diff --git a/Docs/CALIBRATION.md b/Docs/CALIBRATION.md
index 4521717..868297a 100644
--- a/Docs/CALIBRATION.md
+++ b/Docs/CALIBRATION.md
@@ -11,7 +11,7 @@ It is **not an accuracy figure**. Accuracy needs machine-written text to measure
- **Corpus** `signsofai-human-baseline`, fingerprint `78bda061bde3dc99`
- **Texts** 296 (452,184 words)
- **Lengths measured** 649 – 9,328 words (median 832)
-- **Engine** SignsOfAI.Core 0.7.0
+- **Engine** SignsOfAI.Core 0.7.1
- **Run** 2026-09-07
- **Target false-positive rate** 5%
diff --git a/src/SignsOfAI.Cli/SignsOfAI.Cli.csproj b/src/SignsOfAI.Cli/SignsOfAI.Cli.csproj
index f0adf1f..009d0fb 100644
--- a/src/SignsOfAI.Cli/SignsOfAI.Cli.csproj
+++ b/src/SignsOfAI.Cli/SignsOfAI.Cli.csproj
@@ -13,7 +13,7 @@
truesignsofaiSignsOfAI.Cli
- 0.7.0
+ 0.7.1Pedro Hernández (PeopleWorks)PeopleWorksCLI to detect the signs of AI writing (English & Spanish) and recommend fixes — lint your prose in CI.
diff --git a/src/SignsOfAI.Core/Calibration/published-calibration.json b/src/SignsOfAI.Core/Calibration/published-calibration.json
index 7269ccd..f9d457b 100644
--- a/src/SignsOfAI.Core/Calibration/published-calibration.json
+++ b/src/SignsOfAI.Core/Calibration/published-calibration.json
@@ -1 +1 @@
-{"corpusId":"signsofai-human-baseline","texts":296,"measuredOn":"2026-09-07","engine":"0.7.0","recommendedThreshold":30,"flaggedAtThreshold":2,"rateLow":0.0018549062642001807,"rateHigh":0.024297110573472523,"shortestWords":649,"longestWords":9328,"noisiestRules":[{"ruleId":"lex.just","textShare":0.34797297297297297},{"ruleId":"stat.burstiness","textShare":0.32094594594594594},{"ruleId":"rhet.in-conclusion","textShare":0.30067567567567566},{"ruleId":"rhet.rule-of-three","textShare":0.26013513513513514},{"ruleId":"lex.moreover","textShare":0.22297297297297297},{"ruleId":"rhet.not-only-but","textShare":0.21283783783783783},{"ruleId":"lex.furthermore","textShare":0.1858108108108108},{"ruleId":"lex.crucial","textShare":0.16891891891891891}],"languages":[{"language":"en","texts":271,"recommendedThreshold":30,"bestBound":0.01397699931055571,"rateHighAtThreshold":0.026504623306870336},{"language":"es","texts":25,"recommendedThreshold":null,"bestBound":0.13319225276039096,"rateHighAtThreshold":null}]}
+{"corpusId":"signsofai-human-baseline","texts":296,"measuredOn":"2026-09-07","engine":"0.7.1","recommendedThreshold":30,"flaggedAtThreshold":2,"rateLow":0.0018549062642001807,"rateHigh":0.024297110573472523,"shortestWords":649,"longestWords":9328,"noisiestRules":[{"ruleId":"lex.just","textShare":0.34797297297297297},{"ruleId":"stat.burstiness","textShare":0.32094594594594594},{"ruleId":"rhet.in-conclusion","textShare":0.30067567567567566},{"ruleId":"rhet.rule-of-three","textShare":0.26013513513513514},{"ruleId":"lex.moreover","textShare":0.22297297297297297},{"ruleId":"rhet.not-only-but","textShare":0.21283783783783783},{"ruleId":"lex.furthermore","textShare":0.1858108108108108},{"ruleId":"lex.crucial","textShare":0.16891891891891891}],"languages":[{"language":"en","texts":271,"recommendedThreshold":30,"bestBound":0.01397699931055571,"rateHighAtThreshold":0.026504623306870336},{"language":"es","texts":25,"recommendedThreshold":null,"bestBound":0.13319225276039096,"rateHighAtThreshold":null}]}
diff --git a/src/SignsOfAI.Core/SignsOfAI.Core.csproj b/src/SignsOfAI.Core/SignsOfAI.Core.csproj
index 7baa5be..427a7e2 100644
--- a/src/SignsOfAI.Core/SignsOfAI.Core.csproj
+++ b/src/SignsOfAI.Core/SignsOfAI.Core.csproj
@@ -10,7 +10,7 @@
SignsOfAI.Core
- 0.7.0
+ 0.7.1Pedro Hernández (PeopleWorks)PeopleWorksThe engine behind Signs of AI Writing: detects the stylometric tells of AI-generated text (English & Spanish) — overused vocabulary, rhetorical crutches, syntactic tells and burstiness — and returns an actionable fix for each finding. No external dependencies.
diff --git a/src/SignsOfAI.Mcp/.mcp/server.json b/src/SignsOfAI.Mcp/.mcp/server.json
index 95cc8be..9fba6f8 100644
--- a/src/SignsOfAI.Mcp/.mcp/server.json
+++ b/src/SignsOfAI.Mcp/.mcp/server.json
@@ -1,7 +1,7 @@
{
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"name": "io.github.peopleworks/signs-of-ai",
- "version": "0.7.0",
+ "version": "0.7.1",
"title": "Signs of AI Writing",
"description": "AI-writing detection (EN/ES) that shows the evidence: named tells, hidden characters, citations.",
"packages": [
@@ -9,7 +9,7 @@
"registryType": "nuget",
"registryBaseUrl": "https://api.nuget.org/v3/index.json",
"identifier": "SignsOfAI.Mcp",
- "version": "0.7.0",
+ "version": "0.7.1",
"transport": {
"type": "stdio"
},
diff --git a/src/SignsOfAI.Mcp/SignsOfAI.Mcp.csproj b/src/SignsOfAI.Mcp/SignsOfAI.Mcp.csproj
index 8c89780..00fcec7 100644
--- a/src/SignsOfAI.Mcp/SignsOfAI.Mcp.csproj
+++ b/src/SignsOfAI.Mcp/SignsOfAI.Mcp.csproj
@@ -12,7 +12,7 @@
truesignsofai-mcpSignsOfAI.Mcp
- 0.7.0
+ 0.7.1Pedro Hernández (PeopleWorks)PeopleWorksModel Context Protocol (MCP) server for Signs of AI Writing. Exposes the engine as tools — analyze text for AI tells, check originality between documents, search the sign catalog, extract distinctive phrases, and (optionally, via the hosted API) measure perplexity and find paraphrases — to Claude Desktop and any MCP client.
diff --git a/src/SignsOfAI.UI/Services/DesktopRelease.cs b/src/SignsOfAI.UI/Services/DesktopRelease.cs
index 4d83c76..b589964 100644
--- a/src/SignsOfAI.UI/Services/DesktopRelease.cs
+++ b/src/SignsOfAI.UI/Services/DesktopRelease.cs
@@ -20,7 +20,7 @@ namespace SignsOfAI.UI.Services;
public static class DesktopRelease
{
/// The published version, without the desktop-v prefix its tag carries.
- public const string Version = "0.7.0";
+ public const string Version = "0.7.1";
///
/// The .zip itself, so the button downloads rather than starting a scavenger hunt through a
diff --git a/src/SignsOfAI.Web/wwwroot/why.html b/src/SignsOfAI.Web/wwwroot/why.html
index 5659b25..30c23dd 100644
--- a/src/SignsOfAI.Web/wwwroot/why.html
+++ b/src/SignsOfAI.Web/wwwroot/why.html
@@ -23,7 +23,7 @@
Spanish is written in Spanish rather than translated into it, as everything else here is.
Every figure comes from src/SignsOfAI.Core/Calibration/published-calibration.json, measured on
- 2026-09-07 with engine 0.7.0. If that file changes, this page is stale and must be regenerated
+ 2026-09-07 with engine 0.7.1. If that file changes, this page is stale and must be regenerated
by hand — there is no build step behind it, deliberately: it has to open from a downloads folder
years from now on a machine that has never heard of this project.
@@ -549,12 +549,12 @@