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SkillSearch

БесплатноНе проверен

Indexes every skill across all installed plugins and enables the agent to find them instantly via BM25 search through an MCP tool.

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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:

  • skillListingBudgetFraction caps 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 via installed_plugins.json. Deduplicates, namespaces plugin skills, parses YAML frontmatter.
  • BM25 search — MiniSearch with name-boosted scoring. Finds impeccable for "polish prose", stop-slop for "remove filler", deep-research for "thorough web research".
  • MCP toolskill_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.
  • CLIskillseek search "<task>" for humans. skillseek index [--if-changed] to refresh.
  • HooksSessionStart prints a rotating generic nudge to use skill_search and fire-and-forget refreshes the index if stale; UserPromptSubmit runs 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

from github.com/TheQmaks/skillseek

Установка SkillSearch

У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.

▸ github.com/TheQmaks/skillseek

FAQ

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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