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Long-term memory for AI agents: local-first PKM with provenance and hybrid search.
About
Long-term memory for AI agents: local-first PKM with provenance and hybrid search.
Security Report
Tacitus is a well-architected MCP server for local-first knowledge management with strong transactional write semantics, proper permission scoping, and comprehensive audit logging. The codebase demonstrates solid security practices: write operations are gated by permission scope, changesets are validated before commit, and all mutations are versioned and auditable. No critical vulnerabilities detected; minor code quality observations noted but do not materially impact security posture. Supply chain analysis found 6 known vulnerabilities in dependencies (2 critical, 1 high severity). Package verification found 1 issue (1 critical, 0 high severity).
8 files analyzed · 12 issues found
Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.
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How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-ionasrobert-tacitus-mcp-server": {
"args": [
"-y",
"tacitus"
],
"command": "npx"
}
}
}Documentation
View on GitHubFrom the project's GitHub README.
Tacitus
Long-term memory for your AI agents — local-first, with provenance.
Tacitus is an MCP server that turns any folder of Markdown notes into an agent-native knowledge base. It gives AI agents (Claude Code, Claude Desktop, and any MCP client) three things they actually need:
- Memory with provenance — typed, queryable long-term memory. Every fact carries its source and is returned within a token budget; contradictions are surfaced, not silently resolved.
- Retrieval that fits the context window — search returns ranked snippets
(never whole notes) under a token budget;
get_notediscloses progressively (outline → frontmatter → full); the wikilink graph is a queryable API. Hybrid lexical + semantic search, with an optional neural embedder. - Safe write-back — propose a changeset, preview the diff, commit atomically, and revert by version. Read-only scope forbids mutations; every write is audited.
Notes stay as plain .md files in your folder. No cloud, no lock-in.
Quick start
npx -y @dashiro/tacitus-mcp-server /path/to/your/vault
Claude Code
claude mcp add tacitus -- npx -y @dashiro/tacitus-mcp-server /path/to/your/vault
Claude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"tacitus": {
"command": "npx",
"args": ["-y", "@dashiro/tacitus-mcp-server", "/path/to/your/vault"]
}
}
}
Native binary (no Node)
Prefer a single, zero-dependency binary? The Rust server ships prebuilt for macOS, Linux, and Windows on every release.
# macOS / Linux — installs `tacitus-mcp` into your Cargo bin dir
curl --proto '=https' --tlsv1.2 -LsSf \
https://github.com/ionasrobert/tacitus-mcp-server/releases/latest/download/tacitus-mcp-installer.sh | sh
# Windows (PowerShell)
irm https://github.com/ionasrobert/tacitus-mcp-server/releases/latest/download/tacitus-mcp-installer.ps1 | iex
Or grab a .tar.xz / .zip for your platform from the
latest release.
Then point any MCP client at the binary instead of npx:
claude mcp add tacitus -- tacitus-mcp /path/to/your/vault
The native binary is the flagship server (25 tools; the npm server has the
core 16 — see the table below). Both share the same on-disk formats, so a
vault works with either. Set TACITUS_SCOPE=read-only to run the native
server without write permissions.
Tools
| Group | Tools |
|---|---|
| Memory | remember, recall, forget |
| Retrieval | search, get_note, graph_query, list_notes, properties_query* |
| Write-back | propose_changes, commit_changes, revert, rename_note, delete_note, get_version* |
| Convenience | create_note, update_note, link, tag, audit_log |
| Templates | list_templates, create_from_template |
| Tasks | list_tasks, toggle_task |
| Meta | capabilities |
* Native-Rust-server first (the npm server will catch up):
properties_query — Bases-like structured queries over YAML frontmatter
(filters eq|ne|contains|exists|not_exists|gt|lt|gte|lte, sort, select,
token_budget). Templates — Markdown files in .tacitus/templates/ whose
{{var}} placeholders form a schema; substitution happens before YAML
parsing so numeric vars stay typed, {{date}}/{{time}}/{{datetime}}
auto-fill, and creation is versioned + audited like any agent write.
Tasks — every checklist line (- [ ]) as a typed entity (done, due from
due:YYYY-MM-DD or 📅, #tags), queryable and toggleable; toggling takes
the task text as a concurrency guard so a stale caller gets a CONFLICT
instead of flipping the wrong task. rename_note retargets every wikilink
that resolves to the note (alias/heading kept) in one atomic changeset —
a single revert undoes the whole rename; delete_note is versioned too.
Every tool validates input with a schema and returns structured, actionable
errors ({ code, reason, suggestion }) rather than stack traces.
For developers: plugins & integrations
In Tacitus, a plugin is an MCP client — the tool contract above is the public API, with permission scoping, versioning, and audit built in.
- docs/PLUGINS.md — integration guide: connect an agent, write a plugin in Python/TypeScript, embed the Rust engine, plugin patterns
- TypeScript SDK —
@dashiro/tacitus-sdk: every tool as a typed method,{code, reason, suggestion}errors thrown asTacitusToolError:const tacitus = await TacitusClient.spawn({ vault: '/path/to/vault' }); const hits = await tacitus.search({ query: 'client X', token_budget: 500 }); - Sandboxed WASM plugins (experimental) — crate
tacitus-pluginsruns guest wasm under Wasmtime with manifest-declared permissions (tool allowlist- scope), fuel and memory limits, no WASI:
tacitus.callistools/call. The native binary embeds the runtime:tacitus-mcp plugin list|runfor cron agents and scripts. See docs/PLUGINS.md §5
- scope), fuel and memory limits, no WASI:
- docs/MCP_API.md — full reference for all 25 tools (params, returns, error codes)
- Neural search (opt-in):
TACITUS_EMBEDDER=ollamauses a local Ollama daemon for embeddings (TACITUS_OLLAMA_EMBED_MODEL, defaultnomic-embed-text; needs an Ollama with embedding support). Vectors cached in.tacitus/vectors/; falls back to the deterministic hashing embedder when unavailable. - docs/SYNC.md — Sync (beta): E2E-encrypted CRDT sync
between devices (
tacitus-mcp sync init;sync statusshows how much of the relay quota a vault uses) - docs/DATA_FORMAT.md — the on-disk format
(
.tacitus/internals, stable ids, note conventions) - examples/ — three complete plugins (Python read-only analyzer, Node daily-note cron agent, sandboxed WASM guest), tested against the binary
Semantic search (optional neural embeddings)
search defaults to hybrid mode (lexical + a deterministic, offline
embedder that catches morphological variants). For synonym/paraphrase matching,
opt into a neural embedder:
npm i @huggingface/transformers
TACITUS_EMBEDDER=transformers npx @dashiro/tacitus-mcp-server /path/to/vault
Vectors are cached under .tacitus/vectors/. Falls back to the deterministic
embedder if the optional dependency or model isn't available.
How it stores things
your-vault/
├── notes... ← your Markdown files (untouched format)
└── .tacitus/
├── memory/*.md ← agent memories (Markdown + YAML frontmatter)
├── vectors/*.json ← cached embeddings
├── history/*.json ← version snapshots (for revert)
└── audit.log ← JSONL log of every agent write
Development
Polyglot monorepo. The reference server (shipped on npm) is TypeScript in
packages/mcp-server. A native Rust server in crates/ provides a
single-binary, zero-runtime-deps build (crates/tacitus-core engine +
crates/tacitus-mcp rmcp server) — a superset of the TS server (25 vs 16
tools). Its stable_id matches the TS engine byte-for-byte, so memory ids are
identical across both engines.
# TypeScript server
npm ci
npm test # vitest
npm run typecheck
npm run lint
npm run build # tsup → packages/mcp-server/dist
npm run eval # retrieval quality report
# Rust server (native, single binary)
cargo test
cargo clippy --all-targets -- -D warnings
cargo fmt --check
cargo run -p tacitus-mcp -- /path/to/vault # runs the MCP server on stdio
cargo build --release # → target/release/tacitus-mcp
Cross-platform release binaries are built and published to GitHub Releases by
cargo-dist (dist-workspace.toml +
.github/workflows/release.yml) on every v* tag.
License
MIT — see LICENSE.
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