHub stars: 211
- Induct ResearchInduct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.Votes: 0GitHub stars: 211
- ChunkSplit a file into overlapping chunks suitable for parallel fanout processing and emit a manifest describing each chunkVotes: 0GitHub stars: 211
- FanoutDispatch the same query to multiple subagents in parallel across chunks in a manifest and aggregate results with source provenanceVotes: 0GitHub stars: 211
- Rlm BatchParallel fan-out processing - spawn multiple sub-agents for chunked context processingVotes: 0GitHub stars: 211
- Rlm ModeDetect requests for recursive decomposition and large-scale operations that benefit from RLM processingVotes: 0GitHub stars: 211
- Rlm PrepPrepare source content for RLM processing by discovering files, chunking each one, and writing a unified searchable manifestVotes: 0GitHub stars: 211
- Rlm QuerySpawn sub-agent to process focused context and return structured resultVotes: 0GitHub stars: 211
- Rlm SearchRun the full Recursive Language Model pipeline — prep, fan out across chunks, and recursively synthesize until results fit one context windowVotes: 0GitHub stars: 211
- Rlm StatusShow status of RLM task tree executionVotes: 0GitHub stars: 211
- Star PromptTastefully invite users to star AIWG after a successful workflow.Votes: 0GitHub stars: 211
- Twelve Factor AuditAudit an application against Twelve-Factor and modern 12+ Factor criteria with structured evidence, risks, and remediation tasks.Votes: 0GitHub stars: 211
- Twelve Factor DesignGenerate or review application architecture against Twelve-Factor and modern 12+ Factor design criteria.Votes: 0GitHub stars: 211
- Aiwg Language MapAIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefsVotes: 0GitHub stars: 211
- Soul CreateGenerate a SOUL.md identity file from source material, interactive prompts, or an existing voice profile. Use when authoring a persona / soul identity.Votes: 0GitHub stars: 211
- Validation CompleteActivate and run provider-normalized validation playbooks across configured AIWG providers, including single-provider and all-provider checks.Votes: 0GitHub stars: 211
- Portable CompleteUse this complete portable fixture to verify Agent Skills round trips.Votes: 0GitHub stars: 211
- Flow SyntaxUse when validating YAML flow syntax accepted by the pinned reference parser.Votes: 0GitHub stars: 211
- MinimalUse when validating the minimal normative Agent Skills fixture.Votes: 0GitHub stars: 211
- DemoDemonstrates bounded context handlingVotes: 0GitHub stars: 211
- Decision EvaluateEvaluate a pinned normalized decision ruleset through an explicitly configured Jev or LLM-subagent bindingVotes: 0GitHub stars: 211
- Iteration ControlManages bounded iteration loops for autonomous implementation with escalation.Votes: 0GitHub stars: 207
- Rlm ModeDetect requests for recursive decomposition and large-scale operations that benefit from RLM processingVotes: 0GitHub stars: 207
- Auto ProvenanceAutomatically generates W3C PROV-compliant provenance records when agents create or modify artifacts.Votes: 0GitHub stars: 207
- Citation GuardAutomatically verify citations when agents generate content that makes factual claims or references research.Votes: 0GitHub stars: 207
- Grade On IngestAutomatically triggers GRADE quality assessment when new research sources or findings are added to the corpus.Votes: 0GitHub stars: 207
- Issue Auto SyncAutomatically detect and update linked issues after commits or artifact changes.Votes: 0GitHub stars: 207
- Regression Api ContractDetect breaking changes in API contracts across REST, GraphQL, and gRPC interfaces.Votes: 0GitHub stars: 207
- Regression Auto BaselineAutomatically manage regression test baseline lifecycle with triggers for releases, deployments, and quality gates.Votes: 0GitHub stars: 207
- Regression BaselineCreate and maintain regression test baselines for comparison and drift detection.Votes: 0GitHub stars: 207
- Regression BisectAutomatically identify the commit that introduced a regression using git bisect.Votes: 0GitHub stars: 207
- Regression Cicd HooksIntegrate regression testing into CI/CD pipelines with automated baseline comparison, merge blocking, and multi-platform support.Votes: 0GitHub stars: 207
- Regression MetricsTrack and analyze regression statistics, trends, and health indicators.Votes: 0GitHub stars: 207
- Regression PerformanceDetect performance regressions by comparing benchmarks across versions, analyzing latency/throughput degradation, and providing statistical significance testing.Votes: 0GitHub stars: 207
- Regression ReportGenerate comprehensive regression analysis reports combining bisect, baseline, and metrics data.Votes: 0GitHub stars: 207
- Regression VisualDetect visual and UI regressions through screenshot comparison and pixel-diff analysis.Votes: 0GitHub stars: 207
- Tot ExplorationAutomatically trigger Tree of Thoughts exploration when agents face architectural decisions with multiple valid approaches.Votes: 0GitHub stars: 207
- Aiwg Update WarpUpdate existing project WARP.md with latest AIWG orchestration guidanceVotes: 0GitHub stars: 207
- Archive AnswerCapture a query answer and file it as a persistent artifact in .aiwg/working/answers/ with promotion guidance to a permanent destination.Votes: 0GitHub stars: 207