AI Context Flow MCP Server
Universal memory for AI agents and tools. Save, organize and search context anywhere. Its 7 documented tools cover memory, bucket. It is available as a remote MCP endpoint.
Teams that work with memory and bucket and want a hosted endpoint instead of running a local process. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-08-30 · ★ 2 · #278 OF 304 MAINTAINED MEMORY · VERIFIED 2026-09-18
Python servers · how we verify → /methodology
01 · Install AI Context Flow
before you install - you'll need
Set HYDRA_ISSUER, MCP_RESOURCE_URL, BACKEND_API_URL before connecting.
Claude Code
claude mcp add web3-plurality-plurality-mcp-server --transport http https://app.plurality.network/mcpClaude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"web3-plurality-plurality-mcp-server": {
"url": "https://app.plurality.network/mcp"
}
}
}Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
https://app.plurality.network/mcp
transport: streamable-http
endpoint alive - authentication required · probed 2026-09-18
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as remote - your agent's requests go to app.plurality.network
endpoint auth requires authentication - rejected our unauthenticated MCP initialize
license no standard license detected - usage rights unclear; check the repo before commercial use
registry vendor namespace network.plurality - domain-verified with the official MCP registry
03 · What AI Context Flow can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
What you can build
With this server connected, an agent can list all memory buckets (organized folders) for the user, list stored items in a specific bucket (metadata only), read the full content of a stored item with pagination, and save text content to a specific memory bucket.
Capability map
Tools grouped from the project's README - what AI Context Flow lets an agent do.
Memory
5 tools - e.g. List all memory buckets (organized folders) for the user; List stored items in a specific bucket (metadata only); Semantic search across buckets with relevance scoring
get_user_memory_buckets · list_items_in_memory_bucket · search_memory · save_memory · create_memory_bucket
read & search
1 tool - e.g. Read the full content of a stored item with pagination
read_context
Save
1 tool - e.g. Save a conversation (chat history) to a memory bucket
save_conversation
Latest releases
v1.5.2 · 2026-08-30
1.5.2 (2026-08-30) · use GITHUB_TOKEN instead of GHCR_TOKEN PAT for GHCR publish workflows · open version-bump pr on release, pin actions, and emit release version
v1.5.1 · 2026-06-09
1.5.1 (2026-06-09) · clarify language limits of semantic search and recommend manual retrieval for non-english queries
v1.5.0 · 2026-06-06
1.5.0 (2026-06-06) · replace tools module with expanded, robust memory-management mcp tools
04 · Who maintains AI Context Flow
AI Context Flow is maintained by web3-plurality. It's the only MCP server we track from this author; the repo dates to Aug 2025.
05 · Facts
- category
- memory - ranked #278 of 304 actively-maintained memory servers as of 2026-09-18.
- release cadence
- 1 release in the last 90 days (latest 2026-08-30)
- registry
- network.plurality/ai-context-flow (active, first published 2026-05-14 · 2 versions)
06 · AI Context Flow FAQ
Is AI Context Flow still maintained?
Yes - as of 2026-09-18, its last commit was 2026-08-30 and it shipped 1 release in the last 90 days. We re-verify nightly.
What can AI Context Flow do?
With this server connected, an agent can list all memory buckets (organized folders) for the user, list stored items in a specific bucket (metadata only), read the full content of a stored item with pagination, and save text content to a specific memory bucket.
How do I install AI Context Flow?
Run `claude mcp add web3-plurality-plurality-mcp-s --transport http https://app.plurality.network/mcp`. The README documents 3 environment variables (HYDRA_ISSUER, MCP_RESOURCE_URL, BACKEND_API_URL) to set first. Set HYDRA_ISSUER, MCP_RESOURCE_URL, BACKEND_API_URL before connecting. You can also paste the ready-made client config above.
Does AI Context Flow require authentication?
Yes - when we probed the endpoint on 2026-09-18, it rejected an unauthenticated MCP initialize; you'll need credentials to connect.
07 · Alternatives to AI Context Flow
Alternatives to AI Context Flow
Maintained memory servers if AI Context Flow isn't the fit.
- Codebase Memory Codebase knowledge graph for AI agents - 162 languages, sub-ms queries, 99% fewer tokens. ★ 43,715 · 2026-09-18
- Superlog Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents. ★ 1,449 · 2026-09-17
- Tradememory Protocol Tamper-evident decision audit trail and outcome-weighted memory for AI trading agents. ★ 1,419 · 2026-09-14
- Persome Local-first personal memory and model server for trusted MCP agents on macOS. ★ 1,322 · 2026-08-21
- Neo4j Memory MCP Neo4j Knowledge Graph Memory Server ★ 984 · 2026-09-09
- Projectmem Coding agent memory - one local MCP server for every project. Warns before repeating failed fixes. ★ 826 · 2026-09-15
Pairs well with
Servers that cover what AI Context Flow doesn't - only shown when the pairing reason fits the companion.
More memory MCP servers · Aifp MCP · Context Card · Th Memory MCP · Lean Memory · Longhand
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