thinkweave 0.1.1

Obsidian-native universal memory layer for agentic systems

Thinkweave

A self-maintaining knowledge layer for Claude Code — it actively gathers what you read, captures what you do, and curates both into living markdown you own.

Most "agent memory" is a passive store: it remembers what you told it and hands it back. Thinkweave takes the opposite posture. It goes and acquires knowledge on the topics you steer it toward, synthesizes your sessions and your sources into structured pages, maintains its own vocabulary every night, and tracks which of its memories actually got used — all in plain Obsidian-native markdown. SQLite is a throwaway index, rebuildable from the vault at any time.

Markdown is the source of truth · the vault acquires and curates itself · MCP tools + hooks are the interface · nothing is trapped in a store you can't read.

It ships as a Claude Code plugin: weave_* MCP tools, slash-command skills, subagent workers, and four hooks that auto-capture session events.

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Why Thinkweave

Retrieval over a pile of notes is table stakes — every memory tool does it, and plenty do it well. Thinkweave's bet is on the three things around retrieval that almost none of them do.

1. It actively acquires knowledge — steered by you, informed by your work

Thinkweave doesn't wait to be told what to remember. The discover → drain spine runs a configurable strategy list that finds gaps and enqueues external sources — papers, repos, articles, news, podcasts, newsletters, YouTube — then fans out subagent workers to write each one up. Two forces aim it:

• Your priorities. Focus areas and intake rails (RSS feeds, mail labels, channel allowlists) live in PRIORITIES.yaml / sources.yaml — data you edit, not code you fork. You decide what flows in, and adding a source type is a registry entry, not a subclass.
• What you're actually doing. The exploratory questions you ask get classified and tallied into probe pressure per concept; the nightly priority worker reads that pressure, checks whether the vault already covers the angle you keep probing, and enqueues fresh acquisition where it doesn't.

The result is a knowledge base that grows toward your work — without you hand-maintaining a reading list.

2. It maintains itself — and hands you a report

Every night the /dream cycle runs ten subagent workers in two phases. It mints concept-hub pages and theme arcs from the day's material, dedups and coarsens the ontology for you (cosine drift-v2 + remembered verdicts), promotes proven proposed-concepts to canonical, reconciles Claude Code's own auto-memory against the vault, and judges yesterday's predictions against what actually happened. You wake up to fresh knowledge digests (vault/digests/) and a maintenance log (vault/.weave/maintenance.jsonl) of exactly what changed — the vocabulary curates itself instead of rotting, and you can audit every move.

3. It learns which memories were worth keeping

Thinkweave snapshots what actually got retrieved: every retrieval MCP call is logged as a context-served event. Decisions are evidence-gated — superseded only lands when git-blame proves the predecessor's lines were really replaced, not merely declared dead — and a decision can carry a predicted_outcome: that gets judged later against reality, with weave rlvr export shipping the substrate for reward modeling. It's memory with a feedback loop, not a write-only log.

…and the foundation under all three

• Internal + external, one ontology you control. Sessions and decisions (what you do) and sources and concepts (what you read) are the same primitives under one shared vocabulary — so a finding from a paper surfaces against an unrelated project when they cite the same concept. Retrieval (FTS5, embedding similarity, typed graph walk, plus budgeted compositions) is the access mechanism here, not the headline.
• Yours, in the open. Human-readable markdown in an Obsidian-native vault — git-friendly, browsable, hand-editable. The SQLite index is throwaway: delete it and weave index --full rebuilds it from the markdown.
• Steerable, not opinionated. Ontology, themes, source types, and priorities are data-shaped extension surfaces (YAML registries, markdown frontmatter) — no plugin classes to subclass, no baked-in schema; the shipped ontology is a minimal seed that grows with your vault.
• Lightweight and local. No always-on server eating RAM. SQLite index, optional embeddings (retrieval degrades gracefully to keyword search without an API key), MCP server launches on demand.

See ARCHITECTURE.md for how the pieces fit, and CLAUDE.md for the in-session agent contract.

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How it works

acquire + capture → synthesize → maintain → serve. /discover and /drain pull external sources in along the rails you configured; hooks log every session event as you work. /wrap distills sessions into notes + decisions, and the nightly /dream mints concept hubs and theme arcs, dedups the ontology, judges predictions, and writes a digest + maintenance report. You then retrieve through FTS, semantic similarity, or a typed graph walk — and every retrieval feeds back into what the vault learns is worth keeping.

• The vault — markdown notes in an Obsidian-native layout (concepts/, sources/, themes/, per-project session folders). Source of truth.
• The index — <vault>/.weave/index.db + embeddings.db, rebuilt from markdown by weave index. Powers retrieval; never authoritative.
• MCP tools — 17 weave_* tools are the agent's operation surface (search, create, read, extract, graph walk, …).
• Hooks — four Claude Code hooks (SessionStart / UserPromptSubmit / PostToolUse / Stop) auto-capture events into a session note; nothing is manual.
• Skills — slash-commands (/onboard, /research, /drain, /wrap, /dream, …) drive the knowledge layer; the heavy nightly work fans out to subagent workers.

Deeper references live in the docs/ directory (lifecycles, skills, CLI/MCP contract).

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Install

Two paths, both Claude-Code-native: the plugin (recommended — marketplace install, fully namespaced) or a clone + weave dev-link for development / private forks (also flagless and namespaced, with live edits). Both are the same plugin — you either install a published copy or symlink your checkout in.

Supported surface. Claude Code is currently the only proven, recommended way to use Thinkweave. The MCP server is a standard MCP stdio server, so other agents (Codex, Cursor, Zed, Claude Desktop, …) can in principle connect — but those paths are unproven and unsupported at this stage. See Other agents (experimental) below.

Prerequisites either way:

• uv is required. All MCP invocations route through uv run; install it:

  • Unix (bash/zsh): curl -LsSf https://astral.sh/uv/install.sh | sh
  • Windows (PowerShell): powershell -c "irm https://astral.sh/uv/install.ps1 | iex"

• The weave CLI must be on your PATH. The plugin wires the MCP server and the hooks (those run via uv run --project), but /thinkweave:onboard and the scheduled jobs shell out to the weave console script directly — so install it once:

  • uv tool install "thinkweave[all]" — once published to PyPI
  • pre-PyPI / interim: uv tool install "thinkweave[all] @ git+https://github.com/marekpal97/thinkweave"

  [all] pulls every optional feature except the heavy local-embeddings extra; the default OpenAI embedding path is included. On a clone/dev checkout you can run the CLI as uv run weave … from the repo (or uv tool install --editable . for a fork) so /onboard and crons can find it.

• Windows note. Fully supported on native Windows. weave schedule auto-selects the host scheduler — crontab on Linux/macOS, Windows Task Scheduler (schtasks, tasks created under Thinkweave\*) on Windows — so the nightly /dream and embeddings keep-warm jobs run on all three platforms with no WSL required. The scheduled claude -p jobs run headless on your stored Claude Code login (no API key) with unattended tool-use, from the vault working directory.

Plugin install (recommended)

Two steps, once per machine — add the marketplace, then install the plugin. The install collapses MCP registration, hook installation, and slash-command discovery into a single operation:

claude plugin marketplace add marekpal97/thinkweave   # one-time: register the marketplace
claude plugin install thinkweave@thinkweave           # registers MCP server, hooks, commands
# → restart Claude Code so the plugin's MCP server is picked up

thinkweave@thinkweave is plugin@marketplace — this repo ships its own .claude-plugin/marketplace.json, so it is the marketplace (no separate listing to find). The plugin manifest declares the MCP server inline (no separate weave install MCP-registration step — distinct from the weave CLI prerequisite above) and ships the subagent workers that /dream and /drain fan out to.

Namespacing. Claude Code registers plugin commands under the plugin's namespace: type /thinkweave:onboard, not /onboard (tab-complete after /thinkweave: lists everything). weave schedule renders namespaced cron lines automatically when it detects the plugin route.

Clone / dev install

For developing against the source or running a private fork. weave dev-link symlinks the checkout into ~/.claude/skills/, where Claude Code auto-loads it every session as the thinkweave@skills-dir plugin — flagless (no --plugin-dir each launch), namespaced /thinkweave:*, and edits to the working tree are live:

git clone https://github.com/marekpal97/thinkweave.git
cd thinkweave
uv sync --extra mcp        # installs weave, weave-hook, weave-mcp into the repo venv
uv run weave dev-link      # symlink into ~/.claude/skills/ (flagless auto-load)
# → restart Claude Code; commands are now /thinkweave:onboard, :tighten, …

Same plugin manifest as the marketplace route — MCP server, hooks, and subagent workers, no separate weave install. Live-edit reload: commands/*.md and vault config are picked up immediately; hooks/, agents/, or mcpServers changes need /reload-plugins. weave dev-link is idempotent, refuses to shadow a marketplace install, warns if a leftover weave install entry would double-register the server, and is reversed by weave dev-unlink.

Alternative: weave install (MCP-only, machine-scope)

If you want only the MCP server registered in ~/.claude.json without the plugin — e.g. to wire the same server into another host — weave install writes just the mcpServers.thinkweave block (idempotent, diff-on-overwrite, --vault PATH to bake in the vault). This path installs no slash commands or hooks (those come from the plugin); add weave hooks install --scope user|project separately if you need the lifecycle hooks.

No clone needed for the CLI. The package is published on PyPI, so uv tool install thinkweave (or pipx install thinkweave) puts the weave CLI and weave-mcp server on your PATH without a checkout — handy for running weave install on a host you don't develop on. Like the rest of this path it ships only the engine: no slash commands, hooks, or subagent workers, so use the plugin route above for the full Claude Code experience.

Recommended companion plugin — Explanatory output style

Thinkweave pairs well with the Explanatory output style, which adds short ★ Insight notes about why the agent made a choice — onboarding and /dream narration read best with it on. Once a built-in, it's now Anthropic's official plugin from the claude-plugins-official marketplace (no marketplace add needed):

/plugin install explanatory-output-style@claude-plugins-official

It's a SessionStart hook that conflicts with nothing here. Optional and a matter of taste — we recommend rather than bundle it; skip it if you prefer a terser agent.

Other agents (experimental)

Thinkweave's MCP server (weave-mcp) is a standard MCP stdio server, so any MCP-capable host can connect — but only Claude Code is proven and supported today (Codex, Cursor, Zed, Claude Desktop, etc. are untested). The repo-root .mcp.json is the canonical launch reference to copy into another agent's config:

//   command: uv
//   args:    ["run", "--project", "<path-to-clone>", "--extra", "mcp", "weave-mcp"]
//   env:     { "THINKWEAVE_VAULT": "<your-vault>" }   // or rely on config.toml

Slash commands, hooks, and the SessionStart context payload are Claude-Code-only. Other agents get the MCP tools (search / create / graph / …) and the weave CLI — not the /thinkweave:* skills.

Vault path

On first run, /onboard asks for your vault path and persists it to your platform config dir (~/.config/thinkweave/config.toml on Linux/macOS, %APPDATA%\thinkweave\config.toml on Windows). No shell-rc edits needed — both the CLI and MCP server read this file. Inspect or change it anytime with the weave config command:

weave config show               # resolved config path, vault_root, init status
weave config set-vault PATH     # persist a different vault_root

THINKWEAVE_VAULT still wins as an env override for per-shell experimentation.

Initialize a vault once:

THINKWEAVE_VAULT=~/vault weave init   # creates .weave/, the index, ontology seed, config defaults

Optional environment:

• OPENAI_API_KEY — embeddings (weave index --embed) and concept-hub bulk backfill. Without it, retrieval still works (FTS-only); similarity degrades gracefully.
• A provider key for the --via batch backfill routes (session-synthesis seed, ChatGPT import, hub linkage). The async fan-out runs against whichever provider vault/config/api.yaml selects (openai / anthropic / gemini) — set that key. The inline route needs none (it uses the running model).

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Getting started — /onboard

After install, run the first-run flow from any repo:

cd <your-repo>
claude
> /onboard      # (or /thinkweave:onboard on the plugin path)

/onboard is the spine of new-user UX — it makes your existing work legible to Thinkweave from the first query:

1. Import prior Claude Code history (always first, no skip). Auto-discovers every project under ~/.claude/projects/ and seeds the vault from your past conversations. This is what makes the vault useful immediately.
2. Bootstrap the ontology from high-frequency proposed_concepts: surfaced by the import.
3. Configure focus + source types — which projects are active, which source types you want enabled (PRIORITIES.yaml).
4. Per-project hooks + first landing docs (DECISIONS / BACKLOG / STATE / THEMES) for each active project.

Idempotent — re-running only does what's still missing.

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Daily loop

Day to day you touch only a handful of things:

• Session context auto-loads. The SessionStart hook injects recent sessions, decisions, and project state into your context — read it first, no command needed.
• /wrap before /clear. There's no clear hook; this is how you preserve mid-session knowledge. It composes insights + decisions inline, calls weave_extract once, then runs a deterministic tail (prune → index → judge → landing → drift). Zero API cost beyond the composition itself.
• Retrieve with weave search / weave context (or the weave_* MCP tools in-session) — keyword, semantic, or graph walk.
• Ingest with /research <url> or /drain. /research classifies one URL (paper / repo / article / news) and writes a source note. /drain processes a queued batch.
• Nightly /dream (cron). One headless orchestrator does all the synthesis: mints concept hubs and theme arcs, dedups near-duplicates, judges decision predictions, catches up any unwrapped sessions, and writes a daily knowledge digest. Self-deciding, never prompts.

# Canonical nightly cron — headless, no prompts
claude -p "/dream"

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Sources

External content lands as type: source notes. Source types ship in two temporal grains:

• Event-grain (news, substack, newsletter-events, youtube-events, podcast-events) — these float themes (narrative arcs) in /dream.
• Concept-grain (paper, repo, article, newsletter-concepts, youtube-concepts, podcast-concepts) — these feed concept hubs.

Every source type rides the same discover → drain spine, and you can add your own without forking via /source-scaffold (registry overlay + a generated skill file).

Feed configuration

Feed registries live under PRIORITIES.yaml::intake.<slug> in your vault config:

intake:
  news:               {outlets: [...], drain_window_days: 7}
  podcast_events:     {outlets: [...]}
  youtube_events:     {channels: [UCxxxx, ...], lookback_days: 7}
  newsletter_events:  {senders: [...], mail_query: "...", label_overrides: {}}

• News / podcast use intake.<slug>.outlets (per-outlet caps).
• YouTube uses intake.<slug>.channels (one feed per channel).
• Newsletters use intake.<slug>.senders + a Gmail label workflow.

The rss_poll and mail_poll discover strategies read these registries and enqueue items for /drain. (Headless cron: claude -p "/discover --strategy rss_poll --source-type news".)

Optional extras

• News / RSS / YouTube intake: uv pip install -e .[news] (feedparser + readability-lxml + httpx).
• Podcast audio: transcription runs through Gemini's Files API; supply the configured provider key.

Embeddings keep-warm

Similarity and hybrid retrieval read from <vault>/.weave/embeddings.db. Fresh notes have no cached embedding until you re-run weave index --embed, so add a cron line that re-embeds only the delta:

15 */4 * * * cd /path/to/vault && OPENAI_API_KEY="${OPENAI_API_KEY}" uv run weave index --embed --only-new >> ~/.cache/thinkweave/embed-warm.log 2>&1

--only-new filters to notes whose updated_at exceeds the most recent cached embedding — cheap enough to run every few hours even on a 10k-note vault. weave doctor warns when the DB is stale (> 7 days) and a key is set, so a stalled cron surfaces in the standard health check.

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Architecture & docs

• ARCHITECTURE.md — layer boundaries, the source primitive, capability lanes, the dream orchestrator, coherence mechanics. Start here if you're reading code or adding a source type.
• CLAUDE.md — the in-session agent runtime: retrieval contract, note lifecycles, operational rules.
• docs/ — deeper references (lifecycles, skills catalog, the CLI ↔ MCP surface contract).

At a glance: two layers with a one-way dependency (a Claude Code skills+hooks layer over the src/thinkweave/ knowledge layer); a three-modality retrieval contract (FTS / similarity / graph); a shared hub spine for concepts and themes (## Essence + append-only ## Catalyst log); and an open-world source registry where experimentation is cheap but production paths require a SourceTypeSpec entry.

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License

MIT © 2026 marekpal97 and thinkweave contributors.