Context7
Up-to-date docs for AI agents
Descripción del creador (original en inglés)
Review gate for shared agent memory: an unreviewed or hand-edited memory is never served.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
PROCHEIRON_SIGNING_KEYLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"procheiron": {
"command": "uvx",
"args": [
"procheiron",
"mcp",
"--root",
"/path/to/your/commons",
"--actor",
"your-agent-name"
],
"env": {
"PROCHEIRON_SIGNING_KEY": "your-value"
}
}
}
}Ejecuta esto en tu terminal
claude mcp add procheiron --env PROCHEIRON_SIGNING_KEY=your-value -- uvx procheiron mcp --root /path/to/your/commons --actor your-agent-nameCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"procheiron": {
"command": "uvx",
"args": [
"procheiron",
"mcp",
"--root",
"/path/to/your/commons",
"--actor",
"your-agent-name"
],
"env": {
"PROCHEIRON_SIGNING_KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"procheiron": {
"type": "stdio",
"command": "uvx",
"args": [
"procheiron",
"mcp",
"--root",
"/path/to/your/commons",
"--actor",
"your-agent-name"
],
"env": {
"PROCHEIRON_SIGNING_KEY": "your-value"
}
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub logotheusneuro-cpu, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
Debes completar: PROCHEIRON_SIGNING_KEY
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (0.3.3) llegó al registro hace 3 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Python (uv) en tu computadora.
En la misma categoría: Context7, Codebase Memory, Exa
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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
Solo se muestra el principio; lee el resto en el repo