Nicheloom visitors: 14,154 all-time · 8,553 in the last 7 days

The opportunity tracker for new startups.

Today: 1,383 launchs · Niche of the day: document and PDF processing tools · See full report →

pensieve

Local search across your files, git repos and AI agent sessions on your Mac. An MCP server gives your agents the best context, a 3D map shows your work by topic, and git blame shows who knows what.

Get picks like this daily. The day's top launches, AI/tech news, and a weekly opportunity spotlight — straight to your inbox.

This is 1 of 77 launches in semantic search and rag tools — see how it stacks up on momentum and crowding →

338 other launches read as similar to this one →

Details

External ID
1409698229
Source
GITHUB
Company
—
Product
pensieve
Website domain
tedhaley.ca
Launched
Oct. 8, 2026
Cohort
—
Upvotes
51
Upvotes percentile
0.72
Tags
ai-agents, claude-code, code-search, developer-tools, git-blame, local-first, macos, mcp, mcp-server, semantic-search

Enrichment

Niche
semantic search and rag tools
Vertical
Horizontal
Function
Search & retrieval
Audience
Developer
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
local semantic search and context server for mac developers
Manually corrected
False

Could you build this?

Partial Building an MCP server and simple vector search is straightforward, but low-latency live local file watching, git-worktree indexation, and native Apple Silicon background optimization require systems-level engineering.

What it would actually take: Requires a native macOS daemon (Swift/Rust) hooked into FSEvents for real-time incremental change detection across git worktrees, alongside local vector embedding generation (using CoreML/Metal) and hybrid BM25/vector retrieval (e.g., SQLite with sqlite-vec or Tantivy). The hard parts are sub-millisecond query responses, low memory/CPU background indexing, and deep git-history blame traversal at scale. Requires systems programming and local search optimization skills.

Competitors

Other products that read as similar to this one — 338 launches clear the similarity bar, closest 8 shown.

Attention rank: #139 of 339 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 342 days after the earliest competitor.

Other launches for this product