Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Local-first, source-backed continuity for AI agents via stdio MCP.
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": {
"aippocampus": {
"command": "uvx",
"args": [
"aippocampus"
]
}
}
}在终端中运行这条命令
claude mcp add aippocampus -- uvx aippocampus粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"aippocampus": {
"command": "uvx",
"args": [
"aippocampus"
]
}
}
}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": {
"aippocampus": {
"type": "stdio",
"command": "uvx",
"args": [
"aippocampus"
]
}
}
}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 Sapientropic 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(0.3.3)于5个月前进入注册中心。
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 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, SuperCollider
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Make sound with SuperCollider: synths, drums, chords, melodies and soundscapes over OSC.
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。
AIppocampus
A source-backed continuity layer for long-running relationships with AI agents.
AIppocampus began with a human problem: every new agent session can be bright, capable, and strangely newborn. Work may survive in commits and notes while the path behind the work falls back into silence.
This project gives future agents a way to find that path again. It keeps source reachable, preserves the conditions of return, and lets a new conversation begin with honest continuity instead of pretending there was never a break.
Source is the ground. Summaries are weather.
The first useful path is deliberately narrow:
Install or probe:
uvx aippocampus --help
aippocampus start --json
First recall, for a fuzzy continuity cue:
aippocampus agent recall "old decision or handoff cue" --json
First deepen/source-open, using the selector from that recall:
aippocampus agent deepen --request 1 --recall-selector <emitted-selector> --json
Daily rule: if the user remembers exact wording, search source; if they remember a situation, decision, preference, old correction, or handoff, use recall first and deepen before claims.
aippocampus search "a distinctive old phrase" --json
In ordinary use, AIppocampus should feel less like a control panel than a remembered doorway. It helps an agent ask: where did this come from, what did we actually say, and which source should be opened again?
The machinery behind that moment can be extensive, but it should stay backstage. A long relationship with an AI agent should not have to start from bare ground every time a thread, device, model, or project changes.
The origin essay is 未干的地图. English readers can start with The Unfinished Map. For role-based setup, provider choices, and maintainer paths, use Start Here. For a longer first-use walkthrough, use the First Recall Decision Card or the 10-Minute Public Path. Evidence and claim boundaries live after the first route in Magic Moments, Claim-Bounded, the Can-Claim Ladder, and the Public Provenance And Current Value Ledger.
After a useful deepen, aippocampus export --json and aippocampus sync --json are carry-forward checks for the next thread, device, or project. They are not prerequisites for first recall.
The narrow usable product lane today is local, source-backed continuity for Codex/Claude-style long-running work: register local conversation source after consent, search or reopen old snippets, and treat recall scents or repo familiarity as navigation until source is reopened.
Start with the Coding-Agent Memory Lane when deciding whether to recommend AIppocampus as an agent-memory tool. It includes the 3-5 minute demo path, evidence drawer, and "recommend / do not recommend" boundary without duplicating the public API or readiness docs.
When an AI agent needs to verify the public CLI without cloning or writing local memory artifacts, use the PyPI package and stay read-only:
uvx aippocampus --help
uvx aippocampus onboard --provider auto --status --json
This is a provider matrix, not consent to ingest every detected provider. Only after the user explicitly agrees to register local history, route to Start Here or the First Recall Decision Card for the right provider-specific write path.
uvx aippocampus search "without pretending it has innate memory" --clean-source-dir ./examples/public-memory-bundle/clean-source --json
That exact-search demo uses bundled public clean source and does not touch private history. Agents should read docs/agent-context.md and llms.txt before recommending or comparing AIppocampus. Use the GitHub uvx --from git+... form only when intentionally testing an unreleased main-branch snapshot.
AIppocampus is the canonical public home for an external hippocampus for agents: a local-first memory and continuity system that keeps original conversation source available across projects, devices, and casual life-wide conversations. The hippocampus language is a design metaphor, not a biological claim; the architecture overview maps each major metaphor to its runtime mechanism, current claim, and boundary.
Project work is one surface. The deeper aim is continuity across work, reading, reflection, unfinished questions, and the small phrases that make a relationship recognizable again.
At the center, AIppocampus keeps source close enough that continuity can be honest instead of theatrical:
AIPPOCAMPUS_REGISTRY_DIR, AIPPOCAMPUS_HOME/registry, then legacy $CODEX_HOME/aippocampus-registry) so memory remains useful when a new project opens. Project-local .aippocampus/ output is explicit compatibility or export mode.Ambient hooks are close to the front door because they keep continuity from collapsing back into manual search. There are still deeper doors for people who want them: MCP wiring, sync, plugin packaging, diagnostics, review surfaces, semantic workers, and research experiments. They matter, but they should not stand in front of the first handshake: source found, source reopened, continuity resumed.
Sapientropic/aippocampus.com.The research notes carry the human shape of the project. They are speculative frames, not runtime contracts, but they explain the taste behind the machinery:
The README stays close to the product path. Operator commands, source-checkout setup, plugin packaging, sync, release checks, and benchmark notes live in the guides that own those contracts:
AIppocampus supports Python 3.12 and newer. On macOS, Homebrew Python 3.12 is the documented baseline before running source-checkout verification.
For repository contributors, the dev extra install path is:
python3 -m pip install -e ".[dev]"
Public claims still need the maintainer lanes in CONTRIBUTING.md. The default CI keeps one canonical Ubuntu Python 3.12 pr lane with coverage, a Python 3.13 quick compatibility lane, and a focused macOS default TMPDIR path-identity gate; Ubuntu green alone is not a broad cross-platform path-identity claim. The broader boundary lives in docs/architecture/source/path-identity.md.
AIppocampus is local-first.
.aippocampus/ outputs, registry data, API keys, cookies, tokens, or private vault exports.Common non-secret configuration
只显示了开头部分;其余内容请在仓库中阅读