semantic-search-mcp: Instructions file for Claude Code

CLAUDE.md

semantic-search-mcp CLAUDE.md is an instructions file for Claude Code from adam-hanna/semantic-search-mcp. It costs 3,899 tokens per session, scanned C, original, MIT.

A local server that lets a coding agent search a codebase using ordinary descriptions, such as “authentication middleware.” It combines meaning-based search with exact text search and keeps its index updated as files change.

In plain words
What is it for?
Finding code related to a feature, tracing unfamiliar parts of a project, and locating matching terms across many programming languages.
Why use it?
It helps you find relevant code without knowing the exact file names or wording used in the source. Searches run locally, so they do not depend on an outside service.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md; mentions Claude Code.

This is adam-hanna/semantic-search-mcp's own configuration. It tells Claude Code how to work on semantic-search-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything semantic-search-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to adam-hanna/semantic-search-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/adam-hanna/semantic-search-mcp/develop/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/adam-hanna/semantic-search-mcp

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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<a href="https://agentmods.dev/instructions/adam-hanna/semantic-search-mcp/claude-md"><img src="https://agentmods.dev/badge/instructions/adam-hanna/semantic-search-mcp/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 3,899 This file is loaded in full into every session.
When invoked 3,899 The same file — it is already loaded in full.
Security scan C 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.03899 $0.03899
Opus 5 $0.01950 $0.01950
Sonnet 5 $0.00780 $0.00780
Haiku 4.5 $0.00390 $0.00390

Measured 11d ago against content hash 53e9e888ec11, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade C, and why

semantic-search-mcp CLAUDE.md scanned grade C with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Recursive force deletehighDestructive command

rm -rf with a variable or a broad path is one typo away from removing the wrong tree.

rm -rf .semantic-search/ # Must reindex with new model
CLAUDE.md · 402 lines

How it starts

The opening of the file, as written. The whole thing — 402 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Semantic Search MCP Server

An MCP server providing semantic code search for Claude Code using local embeddings.

Project Overview

This server enables natural language code search across codebases. It combines vector similarity search with traditional full-text search using Reciprocal Rank Fusion for optimal results.

Key capabilities:

  • Search code with queries like "authentication middleware" or "database connection pooling"
  • 165+ language support via Tree-sitter parsing
  • Automatic incremental indexing via file watcher
  • Zero external API dependencies - all embeddings generated locally

Architecture

┌─────────────────────────────────────────────────────────────────┐
│                         MCP Server                              │
│  (server.py - FastMCP with lifespan for auto-init)             │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│  ┌──────────────┐    ┌──────────────┐    ┌──────────────┐     │
│  │   Indexer    │    │   Searcher   │    │   Watcher    │     │
│  │ (indexer.py) │    │(searcher.py) │    │ (watcher.py) │     │
│  └──────┬───────┘    └──────┬───────┘    └──────┬───────┘     │
│         │                   │                   │              │
│  ┌──────▼───────┐    ┌──────▼───────┐          │              │
│  │   Chunker    │    │   Embedder   │◄─────────┘              │
│  │ (chunker.py) │    │(embedder.py) │                         │
│  └──────┬───────┘    └──────┬───────┘                         │
│         │                   │                                  │
│  ┌──────▼───────┐    ┌──────▼───────┐                         │
│  │  Gitignore   │    │   Database   │                         │
│  │(gitignore.py)│    │(database.py) │                         │
│  └──────────────┘    └──────────────┘                         │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘

Read the full file on GitHub · 402 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 402 lines · 3,899 tokens per session scan C 53e9e888ec11

Subscribe to this mod's changes

semantic-search-mcp CLAUDE.md is an instructions file published in the GitHub repository adam-hanna/semantic-search-mcp (5 stars, last pushed 8mo ago), licensed MIT. It adds 3,899 tokens to every session, about $0.0195 per session on Opus 5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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