Repository Analysis

keploy/keploy

Open-source platform for creating safe, isolated production sandboxes for API, integration, and E2E testing.

7.3 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of keploy/keploy, a Go project with 18,103 GitHub stars. SynthScan v2.0 examined 173,669 lines of code across 669 source files, recording 1005 pattern matches distributed across 13 syntactic categories. The overall adjusted score of 7.3 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

7.3
Adjusted Score
7.3
Raw Score
100%
Time Factor
2026-07-14
Last Push
18.1K
Stars
Go
Language
173.7K
Lines of Code
669
Files
1.0K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 0MEDIUM 108LOW 896

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1005 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block819 hits · 780 pts
SeverityFileLineSnippetContext
LOWgoreleaser.yaml101 - amd64COMMENT
LOWmain.go281}COMMENT
LOWmain.go301// runs (sudo / docker / cloud-replay re-exec paths print only once). OnCOMMENT
LOWtools/lint/no_timestamp_in_parser/analyzer.go1// Package notimestampinparser implements a go/analysis analyzer that forbidsCOMMENT
LOWtools/lint/no_timestamp_in_parser/analyzer.go101 })COMMENT
LOWtools/lint/no_timestamp_in_parser/analyzer_test.go1package notimestampinparserCOMMENT
LOW…n_parser/testdata/src/suppressed/recorder/record_v2.go21func UptimeSinceBoot(boot time.Time) time.Duration {COMMENT
LOWconfig/config.go81 // cert-hash libpq folds into the SCRAM proof, so postgres clients runningCOMMENT
LOWconfig/config.go101 // takes precedence over this field for ad-hoc experimentation.COMMENT
LOWconfig/config.go121 // alternatives, not a hierarchy. When OpportunisticTLSInterceptCOMMENT
LOWconfig/config.go141// different units: MaxMemoryPerConnection is a byte budget,COMMENT
LOWconfig/default.go81 #COMMENT
LOWtests/e2e/agent-ready-gated-on-ca/run.sh1#!/usr/bin/env bashCOMMENT
LOWtests/e2e/agent-ready-gated-on-ca/docker-compose.yml1# End-to-end harness for tests/e2e/agent-ready-gated-on-ca.COMMENT
LOWtests/e2e/agent-ready-gated-on-ca/docker-compose.yml21 # cold GitHub Actions runner this totals ~2–3s; 15s leaves ~12s ofCOMMENT
LOWtests/e2e/agent-ready-gated-on-ca/harness/main.go1// Command e2e-agent-ready-harness is a minimal wrapper around theCOMMENT
LOWtests/e2e/chaos-broken-parser/chaos_test.go21// TestChaosBrokenParser invokes the harness as a subprocess with aCOMMENT
LOWtests/e2e/chaos-broken-parser/e2e_tag_enabled_test.go1//go:build e2eCOMMENT
LOWtests/e2e/chaos-broken-parser/docker-compose.yml1# End-to-end chaos harness for tests/e2e/chaos-broken-parser.COMMENT
LOWtests/e2e/chaos-broken-parser/docker-compose.yml21# the panic-recovery invariants this test guards. The in-processCOMMENT
LOWtests/e2e/chaos-broken-parser/harness/broken_parser.go1//go:build chaos_broken_parserCOMMENT
LOWtests/e2e/chaos-broken-parser/harness/broken_parser.go21// STATUS ON THIS BRANCH (feat/proxy-v2-foundation):COMMENT
LOWtests/e2e/chaos-broken-parser/harness/broken_parser.go41// integrations.POSTGRES_V2 so p.integrationsPriority lists itCOMMENT
LOWtests/e2e/chaos-broken-parser/harness/broken_parser.go61 "log"COMMENT
LOW…/e2e/chaos-broken-parser/harness/broken_parser_stub.go1//go:build !chaos_broken_parserCOMMENT
LOWtests/e2e/chaos-broken-parser/harness/main.go1// Command chaos-broken-parser-harness drives the e2e chaos test thatCOMMENT
LOWtests/e2e/chaos-broken-parser/harness/main.go221 // 1. Build + start a keploy proxy in-process with the chaosCOMMENT
LOWtests/e2e/ca-bundle-merge/run.sh1#!/usr/bin/env bashCOMMENT
LOWtests/e2e/ca-bundle-merge/run.sh61# it and returns empty, which would mask a clean exit as a timeout);COMMENT
LOWtests/e2e/ca-bundle-merge/run.sh121if [ "${SKIP_EGRESS_PROBE:-0}" = "1" ]; thenCOMMENT
LOWtests/e2e/ca-bundle-merge/docker-compose.yml1# docker-compose.yml — end-to-end reproduction of the CA-bundle-merge fix.COMMENT
LOWtests/e2e/ca-bundle-merge/setup/main.go1// Package main is a small harness that exercises pkg/agent/proxy/tls'sCOMMENT
LOWtests/e2e/ca-bundle-merge/setup/main.go41 // for test isolation we symlink /tmp/keploy-tls -> EXPORT_PATH beforeCOMMENT
LOWutils/command_others.go21// It deliberately omits the filename-expansion characters (* ? [ ] { } ~): theCOMMENT
LOWutils/utils.go261 return bindErrCOMMENT
LOWutils/utils.go281// logger = zapsentry.AttachCoreToLogger(core, logger)COMMENT
LOWutils/utils.go701 })COMMENT
LOWutils/utils.go1541 return string(b[1 : len(b)-1])COMMENT
LOWutils/execute_command_shellfree_test.go21// ExecuteCommand — with the command `docker compose -f - up ...` and the composeCOMMENT
LOWutils/ctx.go21// instant BEFORE cancel() is called. The handler runs them synchronously,COMMENT
LOWutils/ctx.go61 // os.Interrupt is more portable than syscall.SIGINTCOMMENT
LOWutils/ctx.go81 // The drain window is RESPECTED: additional SIGTERM/SIGINT signalsCOMMENT
LOWutils/drain.go1package utilsCOMMENT
LOWutils/log/logger.go21COMMENT
LOWutils/log/logger.go241 return logger, logFile, nilCOMMENT
LOWutils/log/logger.go341 wrapWriter(zapcore.AddSync(os.Stdout)),COMMENT
LOWutils/log/logger.go401COMMENT
LOWutils/log/logger.go461// The new sink is composed alongside the input logger's existing coreCOMMENT
LOWutils/log/logger.go521 s.capped.swap(zapcore.AddSync(newFile))COMMENT
LOWcli/watch_parent_unix.go21// client (clientPID) goes away.COMMENT
LOWcli/agent.go41 // Self-terminate (gracefully) if the parent keploy client diesCOMMENT
LOWcli/provider/cmd.go221 // subprocess) via the --disable-mapping arg the orchestratorCOMMENT
LOWcli/provider/cmd.go301 cmd.Flags().String("mode", string(c.cfg.Agent.Mode), "Mode of operation for Keploy (record or test)")COMMENT
LOWcli/provider/cmd.go321 // the value flows through but produces a no-op at proxy.New.COMMENT
LOWcli/provider/cmd.go541 c.logger.Debug("Using the last directory name as appName : " + appName)COMMENT
LOW.github/workflows/release.yml21# unblock CGO_ENABLED=1 release builds. pg_query_go v6.2.2 (Session P)COMMENT
LOW.github/workflows/release.yml41# and creates the GitHub release via `gh release create`)COMMENT
LOW.github/workflows/release.yml421 GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}COMMENT
LOW.github/workflows/sample_tls_pcap.yml1name: TLS pcap + keylog (sample-tls-app)COMMENT
LOW.github/workflows/sample_tls_pcap.yml81 - name: Install tshark + openssl for pcap decryption checkCOMMENT
759 more matches not shown…
Decorative Section Separators62 hits · 202 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/release.yml55 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml66 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml169 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml175 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml278 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml285 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml374 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/release.yml384 # ---------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml39 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml41 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml590 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml596 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml676 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml678 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml747 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml750 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml895 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml898 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml1144 # -------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/prepare_and_run.yml1147 # -------------------------------------------------------------------COMMENT
MEDIUM…rkflows/test_workflow_scripts/check-deprecated-deps.sh3# -------------------------------COMMENT
MEDIUM…rkflows/test_workflow_scripts/check-deprecated-deps.sh6# -------------------------------COMMENT
MEDIUM…test_workflow_scripts/golang/echo_sql/golang-docker.sh166# ── --keep-app-alive regression coverage (docker-compose cmdType) ───────────COMMENT
MEDIUM…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh9# ---------------------------------------------------------------------------COMMENT
MEDIUM…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh14# ---------------------------------------------------------------------------COMMENT
MEDIUM…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh97# ---------------------------------------------------------------------------COMMENT
MEDIUM…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh118# ---------------------------------------------------------------------------COMMENT
MEDIUM…est_workflow_scripts/golang/gin_mongo/golang-docker.sh183# ── --keep-app-alive regression coverage (docker-run cmdType) ───────────────COMMENT
MEDIUM…test_workflow_scripts/golang/gin_mongo/golang-linux.sh360# ── --keep-app-alive regression coverage ────────────────────────────────────COMMENT
MEDIUM…rkflow_scripts/golang/gin_mongo/golang-docker-macos.sh22# ---------------------------------------------------------------------------COMMENT
MEDIUM…rkflow_scripts/golang/gin_mongo/golang-docker-macos.sh26# ---------------------------------------------------------------------------COMMENT
MEDIUM…rkflow_scripts/golang/gin_mongo/golang-docker-macos.sh46# ---------------------------------------------------------------------------COMMENT
MEDIUM…rkflow_scripts/golang/gin_mongo/golang-docker-macos.sh48# ---------------------------------------------------------------------------COMMENT
MEDIUM…rkflow_scripts/golang/gin_mongo/golang-docker-macos.sh57# ---------------------------------------------------------------------------COMMENT
MEDIUM…rkflow_scripts/golang/gin_mongo/golang-docker-macos.sh59# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh51# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh53# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh72# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh74# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh120# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh122# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh133# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh135# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh149# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh155# ---------------------------------------------------------------------------COMMENT
MEDIUM…/golang/mux_elasticsearch_schema_noise/golang-linux.sh173# ---------------------------------------------------------------------------COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go58 // ── GCP ──────────────────────────────────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go62 // ── Azure ────────────────────────────────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go68 // ── W3C Trace Context / OpenTelemetry ────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go72 // ── Zipkin B3 propagation ────────────────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go79 // ── Datadog ──────────────────────────────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go85 // ── Generic request/correlation IDs ──────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go90 // ── Webhook signatures (request-side, inbound webhooks) ──────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go43 // ── AWS SigV4 & SDK ──────────────────────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go102 // ── Idempotency / CSRF ───────────────────────────────────────────COMMENT
MEDIUMpkg/agent/proxy/integrations/http/match.go108 // ── GCP trace (legacy) ───────────────────────────────────────────COMMENT
MEDIUMpkg/models/http_stream_body.go57// ── YAML Serialization ─────────────────────────────────────────────────────────COMMENT
MEDIUMpkg/models/http_stream_body.go166// ── Stream body kind detection ─────────────────────────────────────────────────COMMENT
MEDIUMpkg/models/http_stream_body.go255// ── YAML body decode/encode ────────────────────────────────────────────────────COMMENT
MEDIUMpkg/models/http_stream_body.go383// ── Flat body reconstruction ──────────────────────────────────────────────────COMMENT
2 more matches not shown…
AI Slop Vocabulary23 hits · 76 pts
SeverityFileLineSnippetContext
MEDIUMtests/e2e/agent-ready-gated-on-ca/run.sh9# 2. After the harness flips the CAReady signal, subsequent POSTCOMMENT
MEDIUMtests/e2e/agent-ready-gated-on-ca/docker-compose.yml1# End-to-end harness for tests/e2e/agent-ready-gated-on-ca.COMMENT
MEDIUMtests/e2e/agent-ready-gated-on-ca/docker-compose.yml3# "agent" runs the e2e-harness built from local source. It mirrors theCOMMENT
MEDIUMtests/e2e/agent-ready-gated-on-ca/docker-compose.yml27 # TCP-connect healthcheck (busybox's `nc -z`) — once the harness bindsCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml1# End-to-end chaos harness for tests/e2e/chaos-broken-parser.COMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml8# This compose file ships only the dependencies the harness needs toCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml11# available for the harness to exec queries through. The harness itselfCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml19# process by the harness. Running keploy in a sibling container wouldCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml23# tests/e2e/agent-ready-gated-on-ca/harness where the HTTP handler isCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml38 # alongside a local Postgres doesn't collide on 5432. The harnessCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml55 # Optional sidecar the harness can `docker compose exec` into to runCOMMENT
MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml57 # Kept alive via `sleep infinity`; the harness exec's per-query.COMMENT
MEDIUMtests/e2e/ca-bundle-merge/docker-compose.yml5# 1. `ca-writer`: runs the Go harness that exercises setupSharedVolume in aCOMMENT
MEDIUMtests/e2e/ca-bundle-merge/docker-compose.yml24 # Build context is repo root so the harness can import the tls package.COMMENT
MEDIUMutils/signal_windows.go44 // to handle complex shell-like logic in 'userCmd'. 'cmd /C' is the most robust default.COMMENT
MEDIUMutils/utils.go1462// It is robust against strings that contain non-template curly braces by using a strict regex.COMMENT
MEDIUMcli/watch_parent_unix.go39// client PID — rather than relying on PDEATHSIG — is robust across the `sudo`COMMENT
MEDIUM.github/workflows/e2e-ca-bundle-merge.yml5# the Go harness which calls SetupCA(..., isDocker=true) soCOMMENT
MEDIUM…test_workflow_scripts/golang/gin_mongo/golang-linux.sh375# nothing more. Scoping to a single test-set keeps the assertion robustCOMMENT
MEDIUMpkg/util_test.go1739 // Mock logic or ensure specific error condition if possible, though ReplaceGrpcHost is robustCOMMENT
MEDIUMpkg/agent/proxy/util/recover_test.go101 // insensitively is robust across rewording.COMMENT
MEDIUMpkg/agent/proxy/tls/ca.go810// byte equality is robust to Subject-name renaming betweenCOMMENT
MEDIUMpkg/service/tools/templatize.go1092 // (Allow letters, digits, '_' as a simple/robust check.)COMMENT
Redundant / Tautological Comments34 hits · 59 pts
SeverityFileLineSnippetContext
LOWkeploy.sh199 # Check if NO_ROOT is set to trueCOMMENT
LOWkeploy.sh214 # Check if the OS is macOS (Darwin) to set the correct source pathCOMMENT
LOW.github/workflows/golang_wsl.yml80 # Check if debugfs is already mountedCOMMENT
LOW…workflows/test_workflow_scripts/python-docker-macos.sh51# Set trap to run cleanup on script exit (success, failure, or interrupt)COMMENT
LOW…ithub/workflows/test_workflow_scripts/python-docker.sh123 # Check if any test set did not passCOMMENT
LOW…t_workflow_scripts/python/flask-secret/python-linux.sh23# Set trap to cleanup on script exitCOMMENT
LOW…t_workflow_scripts/python/flask-secret/python-linux.sh230# Check if keploy.yml was created in the original location (should NOT happen)COMMENT
LOW…t_workflow_scripts/python/flask-secret/python-linux.sh239# Check if keploy.yml still exists in the moved locationCOMMENT
LOW…t_workflow_scripts/python/flask-secret/python-linux.sh247# Check if the test with config path was successfulCOMMENT
LOW…orkflow_scripts/python/django_postgres/python-linux.sh186 # Check if any test set did not passCOMMENT
LOW…t_workflow_scripts/python/schema_match/python-linux.sh25# Set trap to cleanup on script exitCOMMENT
LOW…test_workflow_scripts/golang/echo_sql/golang-docker.sh131 # Check if any test set did not passCOMMENT
LOW…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh76# Set trap to run cleanup on script exit (success, failure, or interrupt)COMMENT
LOW…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh319 # Check if any test set did not passCOMMENT
LOW…est_workflow_scripts/golang/gin_mongo/golang-docker.sh148 # Check if any test set did not passCOMMENT
LOW…test_workflow_scripts/golang/gin_mongo/golang-linux.sh44# Check if there is a keploy-config file, if there is, delete it.COMMENT
LOW…_workflow_scripts/golang/sse_preflight/golang-linux.sh13# Check if there is a keploy-config file, if there is, delete it.COMMENT
LOW…t_workflow_scripts/golang/http_pokeapi/golang-linux.sh13# Check if there is a keploy-config file, if there is, delete it.COMMENT
LOW…_workflow_scripts/node/express_mongoose/node-docker.sh133 # Check if any test set did not passCOMMENT
LOW…flows/test_workflow_scripts/node/http_br/node-linux.sh10# Check if there is a keploy-config file, if there is, delete it.COMMENT
LOW…flows/test_workflow_scripts/node/http_br/node-linux.sh165 # Check if any test set did not passCOMMENT
LOW…flows/test_workflow_scripts/node/http_br/node-linux.sh183 # Check if any test set did not passCOMMENT
LOW…w_scripts/performance/run-perf-test-with-validation.sh78 # Check if value contains 'ms', 'µs', 'us', 's', etc.COMMENT
LOW…w_scripts/performance/run-perf-test-with-validation.sh147 # Check if it's within tolerance (1% below threshold)COMMENT
LOW…w_scripts/performance/run-perf-test-with-validation.sh178# Check if k6 is availableCOMMENT
LOW…w_scripts/performance/run-perf-test-with-validation.sh216 # Check if Keploy is still alive before starting the testCOMMENT
LOW.github/actions/tester/install.sh45# Set GOCOVERDIR to the coverage directoryCOMMENT
LOW.github/actions/tester/install.sh68# Check if the number of directories is zeroCOMMENT
LOWpkg/core/proxy/tls/asset/setup_ca.sh28# Check if directory existsCOMMENT
LOWpkg/core/proxy/tls/asset/setup_ca.sh33# Check if command existsCOMMENT
LOWpkg/core/proxy/tls/asset/setup_ca.sh38# Check if Java is installedCOMMENT
LOWpkg/agent/proxy/tls/asset/setup_ca.sh28# Check if directory existsCOMMENT
LOWpkg/agent/proxy/tls/asset/setup_ca.sh33# Check if command existsCOMMENT
LOWpkg/agent/proxy/tls/asset/setup_ca.sh38# Check if Java is installedCOMMENT
Self-Referential Comments18 hits · 56 pts
SeverityFileLineSnippetContext
MEDIUMkeploy.sh206 # Create the target directory in the user's home directoryCOMMENT
MEDIUM.github/workflows/golang_docker_windows.yml58 # Create a minimal per-job gitconfig BEFORE checkout to preventCOMMENT
MEDIUM.github/workflows/prepare_and_run.yml913 # Create a minimal per-job gitconfig BEFORE checkout to preventCOMMENT
MEDIUM…ithub/workflows/test_workflow_scripts/python-docker.sh114 # Define the report file for each test setCOMMENT
MEDIUM…t_workflow_scripts/python/flask-secret/python-linux.sh212# Create a test config directoryCOMMENT
MEDIUM…orkflow_scripts/python/django_postgres/python-linux.sh177 # Define the report file for each test setCOMMENT
MEDIUM…test_workflow_scripts/golang/echo_sql/golang-docker.sh122 # Define the report file for each test setCOMMENT
MEDIUM…orkflow_scripts/golang/echo_sql/golang-docker-macos.sh310 # Define the report file for each test setCOMMENT
MEDIUM…est_workflow_scripts/golang/gin_mongo/golang-docker.sh139 # Define the report file for each test setCOMMENT
MEDIUM…t_workflow_scripts/golang/risk_profile/golang-linux.sh136 # Define the expected risk for each API endpoint pathCOMMENT
MEDIUM…t_workflow_scripts/golang/risk_profile/golang-linux.sh155 # Define the expected categories for each API endpoint path (comma-separated)COMMENT
MEDIUM…t_workflow_scripts/java/spring_petclinic/java-linux.sh311# Create a pet typeCOMMENT
MEDIUM…t_workflow_scripts/java/spring_petclinic/java-linux.sh325# Create an ownerCOMMENT
MEDIUM…t_workflow_scripts/java/spring_petclinic/java-linux.sh343# Create a pet for an ownerCOMMENT
MEDIUM…t_workflow_scripts/java/spring_petclinic/java-linux.sh361# Create a visit for a petCOMMENT
MEDIUM…t_workflow_scripts/java/spring_petclinic/java-linux.sh377# Create a specialtyCOMMENT
MEDIUM…t_workflow_scripts/java/spring_petclinic/java-linux.sh391# Create a vetCOMMENT
MEDIUM…_workflow_scripts/node/express_mongoose/node-docker.sh124 # Define the report file for each test setCOMMENT
Verbosity Indicators16 hits · 29 pts
SeverityFileLineSnippetContext
LOW.github/actions/setup-private-parsers/action.yaml160 # Step 1: PR body override.COMMENT
LOW.github/actions/setup-private-parsers/action.yaml175 # Step 2: head-branch auto-pair.COMMENT
LOW.github/actions/setup-private-parsers/action.yaml180 # Step 3: authoritative fall-through. Propagates errors.COMMENT
LOWpkg/util.go3852 // Step 1: Check replaceWith URLCOMMENT
LOWpkg/util.go3888 // Step 2: ConfigHost override (only if no URL replacement match)COMMENT
LOWpkg/util.go3960 // Step 5: Port mappings (highest priority, always checked)COMMENT
LOWpkg/agent/proxy/incoming/http_test.go375 // Step 1: pre-fill bufio's internal buffer in a way that emulatesCOMMENT
LOWpkg/agent/proxy/incoming/http_test.go400 // Step 2: simulate the next iteration starting AFTER the priorCOMMENT
LOWpkg/agent/proxy/incoming/http_test.go407 // Step 3: ReadRequest serves entirely from the prefetched bufferCOMMENT
LOWpkg/agent/proxy/incoming/http_test.go417 // Step 4: lastReadNano is unchanged from priorRead because noCOMMENT
LOWpkg/models/postgres_v3_response_validate_test.go38 // Step 1: malformed shape must serialize cleanly today — that isCOMMENT
LOWpkg/models/postgres_v3_response_validate_test.go47 // Step 2: malformed shape must deserialize cleanly as well. TheCOMMENT
LOWpkg/models/postgres_v3_response_validate_test.go62 // Step 3: Validate() must reject the combination. This is theCOMMENT
LOWpkg/service/tools/templatize.go328 // Step 1: collect candidates.COMMENT
LOWpkg/service/tools/templatize.go419 // Step 2: group by baseKeyCOMMENT
LOWpkg/service/tools/templatize.go436 // Step 3: sort candidates in this group by producer test index (ascending)COMMENT
Structural Annotation Overuse16 hits · 29 pts
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LOW.github/actions/setup-private-parsers/action.yaml160 # Step 1: PR body override.COMMENT
LOW.github/actions/setup-private-parsers/action.yaml175 # Step 2: head-branch auto-pair.COMMENT
LOW.github/actions/setup-private-parsers/action.yaml180 # Step 3: authoritative fall-through. Propagates errors.COMMENT
LOWpkg/util.go3852 // Step 1: Check replaceWith URLCOMMENT
LOWpkg/util.go3888 // Step 2: ConfigHost override (only if no URL replacement match)COMMENT
LOWpkg/util.go3960 // Step 5: Port mappings (highest priority, always checked)COMMENT
LOWpkg/agent/proxy/incoming/http_test.go375 // Step 1: pre-fill bufio's internal buffer in a way that emulatesCOMMENT
LOWpkg/agent/proxy/incoming/http_test.go400 // Step 2: simulate the next iteration starting AFTER the priorCOMMENT
LOWpkg/agent/proxy/incoming/http_test.go407 // Step 3: ReadRequest serves entirely from the prefetched bufferCOMMENT
LOWpkg/agent/proxy/incoming/http_test.go417 // Step 4: lastReadNano is unchanged from priorRead because noCOMMENT
LOWpkg/models/postgres_v3_response_validate_test.go38 // Step 1: malformed shape must serialize cleanly today — that isCOMMENT
LOWpkg/models/postgres_v3_response_validate_test.go47 // Step 2: malformed shape must deserialize cleanly as well. TheCOMMENT
LOWpkg/models/postgres_v3_response_validate_test.go62 // Step 3: Validate() must reject the combination. This is theCOMMENT
LOWpkg/service/tools/templatize.go328 // Step 1: collect candidates.COMMENT
LOWpkg/service/tools/templatize.go419 // Step 2: group by baseKeyCOMMENT
LOWpkg/service/tools/templatize.go436 // Step 3: sort candidates in this group by producer test index (ascending)COMMENT
Modern AI Meta-Vocabulary5 hits · 16 pts
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MEDIUMtests/e2e/chaos-broken-parser/docker-compose.yml14# orchestrates the query load + log assertions.COMMENT
MEDIUM.github/workflows/golang_docker_windows.yml98 # (the process orchestrating that job's `docker compose up`),COMMENT
MEDIUM…/test_workflow_scripts/fuzzer/postgres/golang-linux.sh3# This script orchestrates the testing of the Postgres fuzzer with Keploy.COMMENT
MEDIUM…ows/test_workflow_scripts/fuzzer/mysql/golang-linux.sh3# This script orchestrates the testing of the MySQL fuzzer with Keploy.COMMENT
MEDIUM…ows/test_workflow_scripts/fuzzer/mongo/golang-linux.sh4# This script orchestrates the testing of the Mongo fuzzer with Keploy.COMMENT
Hallucination Indicators1 hit · 10 pts
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CRITICALpkg/models/postgres_v3_response_validate_test.go273 if err := m.Spec.PostgresV3.Query.Response.Validate(); err != nil {CODE
Fake / Example Data6 hits · 6 pts
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LOWutils/utils.go1490 logger.Debug("failed to parse a valid-looking template placeholder", zap.String("placeholder", match), zap.Error(err)CODE
LOW…workflows/test_workflow_scripts/python-docker-macos.sh111 -d '{"student_id":"12345","name":"John Doe","age":20}' http://localhost:$APP_PORT/students >/dev/nullCODE
LOW…ithub/workflows/test_workflow_scripts/python-docker.sh41 curl -X POST -H "Content-Type: application/json" -d '{"student_id": "12345", "name": "John Doe", "age": 20}' http://CODE
LOW…orkflow_scripts/python/django_postgres/python-linux.sh99 "name": "John Doe",CODE
LOW…t_workflow_scripts/node/express_mongoose/node-linux.sh65 --data '{"name":"John Doe","email":"john@xyiz.com","phone":"0123456799"}' || trueCODE
LOW…_workflow_scripts/node/express_mongoose/node-docker.sh43 "name":"John Doe",CODE
Excessive Try-Catch Wrapping3 hits · 3 pts
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LOW…ow_scripts/python/http-stale-pool-race/burst_client.py70 except Exception as exc:CODE
LOW…ow_scripts/python/http-stale-pool-race/burst_client.py80 except Exception:CODE
LOW…test_workflow_scripts/python/outbound-fin-stall/app.py50 except Exception as e:CODE
Unused Imports1 hit · 1 pts
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LOW…w_scripts/python/outbound-fin-stall/silent_upstream.py28CODE
Deep Nesting1 hit · 1 pts
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LOW…w_scripts/python/outbound-fin-stall/silent_upstream.py34CODE