A local search index for your mail, chats, and documents, made available to AI tools through MCP, a standard way for AI clients to use external tools and data.

It helps assistants find information across messages, conversations, and documents. It connects through a remote server address tied to your subdomain.

It gives an AI assistant one searchable copy of your work information without making it inspect each source separately.

kiagent — MCP server by edjafarov

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods

npx agentmods add mcp/edjafarov/kiagent-core/kiagent

Clone the repo

git clone --depth 1 https://github.com/edjafarov/kiagent-core

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. Scan, not verified.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

kiagent scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

server.json · 6 lines

What it actually says

{
  "kiagent": {
    "url": "https://{subdomain}.localkiagent.com/mcp",
    "type": "streamable-http"
  }
}

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

3d ago First seen · 6 lines scan A d77cfef77ee0

Subscribe to this mod's changes

kiagent is an MCP server published in the GitHub repository edjafarov/kiagent-core (7 stars, last pushed 9d ago), licensed MIT. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

LLM Research llm-agent llm-agents llm-inference llm-tools

session-memory

MCP server "session-memory" as configured in amiable-dev/llm-council. Runs /Users/christopherjoseph/projects/amiable/context-aware-ai-system/session_memory_server.py with /Users/christopherjoseph/.local/share/mise/installs/python/3.11.14/bin/python3. Needs 1 environment variable to run.

amiable-dev/llm-council · not measured

pixeltable-memory

MCP server "pixeltable-memory" as configured in amiable-dev/llm-council. Runs /Users/christopherjoseph/projects/amiable/context-aware-ai-system/pixeltable_mcp_server.py with /Users/christopherjoseph/.local/share/mise/installs/python/3.11.14/bin/python3.

amiable-dev/llm-council · not measured

kiagent

Getting it into your agent

Grade A, and why

Nothing flagged

What it actually says

What this file has done since we first saw it

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session-memory

pixeltable-memory

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