Knowledge Base

Plugin knowledge-base from marketplace agile-agentic-analytics in weisberg/agile_agentic_analytics. Commands read from the repo's manifest — yesterday.

Skills (24)

• ask-user

  Use when a workflow needs to present the user with 2-4 explicit choices and wait for their response before proceeding. Trigger on requests or internal decision points such as "present options", "ask before proceeding", "choice gate", "user decision", destructive operation confirmation, ambiguous fil

• background-jobs

  Orchestrate a long KB operation — migration, archive scan, enrichment batch, research backfill — as batched, checkpointed, resumable work with sample-before-bulk gates, and save/restore resumable context so a job survives across sessions. Trigger on 'run this KB job in batches', 'long/background KB

• briefing

  Assemble a proactive briefing from KB context — a daily digest, conversation prep, or a project/entity brief — surfacing risks, decisions needed, open loops, changed state, and source links. Trigger on 'brief me on X', 'daily briefing', 'conversation prep', 'prep me for tomorrow's conversation', 'wh

• citation-fixer

  Audit and repair KB citations so every factual claim carries inline source provenance with date and origin, and unverifiable claims are flagged rather than laundered into certainty. Trigger on 'fix citations', 'audit KB citations', 'this claim has no source', 'citation audit'. This repairs provenanc

• concept-synthesis

  Synthesize concepts, patterns, and originals across the KB into tiered intellectual maps with evidence and links, and read a book or long-form work through the KB to mirror its ideas, contradictions, and personalized applications. Trigger on 'synthesize concepts', 'find patterns in my notes', 'build

• conflict-resolution

  Detect, represent, and resolve contradictory KB facts, stale claims, duplicate entities, and competing interpretations while preserving provenance until resolved. Trigger on 'resolve conflicting facts', 'contradiction in the KB', 'this claim is stale/superseded', 'merge these duplicate entities'. Th

• conversation-ingestion

  File a conversation transcript or notes from an interview, research discussion, or support exchange. Preserve the raw material, capture decisions and actions, and update participant and company timelines. Trigger on 'process this conversation', 'ingest this conversation', 'file this transcript', or

• current-research

  Research current or external developments and produce a freshness delta against what the KB already knows, and verify academic or technical claims against primary papers, replication status, methods, and limitations before they enter the KB. Trigger on 'what's new since', 'update this from the web',

• enrich

  Enrich an existing entity or concept page — rewrite current state from evidence, add timeline entries, update typed relationships and back-links, and attach inline citations. Trigger on 'enrich this page', 'update this entity/company page', 'merge this info into the page', 'refresh this concept'. Fo

• health

  Audit and repair KB decision-readiness in one pass — plugin and vault health checks, YAML frontmatter and sidecar/index validation, stale pages, orphan pages, dead links and missing back-links, citation gaps, and a scored dashboard with prioritized remediation. Trigger on 'KB health', 'knowledge bas

• ingest

  Front door for getting a source into the knowledge base: detect the input type and delegate to the specialized ingestion skill, applying the shared ingestion laws (citation, back-link, raw-source preservation, filing by subject). Trigger on "ingest this", "save this to the knowledge base", "add this

• media-ingest

  Ingest non-conversational media into the KB — PDFs, books, articles and web pages, browser captures, video, audio and voice notes, screenshots, images, and code repos — choosing the right extractor (text, OCR, transcript, metadata, repo scan), preserving raw source, creating sidecars, and extracting

• migrate

  Bring an existing knowledge store into a KB vault — Obsidian, Notion, Logseq, Roam, markdown, CSV, JSON exports, and loose local file archives — with source mapping, dry-run, sample review, allow-listed crawling, candidate ranking, redirects, and rollback notes. Trigger on 'migrate to KB', 'import O

• publish

  Prepare a KB page or report for sharing or publication — privacy scrub, audience scope, citation check, approval gate — and render it to the requested export format, including PDF via a browser/HTML workflow with visual verification. Trigger on 'publish this page', 'share this note', 'prepare for pu

• query

  Answer a question from the knowledge base first — select the retrieval mode (exact, metadata, semantic-overlap, graph, timeline, federated), route across vault source scopes, expand through relationship back-links, and answer with citations, confidence, and a freshness delta. Trigger on 'ask the KB'

• reports

  Create a timestamped, saved KB report with a source manifest, the queries used, assumptions, and a reproducible output path. Trigger on 'save this KB report', 'generate a report', 'timestamped output with sources', 'write up this analysis'. For an ephemeral proactive prep briefing use briefing; for

• resolver

  Route a knowledge-base request to the one right KB skill and keep the routing surface healthy — inventory skills, run routing evals, tighten overlapping triggers, and dispatch operational work to a child skill. Trigger on 'which KB skill', 'route this KB request', 'operate the KB workflow', 'fix KB

• sample-vault

  Create and maintain the synthetic sample KB vault, fixtures, walkthroughs, and expected outputs used for plugin validation and onboarding demos. Trigger on 'refresh the sample vault', 'KB fixtures', 'worked walkthrough', 'demo KB'. This maintains test/demo data; for a real first-time install and imp

• setup

  First-run setup and import wizard for the knowledge-base plugin — validate the plugin/vaultli install, choose a sample, existing, or new vault, set privacy and source-scope defaults, then run the gated cold-start import across files, contacts, conversations, articles, notes, and repositories with sa

• signal-detector

  Notice durable KB signals in an inbound message — notable people, companies, concepts, decisions, tasks, contradictions — and capture the user's own original phrasing verbatim as a first-class KB original, all without blocking the conversation. Trigger on 'notice entities in this', 'what should go i

• skillify

  The meta skill. Turn any raw feature into a properly-skilled, tested, resolvable unit of agent capability. Cross-modal eval is the recommended Phase 3 quality gate: 3 frontier models from different providers critique the output, you iterate to quality, THEN write tests that lock in the proven-good b

• strategic-reading

  Read a book, article, transcript, or case study through the lens of a specific strategic problem you're facing. Produces an applied playbook that maps the source onto the problem and gives short/medium/long-term recommendations. NOT for general book summaries. - "strategic reading" - "read this thro

• task-manager

  Manage tasks, commitments, waiting states, and follow-ups backed by KB pages and conversation/action-item sources. Trigger on 'KB tasks', 'extract action items', 'what do I owe / what am I waiting on', 'track this commitment'. For proactively prepping a briefing document use briefing; for extracting

• vaultli

  Use when initializing, maintaining, validating, searching, documenting, or assembling context from a file-based knowledge base with the bundled vaultli CLI. Trigger on knowledge vaults, KB setup, .kbroot, YAML frontmatter, sidecar markdown, INDEX.jsonl, documenting SQL/templates/configs/scripts, val

Subagents (4)

• kb-curation

  KB curation, enrichment, and citation specialist. Delegate when the task is to enrich entity/concept pages, repair citations and back-links, resolve contradictions, synthesize concepts, or maintain taxonomy, page templates, and resolver fixtures. Trigger phrases: "enrich this page", "fix citations",

• kb-ingestion

  KB ingestion operator. Delegate when the task is to turn inbound material into durable KB pages — conversations, PDFs, articles, web/browser captures, video, audio, voice notes, screenshots, repos — or to run migrations and archive crawls in batches. Trigger phrases: "ingest this", "process this con

• kb-ops

  Read-only KB operations auditor. Delegate when the task is to audit plugin and vault health, generated-artifact hygiene, release readiness, resolver coverage, retrieval benchmarks, or bundled vaultli CLI parity — and report findings with evidence, not to fix them. Trigger phrases: "audit KB health",

• kb-retrieval

  KB retrieval and current-research specialist. Delegate when the task is to answer from the knowledge base, tune search or retrieval benchmarks, route source scopes, expand the relationship graph, assemble a briefing, or research current/external facts and produce a freshness delta. Trigger phrases:

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