Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Long-term memory for AI agents: local-first PKM with provenance and hybrid search.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"tacitus": {
"command": "npx",
"args": [
"-y",
"@dashiro/tacitus-mcp-server"
]
}
}
}Run this in your terminal
claude mcp add tacitus -- npx -y @dashiro/tacitus-mcp-serverPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"tacitus": {
"command": "npx",
"args": [
"-y",
"@dashiro/tacitus-mcp-server"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"tacitus": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@dashiro/tacitus-mcp-server"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account ionasrobert, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.1.3) reached the registry 7 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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:
get_note discloses progressively (outline → frontmatter → full); the wikilink graph is a queryable API. Hybrid lexical + semantic search, with an optional neural embedder.Notes stay as plain .md files in your folder. No cloud, no lock-in.
*Recorded from a real session — the memory id, changeset id, version id and audit line above are what the binary actually returned (how).*
npx -y @dashiro/tacitus-mcp-server /path/to/your/vault
claude mcp add tacitus -- npx -y @dashiro/tacitus-mcp-server /path/to/your/vault
claude_desktop_config.json){
"mcpServers": { "tacitus": { "command": "npx", "args": ["-y", "@dashiro/tacitus-mcp-server", "/path/to/your/vault"] } } }
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.
| 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.
In Tacitus, a plugin is an MCP client — the tool contract above is the public API, with permission scoping, versioning, and audit built in.
@dashiro/tacitus-sdk: every tool as a typed method, {code, reason, suggestion} errors thrown as TacitusToolError: 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-plugins` runs
guest wasm under Wasmtime with manifest-declared permissions (tool allowlist
tacitus.call *is* tools/call. The native binary embeds the runtime: tacitus-mcp plugin list|run for cron agents and scripts. See docs/PLUGINS.md §5TACITUS_EMBEDDER=ollama uses a local Ollama daemon for embeddings (TACITUS_OLLAMA_EMBED_MODEL, default nomic-embed-text; needs an Ollama with embedding support). Vectors cached in .tacitus/vectors/; falls back to the deterministic hashing embedder when unavailable.tacitus-mcp sync init; sync status shows how much of the relay quota a vault uses).tacitus/ internals, stable ids, note conventions)Left: two devices, plain Markdown. Right: everything the relay stores for that vault. Those blobs were read out of a real log.jsonl after the recording — no note title, no path, no plaintext. The vault code is the key and never leaves your devices; lose it and the relay's copy is undecryptable forever.
The relay is MIT like everything else — self-host it with no limits, or use the hosted one at sync.tacitus.md: free up to 100 MB per vault, Pro 1 GB for €5/month or €48/year (tacitus.md/#pro). No account — Pro is bought per vault id.
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.
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
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
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.
MIT — see LICENSE.