Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check facts. Triggers: "implement", "implement this bead", "run the experiment". Full plan-to-validation requests route to rpi.
npx skills add https://github.com/boshu2/agentops --skill implement
Execute exactly one bounded experiment described by the resolved bead or caller
intent. Implement owns subject edits and factual evidence. It does not create a
second planning record or a model-authored candidate packet.
may snapshot and hash that source automatically for drift detection.
applies only when acceptance is behavioral: preserve evidence that the check
fails for the expected missing behavior. Relocations, doc merges, and pure
refactors need no failing-check ritual — record an honest green pre-change
baseline instead.
acceptance test.
subject-manifest.v1 fromthe before/after subject. Do not make the model transcribe those facts.
response or runtime channel. Stop.
Specialists such as standards, domain, test, refactor, and security may provide
advice. They are never hard dependencies and cannot add lifecycle authority.
During edits, run the smallest deterministic checks that can falsify the active
change. Reuse exact-input receipts when their subject and tool identity still
match. Run an expensive full-suite check at the integration boundary, or
earlier only when the intent explicitly makes it the first acceptance check.
Repeatedly replaying the full suite after every focused edit adds latency, not
proof.
On discovering a live consumer of the change outside the declared write scope
— a test asserting the old path, a generated twin, a gate reading the moved
file — stop and report the exact file and line to the caller. Do not silently
expand scope to absorb it. One repair revision of the intent is the maximum
before escalating to the caller; the 2026-07-15 heal-skill fold took three
intent revisions (lineage under .agents/ao/intents/sha256/26a4f2be...eb48)
because hand-enumerated scope kept missing live consumers.
Before declaring GREEN, self-audit the diff for mocks, placeholders, TODO
stubs, and hardcoded fixture values standing in for real behavior. A check
that passes against a placeholder is not evidence for the acceptance
criterion; either finish the behavior or report it as not built.
semantic validator.
intent for a caller to start separately.
or validation loop.
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.
Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances
Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "create a mind map", or "generate an Excalidraw file". Supports flowcharts, relationship diagrams, mind maps, and system architecture diagrams. Outputs .excalidraw JSON files that can be opened directly in Excalidraw.
Build and distribute Expo development clients locally or via TestFlight
Use when you have a written implementation plan to execute in a separate session with review checkpoints
Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.
Take boshu2/implement from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
The agent identifies a skill by the name field in its header. Two skills with the
same name cannot sit side by side — one of them will be ignored.