se-harness
claudeClaude Code plugin: interview/scan, recommend, bootstrap, goal loop with HITL gates, three-tier memory, sync, export. Install this one in Claude Code.
8 skills · 14 commands · 13 agents · hooks
GitHub Copilot CLI variant (generated from se-harness): agent roster, harness skills, goal-loop commands, bundled enforcement hooks. Install this one with `copilot plugin install` — see docs/setup-guide-copilot.md.
Plugin se-harness-copilot from marketplace se-harness in rbhattarai/se-harness. Commands read from the repo's manifest — 28 days ago.
coding-disciplineKarpathy-inspired coding discipline — think before coding, simplicity first, surgical changes, goal-driven execution — with real-world wrong/right examples. Use when implementing, reviewing, or fixing code that shows hidden assumptions, overcomplication, scope creep, or vague success criteria.
context-injectorBudgeted, progressive-disclosure memory context for every request. Use when deciding what project memory to load — never bulk-load memory files; follow the budget table and retrieve the rest on demand.
harness-bootstrapRecommend and install the harness components matching this project's profile — methodology, stack plugins, MCP servers, observability — opt-in per item, recorded in the lockfile. `--reconfigure <topic>` revisits an earlier choice (observability, memory, methodology).
harness-conventionsCapture this repo's coding conventions and internal-library usage as per-area convention docs (angular, dotnet, e2e-playwright, db, ...) the agents load before writing code. Detect → draft → confirm each rule → write. Re-runnable; flags stale docs.
harness-exportExport the harness to another AI client — Copilot agent profiles, Cursor rules — with an honest capability report of what does and doesn't carry over.
harness-goalRun the loop-engineering workflow for a user goal — grill, deep-dive, refine, story, implement, test, PR, deploy — with human gates at irreversible steps.
harness-initBootstrap the AI harness for this project — interview (new) or detect+confirm (existing), then generate profile, env, memory scaffold, org rules, and AGENTS.md/CLAUDE.md.
harness-mem-codebase-memoryInstall, register, index and refresh the codebase-memory-mcp structural-memory driver for one repo or a whole workspace — optionally linking the indexed repos with its cross-repo mode. Confirms every third-party install first.
harness-mem-codegraphInstall, register, index and refresh the CodeGraph structural-memory driver (colbymchenry/codegraph, or codegraph-ai/CodeGraph) for one repo or a whole workspace. Confirms every third-party install and the telemetry choice first.
harness-mem-graphifyBuild and maintain Graphify structural-memory indexes for one repo or an entire se-harness workspace — install, extract, cluster/label, export full-symbol HTML, and merge per-repo graphs into a workspace-level graph.
harness-mem-sourcegraphConnect, verify and audit the Sourcegraph structural-memory driver (Cloud or self-hosted) — wire the MCP connection, check it works, and report which workspace repos the instance actually has indexed. Builds nothing; the instance does the indexing.
harness-mem-wikiBuild and refresh the workspace-level domain wiki from non-code sources — Jira, Confluence, SharePoint, NAS documents, NAS video — gated on each source actually being configured, synthesis-only, nothing ingested without confirmation.
harness-methodology-openspecInstall and initialize OpenSpec (Fission-AI/OpenSpec) for one repo or an entire se-harness workspace, gated on methodology:openspec actually being selected — setup only, /harness-goal drives the actual propose/archive lifecycle.
harness-scanScan an existing repo to detect stack, devops, cloud, topology, and org conventions; confirm with the user; merge into the harness profile and regenerate AGENTS.md/CLAUDE.md.
harness-syncDetect drift between the project and its harness — stack changes, new recommendations, template updates, memory health — and refresh only generated content after confirmation.
harness-updateUpdate the se-harness plugin to the newest version (marketplace first, GitHub as fallback), then migrate this project's .harness/ data to match — without losing anything the project changed.
memory-keeperConventions for writing session/decision memory (tier 2) — daily logs, topics, scratchpad, typed causal links, promotion to the long-term index. Use at task end, after significant decisions/fixes, and when deciding where a learning belongs.
requirement-grillInterrogate a goal until it is an unambiguous, testable requirement — scope, acceptance criteria, non-functionals, out-of-scope. Use at /harness-goal step 1 and whenever a request is vague enough that two reasonable engineers would build different things.
stack-detectorEvidence-based detection of a brownfield repo's stack, devops, cloud, and organization conventions. Use during /harness-scan — reason over collected evidence, never guess from a single package name, and always attach evidence + confidence to every claim.
wiki-ingestIngest an external source (Confluence page, Jira epic, URL, document) into the project's domain wiki — synthesize into pages, update the index, log the operation. Use when the user shares a source, when org conventions_url is set, or when /harness-goal finds an unread PRD.
wiki-lintHealth-check the domain wiki — contradictions, stale claims, orphan pages, index drift, missing links. Use periodically, after large ingests, or when the user asks whether the wiki is trustworthy.
wiki-queryAnswer domain questions from the project wiki with citations — and file useful new syntheses back into it. Use during /harness-goal deep-dive (step 2) and whenever a question concerns domain knowledge rather than code.
/se-harness-copilot:harness-bootstrapRecommend and install the harness components matching this project's profile — methodology, stack plugins, MCP servers, observability — opt-in per item, recorded in the lockfile. `--reconfigure <topic>` revisits an earlier choice (observability, memory, methodology).
/se-harness-copilot:harness-conventionsCapture this repo's coding conventions and internal-library usage as per-area convention docs (angular, dotnet, e2e-playwright, db, ...) the agents load before writing code. Detect → draft → confirm each rule → write. Re-runnable; flags stale docs.
/se-harness-copilot:harness-exportExport the harness to another AI client — Copilot agent profiles, Cursor rules — with an honest capability report of what does and doesn't carry over.
/se-harness-copilot:harness-goalRun the loop-engineering workflow for a user goal — grill, deep-dive, refine, story, implement, test, PR, deploy — with human gates at irreversible steps.
/se-harness-copilot:harness-initBootstrap the AI harness for this project — interview (new) or detect+confirm (existing), then generate profile, env, memory scaffold, org rules, and AGENTS.md/CLAUDE.md.
/se-harness-copilot:harness-mem-codebase-memoryInstall, register, index and refresh the codebase-memory-mcp structural-memory driver for one repo or a whole workspace — optionally linking the indexed repos with its cross-repo mode. Confirms every third-party install first.
/se-harness-copilot:harness-mem-codegraphInstall, register, index and refresh the CodeGraph structural-memory driver (colbymchenry/codegraph, or codegraph-ai/CodeGraph) for one repo or a whole workspace. Confirms every third-party install and the telemetry choice first.
/se-harness-copilot:harness-mem-graphifyBuild and maintain Graphify structural-memory indexes for one repo or an entire se-harness workspace — install, extract, cluster/label, export full-symbol HTML, and merge per-repo graphs into a workspace-level graph.
/se-harness-copilot:harness-mem-sourcegraphConnect, verify and audit the Sourcegraph structural-memory driver (Cloud or self-hosted) — wire the MCP connection, check it works, and report which workspace repos the instance actually has indexed. Builds nothing; the instance does the indexing.
/se-harness-copilot:harness-mem-wikiBuild and refresh the workspace-level domain wiki from non-code sources — Jira, Confluence, SharePoint, NAS documents, NAS video — gated on each source actually being configured, synthesis-only, nothing ingested without confirmation.
/se-harness-copilot:harness-methodology-openspecInstall and initialize OpenSpec (Fission-AI/OpenSpec) for one repo or an entire se-harness workspace, gated on methodology:openspec actually being selected — setup only, /harness-goal drives the actual propose/archive lifecycle.
/se-harness-copilot:harness-scanScan an existing repo to detect stack, devops, cloud, topology, and org conventions; confirm with the user; merge into the harness profile and regenerate AGENTS.md/CLAUDE.md.
/se-harness-copilot:harness-syncDetect drift between the project and its harness — stack changes, new recommendations, template updates, memory health — and refresh only generated content after confirmation.
/se-harness-copilot:harness-updateUpdate the se-harness plugin to the newest version (marketplace first, GitHub as fallback), then migrate this project's .harness/ data to match — without losing anything the project changed.
architectDesigns architecture for an approved requirement — impact analysis, component/data design, ADR. Use after a REQ is approved and before implementation is planned. Read-mostly; writes only design docs.
db-engineerSchema changes, migrations, and query work for an approved requirement. Use during goal-loop step 5 when the design touches the data model.
e2e-generatorGenerates Playwright specs from the e2e plan, exploring the live app via Playwright MCP for real selectors. Second of the planner→generator→healer chain.
e2e-healerDiagnoses and fixes failing/flaky Playwright tests — selector drift, timing, data issues — or flags real app bugs. Third of the planner→generator→healer chain; also used in maintenance.
e2e-plannerConverts tracker test cases into an executable e2e test plan (scenarios, selectors strategy, data setup) for the Playwright generator. First of the planner→generator→healer chain.
implementer-backendImplements backend/service-layer changes for one task of an approved requirement, with unit tests, in an isolated worktree. Use during goal-loop step 5.
implementer-frontendImplements UI changes for one task of an approved requirement, with component tests, in an isolated worktree. Use during goal-loop step 5.
integration-testerWrites and runs integration tests across component/service boundaries touched by the requirement — DB, queues, HTTP contracts. Use after unit testing, before e2e.
release-managerPrepares releases — version bump, release notes from merged REQs/stories, deploy checklist. Runs ONLY after the human deploy gate (goal-loop step 9). Never deploys without explicit approval in the current session.
reviewerRead-only design review of a REQ's merged diff — Karpathy discipline (scope, simplicity), clean code, and SOLID/design-pattern smells the diff itself introduced. Use in goal-loop step 5, after the tests pass and before the PR gate.
story-writerConverts an approved requirement + design into a Jira user story and XRay/Zephyr test cases via the Atlassian MCP. Use at goal-loop step 4.
unit-testerStrengthens unit-test coverage for changed code — gap analysis, edge cases, regression tests. Use after implementers finish, before integration testing.
workspace-orchestratorCoordinates a multi-component /harness-goal task across a workspace's repos — reads workspace.yaml and REQ-NNN/workspace-plan.md, dispatches rows in dependency order, crosses into sibling repos directly when a row lives outside the current one, and keeps the plan's status current. Use at goal-loop s
Claude Code plugin: interview/scan, recommend, bootstrap, goal loop with HITL gates, three-tier memory, sync, export. Install this one in Claude Code.
8 skills · 14 commands · 13 agents · hooks
Matt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
Core skills library for Claude Code: TDD, debugging, collaboration patterns, and proven techniques
15 skills · hooks
Persistent memory for Claude Code: the next session starts where the last one left off.
29 skills · 1 MCP server · hooks
Cross-session memory and token savings for coding agents.
6 skills · 1 agent · 1 MCP server · hooks
Up-to-date documentation lookup. Pull version-specific documentation and code examples directly from source repositories into your coding agent's context.
1 MCP server
Build powerful, stateful CLI interfaces for any GUI application using the cli-anything harness methodology.
5 commands
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