MCPVault

Paparats MCP

Unclaimed

by IBazylchuk

Local‑first MCP server for multi‑repository semantic code search with Qdrant and llama. Turns your entire workspace into private context for AI coding assistants like Claude Code, Codex, Cursor, Copilot, Antigravity and Windsurf.

Install

$claude mcp add --transport http paparats http://localhost:9876/mcp

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Tools (21)

arch_context

Read-only architectural memory. Returns components, decisions, and lessons relevant to the query with updated N ago stamps and a minscore cutoff.

arch_record_component

Record a component with Does / Owns / Does not / Touched when fields. Idempotent by name.

arch_record_decision

Record an ADR-style decision (context / decision / alternativesrejected / consequences). Server-side similarity gate refuses duplicates and surfaces near-matches; supersedes links replace prior decisions.

arch_record_lesson

Record a lesson as rule / why / when. Duplicates bump updatedAt (Reflexion confirmation) instead of overwriting.

cross_project_share

Off-anchor result share per user — indicator of search noise.

delete_project

Wipe Qdrant chunks + SQLite metadata for a project (CLI's paparats remove calls it).

explain_feature

Comprehensive feature analysis: locations + recent changes for a question.

failed_chunks

AST parse failures, regex fallbacks, zero-chunk files, binary skips.

find_usages

Walk the symbol graph from a chunkid — incoming (callers/references in), outgoing (calls/references out), or both.

get_chunk

Retrieve a chunk by ID with optional surrounding context.

get_chunk_meta

Git history and ticket references for a chunk — commits, authors, dates. No code.

health_check

Indexing status, chunks per group, running jobs.

impact_analysis

Cross-chunk impact for a chunkid — symbol graph traversal + cross-project blast radius.

list_projects

List indexed projects with chunk counts and detected languages.

recent_changes

Timeline grouped by date with commits, tickets, affected files. since filter.

retry_rate

Tool-call retry rate per user — indicator of unhelpful results.

search_changes

Semantic search filtered by last-commit date. Each result shows when it last changed.

search_code

Semantic search across indexed projects. Returns chunks with symbol info and confidence scores.

slowest_searches

Top-N slowest searches with timing + chunk counts.

token_savings_report

Aggregate token-savings stats (naive baseline vs search-only vs actually consumed).

top_queries

Most frequent queries by user/session/project anchor.