Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Review gate for shared agent memory: an unreviewed or hand-edited memory is never served.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
PROCHEIRON_SIGNING_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"procheiron": {
"command": "uvx",
"args": [
"procheiron",
"mcp",
"--root",
"/path/to/your/commons",
"--actor",
"your-agent-name"
],
"env": {
"PROCHEIRON_SIGNING_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add procheiron --env PROCHEIRON_SIGNING_KEY=your-value -- uvx procheiron mcp --root /path/to/your/commons --actor your-agent-name실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"procheiron": {
"command": "uvx",
"args": [
"procheiron",
"mcp",
"--root",
"/path/to/your/commons",
"--actor",
"your-agent-name"
],
"env": {
"PROCHEIRON_SIGNING_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"procheiron": {
"type": "stdio",
"command": "uvx",
"args": [
"procheiron",
"mcp",
"--root",
"/path/to/your/commons",
"--actor",
"your-agent-name"
],
"env": {
"PROCHEIRON_SIGNING_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 logotheusneuro-cpu 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: PROCHEIRON_SIGNING_KEY
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.3.3)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Context7, Codebase Memory, Exa
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Procheiron
An unreviewed memory never reaches your agents.
Who wrote this memory, who checked it — and has anyone touched it since?
Procheiron is a small, dependency-free trust layer for AI agent memory. Memory tools are good at storing and recalling; trust is the part nobody owns. Give several agents a shared memory and any one of them can write a "fact" the others will happily build on — nobody reviewed it, nobody approved it, and when it turns out to be wrong there's no clean way to trace it or retire it.
Procheiron adds that discipline, and enforces it with a validator rather than a convention. It adds no memory engine of its own — no embeddings, no ranking, no recall. Bring whatever memory you already use — a vector database, a knowledge graph, a folder of markdown files. It governs the records; your engine keeps doing the remembering.
A deployment validates clean. Then someone with write access quietly rewrites history — a past promotion suddenly claims a different actor:
$ procheiron validate ./team-memory
Procheiron validation (full tier): PASS
$ # edit team-memory/memory/index/audit.jsonl: "actor": "vera_curator" → "rogue_agent"
$ procheiron validate ./team-memory Procheiron validation (full tier): FAIL ERROR: audit chain: audit event 0: entry_hash mismatch — content was altered after it was written ERROR: memories.jsonl:1: active record has no corroborating promotion audit event — forged/hand-flipped record
Real output (ids shortened). You can reproduce this exact catch on your own machine in the next two sections — no clone required.
pip install procheiron # or: pipx install procheiron — see the note below
pip install "procheiron[crypto]" # optional: ed25519 signing (the chain itself needs nothing)
pipx users: pipx puts the procheiron command on your PATH but does not make the package importable by your system python3 . The scaffolded helpers ( memory_propose.py , memory_promote.py , validate_minimal.py ) need the package, so run them with the interpreter procheiron init prints on completion rather than a bare python3 . Everything below assumes a plain pip install in an active environment.
Using a coding agent? Hand it one instruction and it installs Procheiron, wires itself in over MCP, and runs the tamper check end to end:
Retrieve and follow the instructions at:
https://raw.githubusercontent.com/logotheusneuro-cpu/procheiron-core/master/INSTALL_FOR_AGENTS.md
Or prove the spec from a bare checkout, no install at all: python3 conformance/run_conformance.py.
The demo above, on your own machine: scaffold a commons, write one governed memory, then rewrite history and watch the chain snap.
procheiron init ./commons && cd commons
python3 memory_propose.py --created-by alice --type decision --scope project \ --subject "retry policy" --statement "Retries use exponential backoff." \ --source-path docs/decisions.md --confidence 0.9
python3 memory_promote.py --memory-id --new-status active \ --reviewer bob --authorized-by casey --reason "verified against the source" \ --allow-unverified-reviewer
procheiron validate . # PASS
sed -i.bak 's/bob/rogue/g' memory/index/audit.jsonl
procheiron validate . # FAIL: entry_hash mismatch — content was altered mv memory/index/audit.jsonl.bak memory/index/audit.jsonl # put history back → PASS again
Procheiron ships an MCP server, so any MCP-speaking agent — Claude Code, Claude Desktop, Cursor, Codex, and the rest — reads and writes the commons under the same rules a human faces. Four tools: memory.search, memory.get, memory.propose, memory.promote.
Claude Code:
claude mcp add procheiron -- procheiron mcp --root ./commons
Anything with an mcpServers config (Cursor, Claude Desktop, …) — merge, don't replace:
{ "mcpServers": { "procheiron": { "command": "procheiron", "args": ["mcp", "--root", "./commons"] } } }
Writes are dry-run until you pass --allow-writes, and promotion over MCP hits the same gate as everywhere else: the agent that wrote a memory cannot approve it.
The server is dual-era: it speaks the current 2026-07-28 revision (stateless, per-request _meta, server/discover) *and* the older initialize handshake, so it works whether your client has migrated yet or not. That is not just reach — with no handshake to anchor it, a modern request used to be answered under legacy rules, and a memory tool replying "nothing found" when it means "I don't speak your protocol" is the one answer you can't tell from a real one.
draft → candidate → validated → active → superseded.active — trusted — after review by someone who did not write it. Self-review is refused, not discouraged: $ python3 memory_promote.py --memory-id mem_20260709_retry_policy… --new-status active \
--reviewer alice --reason "looks right to me" memory_promote: REFUSED — self-review: 'alice' created this record (invalid transition §8.7)
--expect-head and that's caught too (see below).What you'd otherwise do for trust in agent memory:
| Enforced independent review | Tamper-evident history | Works with any store | Setup | |
|---|---|---|---|---|
| Convention docs ("agents should…") | no — honor system | no | — | none |
| Git history on the memory files | no | yes — unless the history itself is rewritten | the files, not your store | none |
| Your memory engine's metadata | no — self-asserted | no | that engine only | none |
| Full provenance stack (W3C PROV + signing infra) | possible | yes | yes | build-it-yourself |
| Procheiron | yes — validator-refused † | yes — plus a hash chain; a full rewrite needs an external anchor | yes — governs records for any store you bring | `pip install`; anchor + key custody for the strongest guarantee |
† Enforced against self-review and edit/reorder tampering. An insider with filesystem write access can still *append* a forged promotion — closing that needs the optional signing extra with keys held out of their reach. The honest line between tamper-evidence and authenticated provenance is spelled out in CLAIMS.md.
Git already gives you tamper-evidence on the same assumption Procheiron makes (nobody rewrites the anchor) — the difference is the enforced review gate and record-level structure git has no notion of. And memory engines aren't the competition: Procheiron governs the records they hold and will never grow retrieval of its own.
| Command | What it does |
|---|---|
procheiron init ./my-commons | Scaffold a governed memory commons. |
procheiron validate | Validate a deployment. Add --expect-head and --expect-lint to pin the chain head and the enforcement profile against external anchors; --json reports both current values. |
procheiron scorecard | Trust-loop numbers: records, independent promotions, blocks caught. |
procheiron keygen --actor | Mint an ed25519 keypair for signed authorship (needs procheiron[crypto]). Private key → 0600 file; public key → stdout for known_actor_keys. |
procheiron mcp --root | Serve the commons to agents over MCP (stdio JSON-RPC). |
procheiron conformance | Run the conformance suite (needs a repo checkout). |
procheiron version | What it says. |
A candid word before you rely on it.
The hash chain makes the log tamper-evident: nobody can quietly edit history without breaking the chain. But the chain only proves the log is internally consistent — someone with write access to the file can rebuild the whole thing from scratch and it will verify. The fix is to anchor the newest entry hash somewhere that person can't touch (a git commit works fine) and hand it back at check time: procheiron validate --expect-head . Now a full rewrite is caught too.
The enforcement profile has the same problem — it lives in the same directory as everything it governs, so it can be downgraded from inside. Anchor it the same way with --expect-lint . Both anchors are checked unconditionally, and deleting what they anchor fails the check rather than skipping it; procheiron validate --json prints the current audit_head and lint_fingerprint so you have something to pin.
The full threat model — signing, keys, and the determined insider
Signing raises the bar further. With the crypto extra and a key registry (known_actor_keys), every event from a registered actor must carry that actor's valid signature. Stripping a signature fails validation; it does not slip through.
And the honest residual: if one OS user owns the log, the keys, *and* the key registry, a determined ins
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요