Context7
Up-to-date docs for AI agents
Descripción del creador (original en inglés)
Outside-in validation gate for AI-generated text; a separate model checks LLM output, fail-closed.
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.
SOULFIELD_API_BASE, SOULFIELD_API_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": {
"lens": {
"command": "npx",
"args": [
"-y",
"@soulfield/lens-mcp"
],
"env": {
"SOULFIELD_API_BASE": "your-value",
"SOULFIELD_API_KEY": "your-value"
}
}
}
}Ejecuta esto en tu terminal
claude mcp add lens --env SOULFIELD_API_BASE=your-value --env SOULFIELD_API_KEY=your-value -- npx -y @soulfield/lens-mcpCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"lens": {
"command": "npx",
"args": [
"-y",
"@soulfield/lens-mcp"
],
"env": {
"SOULFIELD_API_BASE": "your-value",
"SOULFIELD_API_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": {
"lens": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@soulfield/lens-mcp"
],
"env": {
"SOULFIELD_API_BASE": "your-value",
"SOULFIELD_API_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.
SOULFIELD_API_BASE envEsta 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 6 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub mrhpython, 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: SOULFIELD_API_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 (1.1.1) llegó al registro hace 2 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Node.js 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.
Long jobs can use validation_submit followed by validation_receipt on a fresh MCP connection. Save the returned job ID with the candidate SHA-256 locally. Retrieve that ID after a polling timeout; do not submit the content again. Pending, failed, expired and incomplete jobs confer no clearance. An uncertain submission without a returned ID must not be automatically retried. The existing validate_content tool is unchanged. See test/validation-jobs.test.cjs for offline recovery and Rights-preservation fixtures.
Outside-in validation for AI-generated text, as an MCP tool.
Every AI tool asks the same model that wrote the answer whether it's any good. It says yes. The Soulfield Lens is outside-in: a separate model runs a fixed gate over your output. It checks text — it doesn't write it. This package puts that gate inside Claude Code, Cursor, and any other MCP-compatible agent, so output can be validated on the path where it's generated.
The gate is fail-closed: a borderline case returns UNKNOWN, never a silent pass. There is no generation step, so it can't fabricate claims of its own — only check. It can still be wrong about a judgment; that is exactly why borderline cases return UNKNOWN instead of a confident yes.
This is a local stdio boundary around the hosted Lens API (api.soulfield.one). It keeps repository access on the caller's machine and sends only the finished artifact text to the API gate. A scrub also sends the lines of your own identity file (LENS_PUBLIC_IDENTITY_FILE) that occur in that text, so they are not redacted.
It exposes two tiers. The gate tier (3 tools) needs nothing but an API key. The validator tier (7 tools) adds one local orchestration entry point plus the optional lens-kit cross-file checks and defect memory that the single-document gate cannot see. Skip local evidence inputs and the gate tier works exactly as before.
The keyless demo endpoint runs the same gate — a few runs a day per IP, no signup:
curl -s https://api.soulfield.one/v1/demo \
-H 'content-type: application/json' \ -d '{"text": " "}'
npm install -g @soulfield/lens-mcp
Or run without installing: npx @soulfield/lens-mcp.
claude mcp add soulfield-lens \
-e SOULFIELD_API_BASE=https://api.soulfield.one \ -e SOULFIELD_API_KEY= \ -- npx @soulfield/lens-mcp
{
"mcpServers": { "soulfield-lens": { "command": "npx", "args": ["@soulfield/lens-mcp"], "env": { "SOULFIELD_API_BASE": "https://api.soulfield.one", "SOULFIELD_API_KEY": " " } } } }
Production calls need an API key — request one at hello@soulfield.one. lens_health works without one.
| Tool | What it does | Auth |
|---|---|---|
validate_content | Runs the outside-in gate over text. Returns pass/fail, score, per-dimension results, and violation details with reasoning. Optional domain (general, finance, marketing, legal, seo, agency) and context (audience/purpose). | key |
scrub_pii | Server-side scan for structured PII and secrets — emails, UK/US phone numbers, credit-card numbers, US SSNs, UK NI/UTR numbers, database connection strings, and common API-key/credential patterns. Returns scrubbed text (each match replaced by a type marker) plus findings. Pattern-based, no LLM call. Targets structured identifiers — it does not detect personal names or free-form PII, and structured-format coverage is best-effort, not exhaustive. | key |
lens_health | Checks the Lens API is up. Returns status and version. | none |
lens-kitVersion note: the validator tier lands in 1.1.0. If
npm view @soulfield/lens-mcp versionstill reports1.0.0, the registry has not caught up with this repo yet andnpx @soulfield/lens-mcpwill give you the three gate-tier tools only. Install from source in the meantime.
Artifact orchestration:
validate_artifactlands in 1.2.0. Its bounded local evidence search is built into this MCP package. Requested consistency checks still requirelens-kit.
Side effect worth knowing: every validator-tier call appends a row to
RUNS.mdin its working directory — that is the kit's run ledger, by design. The directory is thecwdargument, or the server's own cwd if you omit it, so passcwdexplicitly if you care where the ledger lives. Sensitive flag values are redacted in the row (--deny), so deny terms do not land on disk.
Prerequisite: pip install lens_kit (Apache-2.0, github.com/mrhpython/lens-kit), or set LENS_KIT_BIN to its path. Without it these six tools return UNKNOWN with an error — never a silent pass. No API key needed: they run locally and make no LLM call.
Why they run locally and not on the hosted API: they take file paths off your disk. A hosted endpoint that accepted arbitrary local paths would be a file-disclosure vector, not a feature. On stdio the paths are your own machine, so the capability is safe here and only here — and for that reason it will not be added to the hosted API.
| Tool | What it does | Exit semantics |
|---|---|---|
validate_artifact | Reads one local artifact, searches only explicitly permitted evidence roots, runs requested consistency checks, and sends only the artifact text to the API gate. It labels the result gate-only or evidence-preflight+gate. A literal match is a source location, not proof; a separate validator agent must read and adjudicate it before issuing a full-validator verdict. | consistency violation → FAIL; incomplete evidence/check error → UNKNOWN; otherwise PENDING_AGENT_REVIEW |
lens_consistency_leaks | Scans files for deny-list terms (case-insensitive literal). Run on every customer-facing file before an irreversible publish: catches a real client name, an internal codename or a banned absolute surviving into shipped copy. A credential scanner will not find these, because nothing here is a credential. Negation-blind: a banned phrase quoted in order to disclaim it matches identically to the same phrase asserted. | hit proves the string is present — adjudicate the verdict |
lens_consistency_numbers | Checks every numeric literal in a summary actually appears in the body it summarizes. Catches the invented figure. Tripwire: literal matching only, no derived arithmetic, and a figure cited as *superseded* ("supersedes the ~471 estimate") flags exactly like a stale one. Review, don't auto-trust. | violation / clean |
lens_consistency_markers | Checks evidence markers in a source survive into every rendered output — the caveat or citation dropped between formats. Case-SENSITIVE, unlike leaks above: TRIPWIRE will not match Tripwire and reads as dropped when nothing was. Tripwire: a deliberate subset render also under-counts legitimately. | violation / clean |
Choosing deny terms and markers. These three are tripwires, not oracles — on a live run over this project's own copy they produced six flags and zero true defects, across three distinct false-positive classes (negation, superseded-figure, casing). That is the designed behaviour, and it is why the doctrine is *adjudicate, never auto-apply*. Deny terms work best as strings that are wrong in every context — a real client name, an internal codename — rather than claims you do not make, which legitimately appear inside disclaimers. Markers work best when their casing is stable across source and render. | lens_catches_relevant | Reads the defect bank before you validate: prior named defects for an artifact type, most-recurrent first. Patterns at threshold are marked [PROMOTE] — they recur often enough to deserve a fixed check. | — | | lens_catches_add | Records a named defect so it is caught next time: what was wrong, the general pattern, the forward rule. Routine passes are rejected by design — only real defects. | — | | lens_catches_stats | Per-pattern recurrence counts with promote suggestions. Tells you what to harden next. | — |
The two tiers are complementary, not alternatives. The gate has no tools and no file access — that is precisely what makes it an independent check, and it is also why it cannot see a contradiction spread across two files. The validator tier sees the disk; the gate owns the score. Pair them: gather substrate evidence with the local tools, hand the text to the gate, and never argue a gate FAIL into a PASS. Full protocol: docs/VALIDATOR-AGENT.md.
validate_artifact makes the boundary explicit in one call:
{
"artifact_path": "output/candidate.md", "evidence_roots": ["reports", "output/proof"], "evidence_queries": [ { "claim": "measured-result", "query": "113/113 rows scored", "case_sensitive": true } ], "domain": "agency", "context": "Internal technical handoff" }
The response includes evidence_scope, files_read, searches_and_commands, claims_verified, and claims_unverified. claims_verified is deliberately empty: grep proves that text exists at a source location, not that the claim is true. The separate validator agent must read the located evidence, reason across the files, and attach the final full-validator receipt.
Evidence file contents and local absolute paths are never added to the API request. Directory searches skip .git, node_modules, symlinks, and binary files and fail closed when configured safety limits are exceeded.
What you get per run: receipts — what was checked, what passed, what was held, and why. Machine-readable, not a badge. We won't hand you a guaranteed accuracy number for your data: scores don't transfer across models, datasets, and runtimes, and a tool that promises a fixed figure on data it has never seen is making the exact claim this gate exists to catch.
Inputs of ~4,000 characters and up are submitted as an async job and polled to completion automatically, so a single long validation never dies on a request timeout. Short inputs use the fast synchronous path. No configuration needed.
| Variable | Default | Purpose |
|---|---|---|
SOULFIELD_API_BASE | http://localhost:8002 | Lens API base URL. Use https://api.soulfield.one for the hosted service, or your own deployment. |
SOULFIELD_API_KEY | — | Required for validate_content and scrub_pii. |
SOULFIELD_VALIDATE_TIMEOUT_MS | 180000 | Per-request timeout for the sync path. |
SOULFIELD_VALIDATE_BUDGET_MS | 600000 | Total wall-clock budget for the async poll loop. |
SOULFIELD_ASYNC_MIN_CHARS | 4000 | Input length at which the async path kicks in. |
LENS_KIT_BIN | lens-kit | Path to the lens-kit CLI for the validator tier. Only needed if it is not on PATH. |
LENS_KIT_TIMEOUT_MS | 120000 | Timeout for a validator-tier command. On timeout the verdict is UNKNOWN, never a pass. |
LENS_CATCHES_DIR | ~/dev/tools/lens-kit | Default working directory for the three lens_catches_* tools, so every catch lands in one catches.jsonl. A leading ~ is expanded. Falls back to the server's cwd if the directory does not exist. A cwd argument still wins. Catches can hold verbatim snippets, so catches.jsonl must stay out of git; the lens-kit repo ignores it. |
| LENS_PUBLIC_IDENTITY_FILE | ~/.config/soulfield-lens/public-identity.txt | Your own published details (name, postal address, contact email, phone), one per line. /v1/scrub calls send t
Solo se muestra el principio; lee el resto en el repo