SkillSearch
БесплатноНе проверенIndexes every skill across all installed plugins and enables the agent to find them instantly via BM25 search through an MCP tool.
Описание
Indexes every skill across all installed plugins and enables the agent to find them instantly via BM25 search through an MCP tool.
README
Find and surface the right Claude Code skill — automatically. Indexes every skill across all your installed plugins, searched instantly at every prompt.
(demo GIF coming soon)
The problem
Claude Code ships with 1700+ skills — but your agent sees only a fraction of them.
Two limits cut most skills out of view:
skillListingBudgetFractioncaps the skill listing at roughly 1% of the context window. On a 200k-token model that is ~2000 tokens — enough for maybe 60–80 skills, not 1700+.- Description truncation: least-recently-used skills get their descriptions dropped entirely. The agent sees the name but not what the skill does.
Result: skills like impeccable, stop-slop, deep-research, and hundreds of plugin-bundled skills are invisible to the agent unless it happens to know the exact name.
SkillSeek fixes this by building a complete local index and routing skill lookups through BM25 search — so the agent finds impeccable when it needs copy polish, not just when someone types /impeccable.
What SkillSeek does
One index. Three surfaces.
~/.claude/skills/
~/.agents/skills/ ──► buildIndex() ──► SKILLS-INDEX.json
installed_plugins.json / │
plugin caches │
┌────────────┴────────────┐
│ │
MCP tool CLI
skill_search skillseek search
(agent calls it) (you call it)
│
hooks (auto)
SessionStart + UserPromptSubmit
inject top matches into context
- Index — scans
~/.claude/skills,~/.agents/skills, and plugin caches discovered viainstalled_plugins.json. Deduplicates, namespaces plugin skills, parses YAML frontmatter. - BM25 search — MiniSearch with name-boosted scoring. Finds
impeccablefor "polish prose",stop-slopfor "remove filler",deep-researchfor "thorough web research". - MCP tool —
skill_search(query, top_k?)— the agent calls this when it needs to find a skill. Returns a text list of matching skills with name, description, and source. - CLI —
skillseek search "<task>"for humans.skillseek index [--if-changed]to refresh. - Hooks —
SessionStartprints a rotating generic nudge to use skill_search and fire-and-forget refreshes the index if stale;UserPromptSubmitruns BM25 on the actual prompt and injects up to 3 matching skill pointers into the system prompt (no injection when no match clears the pollution-guard threshold).
Install
On npm as skillseek. The index is built locally from your installed skills on first run; nothing is bundled, so your skill inventory never leaves your machine.
Option A — Claude Code plugin (recommended)
# Clone + install deps (needed so hooks and the MCP server have their Node deps at runtime)
git clone https://github.com/TheQmaks/skillseek
cd skillseek && npm install
# Register as a plugin marketplace, then install
/plugin marketplace add https://github.com/TheQmaks/skillseek
/plugin install skillseek
The plugin wires up the MCP skill_search server and both hooks via .mcp.json and hooks/hooks.json. The SessionStart hook builds the index on first run and refreshes it when it goes stale.
Option B — standalone CLI + MCP (any project)
git clone https://github.com/TheQmaks/skillseek
cd skillseek && npm install
node bin/cli.mjs index # build the index for your machine
claude mcp add skillseek node "$PWD/src/mcp-server.mjs" # expose skill_search to the agent
Usage
# Search for a skill
skillseek search "product copy review"
# | skill | description |
# | --- | --- |
# | `impeccable` | Polish prose and remove filler words |
# | `stop-slop` | Ruthless filler-word removal |
# | `copy-editing` | Line-level editing for clarity |
# Rebuild the index (full)
skillseek index
# Rebuild only if skills have changed since last index
skillseek index --if-changed
# Ask "which skill should I use for X?"
skillseek which "thorough web research"
MCP tool (called by the agent):
skill_search(query: string, top_k?: number) → text listing matching skills (name, description, source)
Hooks — no configuration needed after install. Control injection verbosity:
SKILLSEEK_INJECT |
Behavior |
|---|---|
off |
No per-prompt injection |
minimal |
Inject only the single strongest match (very high threshold) |
medium (default) |
Inject up to 3 strong matches; nothing on weak/irrelevant prompts |
Injection is deliberately high-precision: the per-prompt hook stays silent unless a match
clears a conservative BM25 threshold (filler words are filtered out first), so it never pollutes
context on chatty or off-topic prompts. Borderline relevance is left to the skill_search tool.
Config
| Env var | Default | Description |
|---|---|---|
SKILLSEEK_INJECT |
medium |
Hook injection level: off, minimal, medium |
SKILLSEEK_THRESHOLD |
preset default | Override the BM25 score floor for injection (tune for your corpus size) |
SKILLSEEK_INDEX |
~/.claude/SKILLS-INDEX.json |
Override index file path |
How it works
Every prompt Agent tool call CLI / human
│ │ │
▼ ▼ ▼
UserPromptSubmit hook MCP skill_search skillseek search
│ │ │
└──────────────────────────────►│◄─────────────────────────┘
▼
loadIndex(SKILLS-INDEX.json)
│
BM25 search (MiniSearch)
name boost × 2, top-k results
│
┌───────┴───────────────┐
│ │
inject into return to caller
system prompt (tool / CLI output)
(seen-skill filter,
pollution guard)
The index is built once and loaded from disk on each search call. On a warm file-system cache, search latency is under 10 ms for 1684 skills.
License
MIT
Установка SkillSearch
У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.
▸ github.com/TheQmaks/skillseekFAQ
SkillSearch MCP бесплатный?
Да, SkillSearch MCP бесплатный — установка в пару кликов через Unyly без оплаты.
Нужен ли API-ключ для SkillSearch?
Нет, SkillSearch работает без API-ключей и переменных окружения.
SkillSearch — hosted или self-hosted?
Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.
Как установить SkillSearch в Claude Desktop, Claude Code или Cursor?
Открой SkillSearch на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.
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