ozzylabs-opshub 0.1.0

Local-first operational memory and execution hub for humans and AI agents

OpsHub

Local-first operational memory + execution hub for humans and AI agents.

人間と AI エージェントのための、ローカルファーストな Operational Memory 兼 実行ハブ。

OpsHub stores work state — tasks, decisions, briefings, embeddings, links — in a single SQLite event log under your home directory. AI agents read and write the same surface via a CLI, so context is preserved across sessions without shipping state to a cloud service.

Install

OpsHub is distributed on PyPI under the name ozzylabs-opshub (PyPI has no namespace concept, so we follow the PEP 423 <owner>-<package> convention). The CLI command stays opshub.

uv tool install ozzylabs-opshub
# or
pipx install ozzylabs-opshub

Optional extras (pulled only if needed):

uv tool install "ozzylabs-opshub[llm-anthropic,connectors-github]"

See Optional dependencies below for the full extras matrix.

Alternative: install directly from GitHub

You can also install from a tagged git ref (no PyPI involvement):

uv tool install git+https://github.com/ozzy-labs/opshub.git@v0.1.0

This is useful for pre-release tags, unreleased fixes on main, or air-gapped environments where PyPI isn't reachable.

Quickstart

opshub init                                           # one-time DB + workspace setup
opshub task create "Write blog post about OpsHub"     # create a task
opshub task list                                       # see open tasks

# Once the LLM backend is configured (next section):
opshub brief "current priorities"                      # LLM-summarised briefing
opshub propose generate "what's next?"                 # LLM-proposed next-actions
opshub propose apply <proposal-id> 0                  # operator-approved entity creation

All state lives under XDG directories; override via OPSHUB_* env vars (e.g. OPSHUB_STORAGE__DB_PATH=/custom/path.sqlite).

Configure an LLM backend (optional)

OpsHub is functional without any LLM — task / decision / inbox / connector sync all work standalone. To enable brief / propose, configure one of:

opshub connector auth set llm:anthropic       # Anthropic Claude (recommended)
opshub connector auth set llm:openai          # OpenAI
# Or for local-only:
ollama serve && ollama pull llama3.2:3b
# Then set [llm] backend = "ollama" in ~/.config/opshub/config.toml

See docs/principles.md §1 (Local-first) for the design rationale.

What's in OpsHub today

Phases 1–8 shipped (2026-05-17, v0.1.0):

Phase	Layer	Highlights
1	Foundation	Event store, tasks, CLI, markdown workspace
2	Coordination	Inbox / decisions / sessions / locks / handoffs
3	Connectors framework	GitHub connector + workspace file ingest
4	Semantic recall	Pluggable Embedder (local / OpenAI / Voyage) + sqlite-vec + recall + duplicate detection
5	Briefing	Pluggable LLM (Anthropic / OpenAI) + brief + prompt injection mitigation
6	Action loop	Structured output + Ollama backend + propose (human-in-the-loop)
7	Connectors wave 2	Slack + Microsoft 365 + Box
8	Knowledge graph	links projection + auto-extraction + graph + --expand-graph

Next: Phase 9 (Multi-machine sync) — see docs/principles.md §Open Questions #5. Longer phase-by-phase narrative lives in docs/architecture.md §9 (Phased Delivery).

Commands

# Foundation (Phase 1)
opshub task create "draft phase 2 plan"
opshub task list --format md                          # formats: table / md / json

# Coordination (Phase 2)
opshub inbox add "triage the failing nightly build"
opshub inbox triage <id> --to-task "fix nightly build"
opshub inbox list --format md
opshub decision record "adopt sqlite-vec for Phase 4"
opshub decision list
opshub lock acquire task:<task-ulid>                  # ADR-0013 coordination lock
opshub lock release <lock-id>
opshub lock list
opshub session start --scope "phase-3 design"         # work session bracket
opshub agent run begin claude                         # auto-injected into agent runs
opshub agent run end <run-id> --summary "drafted ADR-0017"
opshub session end --summary "EOD wrap"
opshub handoff open --from agent:claude --to ozzy --topic "review"
opshub handoff close <handoff-id> --note "merged"

# Connectors (Phase 3 + Phase 7, ADR-0010 / ADR-0014)
opshub connector auth set github                      # store GitHub PAT in OS keychain
opshub connector sync github                          # incremental sync (OPSHUB_CONNECTOR_GITHUB_REPO=owner/repo)
opshub connector auth set connector:slack             # store Slack bot token in OS keychain
opshub connector sync slack                           # incremental sync ([connectors.slack] channels)
opshub connector auth set connector:ms365             # OAuth paste-code (Microsoft Graph Calendar / OneDrive / Outlook)
opshub connector sync ms365                           # incremental sync per endpoint
opshub connector auth set connector:box               # OAuth paste-code (Box Events API)
opshub connector sync box                             # incremental sync (Box stream_position cursor)
opshub connector list                                 # show registered connectors

# Workspace + projections
opshub workspace ingest                               # ingest workspace/inbox/*.md (Phase 3)
opshub workspace ingest --dry-run                     # scan only, no writes
opshub workspace generate                             # regenerate markdown workspace from projections
opshub projections rebuild                            # rebuild projections from the event store (idempotent)

# Semantic recall (Phase 4, ADR-0012)
opshub connector auth set embedder:openai             # store OpenAI API key in OS keychain
opshub embeddings rebuild                             # bulk-embed task/decision/inbox/source summaries
opshub embeddings status                              # show backend + per-entity-type embedded vs pending
opshub embeddings drain                               # retry pending embeddings (auto-embed hook backup)
opshub embeddings find-duplicates -t 0.92             # offline near-duplicate scan
opshub recall "認証の最近の決定"                       # semantic search across all entities

# Briefing (Phase 5, ADR-0015)
opshub connector auth set llm:anthropic               # store Anthropic API key in OS keychain
opshub brief "phase 5 progress"                       # LLM-backed briefing (markdown to stdout)
opshub brief "phase 5 progress" --save                # also persist under <workspace>/briefings/
opshub brief "phase 5 progress" --format json         # JSON with briefing_id / model / tokens / source_refs
opshub brief "phase 8 review" --expand-graph          # widen LLM context via 1-hop graph expansion

# Action loop (Phase 6, ADR-0016)
opshub propose generate "next steps"                  # LLM proposes task/decision candidates
opshub propose generate "next steps" --from-briefing <id>
opshub propose generate "next steps" --format json
opshub propose generate "next steps" --expand-graph   # 1-hop graph expansion for proposals
opshub propose list                                   # recent proposals (markdown table)
opshub propose list --state pending --limit 10        # filter: pending / applied / rejected
opshub propose apply <proposal-id> <candidate-index>  # operator approval → creates entities
opshub propose reject <proposal-id> <candidate-index> --reason "out of scope"

# Knowledge graph (Phase 8, ADR-0017)
opshub link add task:<task-id> source:<src-id> --type references
opshub link list --from task:<task-id>                # filter by --from / --to / --type
opshub link remove <link-id> --reason "wrong source"  # hard delete (emits LinkDeleted)
opshub graph related task:<task-id> --direction both  # 1-hop neighbours (md / json / dot)
opshub graph trace task:<task-id> --depth 3           # backward provenance walk (default 3, max 10)
opshub graph expand task:<task-id> --depth 2 --format dot

Optional dependencies

Extras	Purpose	Heavy?
vector	sqlite-vec for semantic recall	Small
local-embedding	sentence-transformers (bge-m3, ~500MB)	Heavy
api-embedding-openai / api-embedding-voyage	API embedder backends	Small
llm-anthropic / llm-openai	API LLM backends	Small
llm-ollama	Ollama daemon client	Small
connectors-github / connectors-slack / connectors-msgraph / connectors-box	SaaS connectors	Small
secrets	OS keyring backend	Small
dev	Test + lint toolchain	Medium

Documentation

• docs/principles.md — design principles (local-first, event-sourced, etc.)
• docs/architecture.md — layered architecture overview
• docs/adr/ — Architecture Decision Records
• docs/upgrading.md — version migration notes (when applicable)
• docs/release-notes-v0.1.0.md — v0.1.0 narrative release notes
• docs/RELEASE_RUNBOOK.md — how to cut a release (maintainers)
• CHANGELOG.md — release history
• CONTRIBUTING.md — contribution guidelines
• SECURITY.md — vulnerability disclosure

License

MIT. See LICENSE.