mcp server
mcp-vl-msa-rs
Searchable agent memory: BM25 corpus recall, original-text injection, remember/forget capsules.
Description as published by the maintainer. Source
- version 0.4.1
- active
- retrieval
- memory and context
active — Most recent push to the repository was 2026-06-15. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.
Signals
These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.
| Signal | Value | What it measures | Window | Observed | Source |
|---|---|---|---|---|---|
| GitHub stars | 1 | Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. | cumulative, all time | GitHub | |
| Last commit | 2026-06-15 | Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. | point in time | GitHub | |
| Open issues | 0 | Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. | as of fetch | GitHub | |
| Latest published version | 0.4.1 | Latest version string the maintainer published to the registry. | as of fetch | Model Context Protocol | |
| Registry record last updated | 2026-06-12 | When the registry record was last updated by its maintainer. | point in time | Model Context Protocol | |
| License | Apache-2.0 | Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. | as of fetch | GitHub | |
| First listed in the MCP Registry | 2026-06-12 | Date this server was first published to the official MCP Registry. Not a usage or quality measure. | point in time | Model Context Protocol | |
| repository status | active | The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. | as of fetch | GitHub |
Where to get it
Related, by what their authors tagged them
-
io.github.HaseebKhalid1507/velocirag
— last commit 2026-04-05, shares bm25, rag, retrieval
Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.
-
io.github.annibale-x/webshift
— last commit 2026-05-09, shares bm25, rust
Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.
-
io.github.cdeust/automatised-pipeline
— last commit 2026-08-04, shares bm25, rust
Codebase intelligence MCP server — index any repo into a property graph; 26 tools for agents.
-
io.github.emretheus/claude-remind-mcp
— last commit 2026-05-11, shares bm25
Search past Claude Code conversations. Local BM25 over JSONL with one-click claude --resume.
-
GrantAi Memory
— last commit 2026-03-16, shares memory, rag, retrieval
Persistent memory for AI agents. Infinite context with sub-millisecond recall.
-
Obsidian Semantic Search
— last commit 2026-08-06, shares local-first, rag, retrieval
Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.
-
Airweave Search
— last commit 2026-06-05, shares rag, retrieval
MCP server for searching Airweave collections with natural language queries.
-
hubmesh
— last commit 2026-08-05, shares rag, retrieval
Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path.
-
io.github.Archerkattri/mathlas
— last commit 2026-07-25, shares retrieval
Airtight math for AI agents: 3.68M-doc theorem search + numeric/Lean verification. No LLM, no key.
-
Docmancer
— last commit 2026-08-05, shares local-first, memory, rag
Local-only MCP server for source-attributed Markdown memory and documentation retrieval.
These share tags the maintainers applied themselves, such as bm25, rag, retrieval, rust. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.
This is not a recommendation and not a test result. It is a map of what the authors said their work is about.
Also from dionanos
-
mcp-crewd-rs
— last commit 2026-07-06
Cell fabric daemon: spawn and coordinate Claude/Codex/pi worker cells over MCP. Audited.
-
mcp-memory-rs
— last commit 2026-07-18
Local-first agent memory: versioned JSON categories, BM25 search, per-device ACL, fleet sync.
How the author describes it
Topics the maintainer set on GitHub: ai-agents, bm25, local-first, mcp, memory, rag, retrieval, rust, tantivy.
This record as data
Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.
GET /api/v1/entries/mcp_server.json