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MCP server · RAG

Annal

by · github.com/heyhayes/annal

Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant, local ONNX embeddings.

Unclaimed ai-agentschromadbclaudeembeddingsmcpmcp-servermemoryqdrantsemantic-searchvector-database
InstallView source
34Low

Scored 7 days ago · breakdown

About Annal

Annal is an MCP server published by heyhayes in the RAG category: semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant, local ONNX embeddings. It has been installed 0 times through Conduid.

Install

Clone
git clone https://github.com/heyhayes/annal

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

  • ·README presentNot checked yet.
  • ·License declaredNot checked yet.
  • ·Tests presentNot checked yet.
  • ·Dependencies pinnedNot checked yet.
  • ·No dynamic code executionNot checked yet.
  • ·Scoped permissionsNot checked yet.

Releases

v0.7.0v0.7.0 — Search Improvements & Stale Memory Management · 23 Feb 2026What's new Spike 10-11: Memory supersession polish Supersession polish, unified formatting, overfetch cap `supersedes` param on `store_memory` and `store_batch` Superseded memories hidden from search/browse by default, `include_superseded`…
v0.6.4v0.6.4 — Hardening + Export/Import · 22 Feb 2026What's new Export/Import CLI** — `annal export --project X` writes JSONL to stdout, `annal import --project X file.jsonl` reads it back. Safe data portability without touching the vector backend directly. Bug fixes & hardening XSS fix**:…
v0.6.3v0.6.3 · 22 Feb 2026What's new `retag_memory` tool** — modify tags on existing memories without changing content. Supports `add_tags`, `remove_tags` (incremental), and `set_tags` (full replace). Metadata-only mutation, no re-embedding. `memory_updated`…
v0.6.2v0.6.2 — Search Summary Mode · 22 Feb 2026New `mode="summary"` on `search_memories` — returns first 200 chars of content with full metadata (tags, score, source, dates, ID). Sits between probe (one-liner) and full (complete content), eliminating the two-round-trip probe+expand…
v0.6.1v0.6.1 · 22 Feb 2026Patch release from code review fixes. Fix: Move `OnnxEmbedder` out of `backend.py` into `embedder.py` — protocol module no longer imports chromadb or numpy, fixing import failures for qdrant-only installs Fix: RRF fusion scores in hybrid…
Questions

About Annal

How do I install Annal?

Run git clone https://github.com/heyhayes/annal, then add the server to your MCP client's configuration. Conduid has recorded 0 installs, so the command is known to work with current clients.

Is Annal safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Annal still maintained?

Conduid hasn't recorded a commit date for this repository yet. Check the repository directly for recent activity.