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memtrace-public

memtrace-public contains 34 collected skills from syncable-dev, with repository-level occupation coverage and site-owned skill detail pages.

skills collected
34
Stars
425
updated
2026-07-09
Forks
36
Occupation coverage
2 occupation categories · 100% classified
repository explorer

Skills in this repository

memtrace-code-review
software-developers

Review GitHub pull requests with Memtrace's local graph-backed review engine. Use when the user asks to review a GitHub pull request, run Memtrace code review, post Memtrace review comments, create a PR with a review step, or publish local graph-backed review findings to GitHub. Prefer the review_github_pr MCP tool over manual diff inspection. Do not use for local working-tree diffs — that is the built-in /code-review; this skill is for GitHub PRs via review_github_pr.

2026-07-09
memtrace-first
software-developers

Route code discovery, debugging, flow tracing, how-code-works questions, and pre-edit rationale checks in indexed source-code repos to Memtrace graph plus Cortex decision tools. Use first before searching/reading code, and before editing, refactoring, deleting, or re-picking an approach that may have a recorded decision, ban, convention, or contract. Do not use Grep, Glob, rg, find, or manual file browsing for code discovery when Memtrace is indexed. Zero results are not permission to grep; diagnose/reindex with Memtrace.

2026-07-09
memtrace-index
software-developers

Index a source-code repo into the Memtrace knowledge graph and poll the job to completion. Use when the user asks to index, parse, ingest, reindex, watch, or prepare a source-code repo for Memtrace analysis, when code exploration needs an index, or when searches return 0/partial results for source paths under an indexed root. Use this before Grep, Glob, rg, find, or manual code search whenever the repo can be indexed. For ongoing watch mode / live re-indexing after the initial index, use memtrace-continuous-memory.

2026-07-09
memtrace-change-impact-analysis
software-developers

Compute what a planned source-code change will break — blast radius, affected processes, cross-repo callers, temporal stability, and Cortex decision-memory constraints — and produce a risk-rated change plan. Use before edits, refactors, API changes, renames, removals, PR reviews, or risk assessments, especially when changing established behavior or deleting code. Do not manually grep references or browse files for impact; use Memtrace graph context, change history, and decision recall/provenance.

2026-07-07
memtrace-decision-memory
software-developers

Check Cortex decision memory through the normal Memtrace MCP tools — the umbrella entry point for decision recall, provenance (why is this here), intent verification, and governing contracts. Use before assuming WHY code exists, before any non-trivial edit/refactor/delete of existing code, before re-picking a library/pattern/architecture, or before contradicting an apparent convention. Route: free-text decisions/bans/conventions → memtrace-decision-recall; symbol lineage/contracts → memtrace-provenance; did the decision hold → memtrace-intent-verification. Do not guess rationale from the diff or git log.

2026-07-07
memtrace-decision-recall
software-developers

Recall ranked decisions, bans, and conventions from Cortex decision memory by free-text query through the normal Memtrace MCP server. Use when the user asks what was decided/chosen/rejected, whether there is a convention/ban/policy, and before any non-trivial edit/refactor/delete or re-picking a library, pattern, architecture, or subsystem behavior that may already be settled. Do not reconstruct decisions from git log or guesswork. To verify whether a known decision held, use memtrace-intent-verification; for symbol lineage/contracts, use memtrace-provenance.

2026-07-07
memtrace-preflight
software-developers

Run a one-call pre-flight check on a single existing symbol before editing it: blast radius, co-change partners, complexity, 30-day churn, and verification checklist, then check Cortex decision memory for rationale/bans when intent may matter. Use before modifying any existing function or symbol you did not just write. Do not start editing a non-trivial existing function without pre-flight plus decision-memory recall/provenance; Memtrace knows the dependency graph, change history, and recorded decisions.

2026-07-07
memtrace-provenance
software-developers

Retrieve the governing decision lineage (why is this here) and contracts that bind a symbol from Cortex decision memory through the normal Memtrace MCP server. Use before deleting, rewriting, refactoring, or 'cleaning up' existing code that looks unused, odd, redundant, legacy, or policy-sensitive, and when the user asks why a symbol exists or what rules constrain it. Symbol-scoped; for free-text decision search use memtrace-decision-recall first. Do not infer intent from the diff or assume unfamiliar code is safe to remove.

2026-07-07
memtrace-refactoring-guide
software-developers

Build a phased, risk-scored refactoring plan from Memtrace complexity, dead-code, bridge, impact analysis, and Cortex decision-memory constraints. Use when the user wants to refactor source code, reduce complexity, clean technical debt, delete dead code, split large functions, extract modules, reorganize code, or choose refactoring priorities. Do not plan refactors from grep/manual reference search alone; check graph impact and decision rationale/bans/contracts before changing existing code.

2026-07-07
memtrace-api-topology
software-developers

Map API endpoints, outbound HTTP calls, and cross-repo service topology in indexed source code. Use when the user asks about API endpoints, HTTP routes, fetch/client calls, REST surface, service dependencies, cross-repo dependencies, or API topology. Do not use Grep, Glob, rg, find, or manual file search for routes or HTTP calls; Memtrace maps endpoints and call edges from the indexed AST graph.

2026-07-06
memtrace-cochange
software-developers

Find files that historically co-change with a target symbol or file, ranked by co-occurrence across git episodes. Use when the user asks about historical coupling, co-change, what changes with this, hidden dependencies, or what else needs to move for source code. Do not use git log, git diff, Grep, or manual file search to correlate changes; Memtrace queries co-change and temporal graph data directly.

2026-07-06
memtrace-codebase-exploration
software-developers

Map an indexed source-code repo into a structured overview — scale, communities, central symbols, execution flows, API surface, recent activity. Use when the user wants to explore, understand, onboard to, map, or get an overview of an indexed source-code repo, architecture, modules, or major flows. Do not use Glob, find, tree, rg, or manual file browsing as the first exploration path; Memtrace provides structured graph briefing. Do NOT use for change history / what-changed questions — use memtrace-evolution.

2026-07-06
memtrace-continuous-memory
software-developers

Keep the Memtrace index fresh while editing by watching a repo for live, incremental re-indexing. Use when the user asks to keep Memtrace fresh while editing, watch a repo, enable live or incremental indexing, set up always-on memory (meaning Memtrace index watching, not generic agent memory), or make just-saved source code queryable immediately. Do not fall back to repeated Grep or manual rescans; configure Memtrace watching.

2026-07-06
memtrace-daily
software-developers

Orient at the start of a coding session, review what recently changed in a repository, and self-audit after completing work. Use when the user wants the daily briefing (what changed in the last 24h with complexity deltas), hotspots (complexity × churn refactor priorities), or a session review (clean/review/risky verdicts per editing session). For catching up after time away or resuming a prior session, use memtrace-session-continuity; daily is the last-24h briefing + hotspots + self-audit. Do not reconstruct recent activity from git log; Memtrace diffs the graph at save granularity.

2026-07-06
memtrace-docs-ask
computer-occupations-all-other

Answer questions from official Memtrace documentation only — installation, CLI, MCP tools, fleet, Cortex, enterprise MemDB deploy, skills, configuration. Use when the user asks how Memtrace works or wants a cited explanation. Calls ask_docs on memtrace.io (RAG + guardrails). Do not guess product behavior from training data.

2026-07-06
memtrace-docs-read
computer-occupations-all-other

Read the full plain-text body of an official Memtrace docs page by slug. Use when you know the page path (from search_docs, ask_docs citations, or user link) and need complete content — CLI reference, enterprise deploy guide, MCP tool tables. Calls read_doc or memtrace://docs/* resources on memtrace.io.

2026-07-06
memtrace-docs-search
software-developers

Search official Memtrace documentation with semantic full-text search. Use when the user wants to find doc pages, locate a guide, or discover which docs cover a topic (fleet, MCP, CLI, enterprise MemDB, skills). Calls search_docs on memtrace.io. Do not grep local files or web-search for Memtrace product docs.

2026-07-06
memtrace-docs
software-developers

Route Memtrace product documentation questions to the hosted docs MCP tools before guessing, searching the web, or reading stale local copies. Use when the user asks how Memtrace works, how to install/configure CLI/MCP/fleet/Cortex/enterprise MemDB, what tools or skills exist, what a command does, or wants the agent to read up on official docs. Calls search_docs, ask_docs, or read_doc on memtrace.io (override with MEMTRACE_DOCS_API_URL). Do not hallucinate Memtrace behavior — query docs first. Separate from memtrace-first (your repo's code graph).

2026-07-06
memtrace-episode-replay
software-developers

Replay the graph diff of one episode — a single git commit or working-tree save — to inspect what it changed: added/modified/removed symbols and edges. Use when the user asks what one commit or save changed in the graph, why code looks this way, or wants to inspect implementation attempts, reversions, past reasoning, or abandoned approaches across commits and working-tree episodes. Do not use git log or Grep for graph-level episode diffs; Memtrace replays indexed episode records. Do NOT use for module-level summaries or date-range change history — use memtrace-evolution.

2026-07-06
memtrace-evolution
software-developers

Trace source-code change history from Memtrace's symbol-level temporal memory. Use when the user asks about change history, recent modifications, what changed since a date, symbol timeline, evolution, unexpected changes, or incident timelines. Do not use git log, git diff, Grep, or manual file search to reconstruct history. Do NOT use for current-state architecture overviews (use memtrace-codebase-exploration) or for replaying one commit/save's graph diff (use memtrace-episode-replay).

2026-07-06
memtrace-fleet-coordination
computer-occupations-all-other

Resolve fleet conflicts between coordinated agents: what conflict class A/B/C means, how a Class C destructive overlap gets decided (by an agent judge or a human), how to be the judge (fleet_submit_verdict), how to read your directive after a decision, and how branch-scoping isolates fleets. Use when the user says 'two agents are changing the same thing', 'resolve this conflict', 'who should proceed', 'a decision is waiting', or asks you to act as a mediator between agents. This skill explains the conflict model and decision loop; for just the verdict/directive/resolution tool calls on a specific escalation, use memtrace-fleet-resolve.

2026-07-06
memtrace-fleet-first
computer-occupations-all-other

Coordinate fleets of coding agents sharing one repo+branch: declare typed intents, classify edit episodes, and resolve conflicts before they collide. Use FIRST when more than one coding agent works the same repo+branch at once (a 'fleet'), before reading code, planning a refactor, or making an edit — triggered by 'I'm about to edit X', 'rename Y across the codebase', joining a running fleet/session branch, coordinating with other agents, or prose hand-offs. Do not grep for 'who else is touching this' and do not skip fleet_publish_intent because 'it's a small change'. Fleet coordination is branch-scoped: pass your session branch so your fleet coordinates and stays isolated from agents on other branches. Skip ONLY for genuinely solo sessions or pure docs-only edits where coordination has zero value.

2026-07-06
memtrace-fleet-publish-intent
computer-occupations-all-other

Declare a structural intent BEFORE editing in a fleet — what symbols you'll touch and why — so other agents on your branch coordinate around you. Use when the user says 'I'm about to edit/rename/refactor X', or when starting any non-trivial edit while other agents share your repo+branch. Returns the graph blast radius, overlapping live intents on your branch, and a shift-left coordination/partition hint. Do not start editing shared symbols without publishing first.

2026-07-06
memtrace-fleet-record-episode
computer-occupations-all-other

Record an edit you just made in a fleet and get its conflict class (A/B/C) against agents on your branch. Use when you have just finished an edit, when the user says 'I just changed X', or when completing a refactor step while other agents share your repo+branch. Returns conflict_class + replan_hint; a Class C returns an escalation_id and mediation_request that starts the decision loop. Do not finish a coordinated edit without recording it.

2026-07-06
memtrace-fleet-resolve
computer-occupations-all-other

Resolve a Class C fleet decision: submit your verdict as an agent judge (fleet_submit_verdict), poll your own directive (fleet_get_escalation), see the needs-human queue (fleet_list_escalations), or record a human decision (fleet_resolve_escalation). Use when the user says 'a decision is waiting' or 'who should proceed', when you are handed a mediation_request, when acting as a mediator between two agents, or when a human chooses a winner in the dashboard. For the underlying conflict-class model and decision loop, see memtrace-fleet-coordination.

2026-07-06
memtrace-graph
software-developers

Map source-code architecture with graph algorithms — PageRank centrality, bridge symbols, Louvain communities, dependency paths, and execution flows over the AST graph. Use when the user asks about source-code architecture, important symbols, centrality, PageRank, bridge functions, communities, logical modules, chokepoints, service boundaries, or dependency path questions. Do not use Glob, find, tree, or directory browsing to infer architecture; Memtrace runs graph algorithms over the AST graph.

2026-07-06
memtrace-impact
software-developers

Compute the blast radius of modifying a symbol through transitive graph impact. Use when the user asks about blast radius, impact, what breaks, risk, upstream callers, downstream dependencies, or consequences of modifying a symbol, before or during source-code changes. Do not use Grep or manual reference search; Memtrace computes transitive graph impact. For a full risk-rated plan covering a multi-part change, use memtrace-change-impact-analysis.

2026-07-06
memtrace-incident-investigation
software-developers

Investigate source-code bugs, incidents, regressions, production issues, and failures to root cause with Memtrace symbol search, impact, call graph, and temporal history. Use when the user asks about root cause analysis, what broke, or what changed when debugging a failure. Do not start with Grep, Glob, rg, find, or manual file search for code causes. For plain what-changed questions without a failure, use memtrace-evolution.

2026-07-06
memtrace-intent-verification
software-developers

Verify whether a past decision actually held or was violated, and surface the arc of episodes that implemented that specific decision. Returns a Held | ViolatedAt | CannotProve verdict and the implementing arc from Cortex decision memory. Use when the user asks whether a decision held, was followed, or drifted, or before relying on a decision or reporting drift. Requires a decision_id (from memtrace-decision-recall); do NOT use for free-text decision lookup — use memtrace-decision-recall first. Do not assume a decision was followed; verify it.

2026-07-06
memtrace-quality
software-developers

Find dead code, complexity hotspots, and refactoring candidates in indexed source code. Use when the user asks about source-code quality, dead code, unused functions, zero callers, complexity, cyclomatic complexity, hotspots, refactoring candidates, or code smell questions. Do not use Grep, Glob, rg, or manual reference search for unused code; Memtrace uses graph reachability and complexity metrics.

2026-07-06
memtrace-relationships
software-developers

Map source-code relationships between symbols. Use when the user asks about callers, callees, references, imports, exports, type usages, class hierarchy, inheritance, implementations, overrides, or dependencies between symbols. Do not use Grep, Glob, rg, find, or manual text search for references; Memtrace traverses typed AST graph edges.

2026-07-06
memtrace-search
software-developers

Find source code with Memtrace hybrid BM25+semantic search: symbols, functions, classes, types, constants, definitions, implementations, logic, or error strings inside code. Use when the user wants to find, search, locate, or look up code or asks where code lives. Do not use Grep, Glob, rg, find, or manual file search for code discovery. If Memtrace returns 0 results, broaden the Memtrace query and diagnose/reindex; do not switch to grep.

2026-07-06
memtrace-session-continuity
software-developers

Catch up on everything that changed in an indexed source-code repo since the last session, using stored session anchors and Memtrace change memory. Use when the user asks to continue, catch up, resume, see what changed while away, recover prior context, or orient at session start without guessing timestamps. Do not use git log, Grep, or manual file search for catch-up; Memtrace provides session anchors and change memory.

2026-07-06
memtrace-style-fingerprint
software-developers

Pull the codebase's empirical style norm from Memtrace and match it when writing or editing source code in an indexed repo. Use when choosing between competing idioms (ternary vs if-else, arrow vs function declaration, const vs let, await vs .then, early-return vs nested-return), matching naming case, or when the user asks what the convention here is. Do not re-derive style from training priors or maintain a markdown style guide for the project; the fingerprint is sampled live from the actual code.

2026-07-06