Paparats MCP
UnclaimedLocal‑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/mcpSet up this server
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21 of 21 tools
Documented tools (21)
From project documentation. A server handshake does not verify each tool’s description or behavior.
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.
Tool change history
FAQ
Questions about Paparats MCP Server
- How do I connect Paparats MCP Server to Claude?
- The listing records `claude mcp add --transport http paparats http://localhost:9876/mcp` as its setup step. Run it, then follow the repository's instructions for the client configuration; the listing names Claude Code, Cursor, Windsurf as compatible clients.
- Is Paparats MCP Server free?
- The listed licence is MIT. Check the upstream terms for permitted use and commercial requirements; a public repository does not by itself mean the software is free or open source. Connected APIs and hosted services may have separate charges.
- What can Paparats MCP Server do?
- Paparats MCP Server documents 21 tools to the agent, including arch_context, arch_record_component, arch_record_decision. The descriptions above come from project documentation. A live handshake does not test individual tool behavior.