mcp-discovery

name	mcp-discovery
description	When the user wants something the agent doesn't have a tool for yet (travel planning, GitHub issues, Linear, weather, filesystem, ...), search the live MCP ecosystem for an existing server, propose installing it, and on confirm wire it up via mcp_manage. Adapted from Hermes' mcporter skill — same flow, JiHarn-tool-aware.
version	0.1.0
tags	["mcp","discovery","extensibility"]
metadata	{"jiharn":{"category":"mcp","triggers":["MCP","mcp server","mcp_manage","接入","装一个","装一下","找一下","找个","帮我接入","我需要一个工具","没有这个能力","find an mcp","install mcp","need a tool for","hook up"],"capabilities":["mcp_lifecycle","shell_execution"],"related_skills":["skill-authoring"]}}

mcp-discovery

Trigger

Use this skill when the user wants to do something the agent does not have a tool for today, and the gap could plausibly be filled by an existing MCP server. Examples:

• "帮我规划一下从北京到京都的路线" — need maps / flights
• "看一下 yarl 仓库这周的 issue" — need GitHub
• "把今天 arxiv 的 cs.LG 论文给我" — need arxiv
• "上海明天会下雨吗" if weather-now skill failed — need a weather MCP

Do NOT use this skill when:

• A tool already exists (web_search, read_url, code_execution, any mcp__* already in the registry, ...). Try the existing tool first; only fall back to discovery if it's clearly the wrong fit.
• The user explicitly named the MCP server they want (帮我装 GitHub MCP). In that case skip discovery and go straight to mcp_manage(action='add', ...).
• The capability is about reading the user's local disk, secrets, or payment systems. Refuse and explain.
• The host is offline (no internet) and you've already failed to reach npx. Tell the user and stop; do not invent server URLs.

Iron Law

Never install without a confirmation. Discovery is read-only and cheap; install is destructive (spawns a subprocess, touches the registry, persists to SQLite). Always show the user the candidate + the install command, then call mcp_manage(action='add', ...) which itself triggers a confirm permission check.

Never install with secrets the user did not give you. If a server needs an API key, ask once, with a clear note about where it goes (env var on the spawned subprocess, never logged).

Inputs

• goal: what the user wants to accomplish (paraphrased back, in their language).
• missing_capability: one short noun phrase — "maps", "github issues", "arxiv search". Used as the search query.
• constraints: any operator-stated constraints — "no API key", "must be open source", "must run offline". Filter candidates accordingly.

Steps

Phase 1 — Confirm there is no existing tool

1. Look at the current tool list (mentally scan; the system prompt tools section is the source of truth). If anything plausibly fits, use it instead.
2. If nothing fits, decide whether MCP is the right answer. Code generation, SQL queries, math — those are likely better served by code_execution, not by adding an MCP. Reach for MCP when the gap is a third-party API or service (GitHub, Slack, Linear, Google Maps, Notion, Sentry, ...) or a well-known data tap (filesystem, browser, SSH).

Phase 2 — Discover

3. Call code_execution with language='shell' to query the live MCP ecosystem via mcporter:

   # 'mcporter' is an npm CLI that talks to mcpfinder.dev / mcp.so
   # registries and to MCP servers directly. JiHarn's Docker image
   # ships with Node.js, so npx is available.
   npx -y mcporter --help
   

   On the first call the binary downloads from npm; budget ~30s for that. Subsequent calls reuse the cached binary.

4. Use the most useful subcommand for the task:

   # List MCP servers already configured on this machine. Useful when
   # the user asks "what MCPs am I running?" but most of the time
   # JiHarn's own /api/mcp/servers is the real source of truth — use
   # this only as a cross-check.
   npx -y mcporter list
   
   # Browse external registries for a capability. mcporter delegates
   # to mcpfinder.dev / mcp.so; output is server names + short
   # descriptions + install commands.
   #
   # If mcporter does not yet expose a search subcommand on the
   # version installed, fall back to read_url against
   # https://mcp.so/?q=<query> and scrape the install commands.
   npx -y mcporter list --help
   
   # Inspect what tools a server advertises BEFORE you install it,
   # by ad-hoc connecting via the install command. This lets you
   # verify capability fit without polluting JiHarn's registry.
   npx -y mcporter list --stdio "npx -y @modelcontextprotocol/server-filesystem /tmp" --name preview
   

5. Pick at most three candidates. Prefer:

   • Verified / official servers (@modelcontextprotocol/server-*).
   • Servers with clear install commands and no required network state.
   • Servers whose tool descriptions match the user's stated goal.

   Reject candidates that:

   • Need a server-side API key the user has not offered.
   • Require interactive OAuth in a browser (JiHarn has no UI for that yet — flag it and stop).

Phase 3 — Propose (NEVER skip this)

6. Reply to the user with at most three options. For each:

   • Server name (short).
   • One-line capability summary in the user's language.
   • Install command (verbatim, in a fenced block).
   • Required env vars / API keys (state plainly).
   • Permission tier you intend to set (default: confirm for every tool; flag any tools you want to mark safe).

   Keep total reply ≤ 200 words. If more options exist, mention "还有 N 个候选，要看吗？" and stop. Don't dump the full registry.

7. Wait for the user to pick.

Phase 4 — Install

The workflow has three logical steps: install → add → optional promote. Each is a separate mcp_manage action; this decoupling means a failed install doesn't leave the registry half-attached.

Shortcut: when you have both the package name AND the desired server name / command, prefer mcp_manage(action='install_and_add') — it does steps 8 and 9 in a single yes/no with the same validation guards. Skip to step 10 after it succeeds. Use the long-form install → add path only when you want to inspect the install output before deciding whether to attach.

8. First, install the package binary into JiHarn's managed prefix so the spawn step can find it on PATH. Pick the right package_manager:

   • npm — most JavaScript MCP servers (@modelcontextprotocol/server-time, amap-mcp-server, etc.).
   • uvx — preferred for Python MCP servers; isolates each tool in its own venv (mcp-server-fetch, mcp-server-time).
   • pip — Python without isolation; use only when uvx fails.
   • git_npm / git_pip — the package isn't on a registry and only lives in a git repo (e.g. https://github.com/sugarforever/amap-mcp-server).

   mcp_manage(action='install',
              package_manager='npm',
              package='@modelcontextprotocol/server-filesystem')
   

   JiHarn will pop a confirm prompt; the user replies yes. The subprocess runs npm install -g --ignore-scripts ... against the /app/.packages/npm prefix. Wait for ok=true before proceeding. On failure, the stderr tail tells you what went wrong (usually: bad package name, network blip, or registry unreachable).

   Do NOT set allow_scripts=true unless the package's README explicitly says postinstall scripts are required (rare). The default --ignore-scripts flag is the primary defense against supply-chain attacks via npm postinstall.

   If the install fails and the package can also be reached via a bare npx -y <pkg> invocation (the modelcontextprotocol official servers all support this), you can skip step 8 and go straight to step 9 with command='npx', args=['-y', '<pkg>'] — npx will download on the fly. Trade-off: ad-hoc, no version pin, slow first start. Fall back to install for anything you'll use regularly.

9. Second, attach the now-installed binary. Translate the install command (which is in CLI form like npx -y @modelcontextprotocol/server-X) into mcp_manage(add) arguments:

   • transport='stdio'
   • command='@modelcontextprotocol/server-filesystem' (the binary name from step 8, OR if you skipped install).

Phase 5 — Verify

11. After install + add, immediately call mcp_manage(action='inspect', name='<server>') to confirm:

    • connected: true
    • the expected tools are listed
    • the override permissions stuck

12. If anything looks wrong (connected: false, missing tools), call mcp_manage(action='remove', name='<server>') to roll back, and tell the user what failed (usually: missing env var, network issue, or version mismatch). The installed package itself is left on disk; if you want to reclaim space, the operator can shell into the container and run npm uninstall -g <pkg> manually.

13. On success, hand control back to whatever skill / loop was handling the original request. The new tools are now part of the standard agent toolbox.

Verification

• The user agreed to the install before mcp_manage(action='add') was called.
• The server's connected is true after install.
• At least one wrapper tool with the expected mcp__<name>__<tool> shape is in the registry.
• No env keys from the blocklist were passed.
• The original user request can now proceed (e.g., agent can actually call mcp__google_maps__directions for the travel question).

Recovery / 补救

当安装、连接或验证失败时，必须给用户明确的可执行方向，不要只说“失败了”。

常见失败与处理建议

• 包名 / 仓库名不对

  • 先核对 MCP 名称是否拼写正确。
  • 如果 registry 里有多个相似候选，改选官方或维护活跃的那个。
  • 需要时把 1-2 个候选重新提给用户选择。

• 网络 / DNS / 代理问题

  • 提示先检查当前环境是否能访问 npm / GitHub / registry。
  • 建议切换网络、代理，或等网络恢复后重试。
  • 如果是公司内网，提示确认是否允许外部下载。

• 缺少 API key / OAuth

  • 明确告诉用户缺什么环境变量或授权。
  • 说明密钥会注入到 MCP 子进程环境，不会直接写进日志。
  • 如果当前无法完成授权，建议先用不需要 key 的替代方案。

• 权限 / 沙箱限制

  • 说明是本地权限、容器权限或文件系统权限导致。
  • 建议改用只读方案，或放宽对应目录 / 网络权限。

• 工具连接失败

  • 先 inspect 看连接状态和工具列表。
  • 如仍失败，remove 回滚。
  • 必要时换更小、更官方的 server。

• 服务本身不可用

  • 说明当前候选不可用或不稳定。
  • 建议换一个 registry 里的候选，或先退回已有工具完成任务。

用户回复模板

建议按下面格式回复用户：

1. 失败原因（短句）
2. 用户可采取的 1-3 个动作
3. 是否要我继续帮你换一个候选

Failure Signals

• Trying to install before showing the user the candidate.
• Inventing a server name that the registry does not return.
• Filling in API keys / tokens the user did not provide.
• Calling mcp_manage(action='add') when an existing tool already covered the gap.
• Persisting a half-broken install (use remove to roll back).
• Treating mcporter's stdout as authoritative without sanity-checking the install command against the server's real README.

References

• mcporter CLI docs: https://www.npmjs.com/package/mcporter
• MCP server registry: https://mcpfinder.dev, https://mcp.so
• Official MCP servers: https://github.com/modelcontextprotocol/servers
• JiHarn's mcp_manage tool — see backend/tools/builtins/mcp_manage.py
• JiHarn's lifecycle service — see backend/mcp/lifecycle.py