Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Long-term memory for AI agents: local-first PKM with provenance and hybrid search.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"tacitus": {
"command": "npx",
"args": [
"-y",
"@dashiro/tacitus-mcp-server"
]
}
}
}在终端中运行这条命令
claude mcp add tacitus -- npx -y @dashiro/tacitus-mcp-server粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"tacitus": {
"command": "npx",
"args": [
"-y",
"@dashiro/tacitus-mcp-server"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"tacitus": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@dashiro/tacitus-mcp-server"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 ionasrobert 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.3)于7天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
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.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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.