A Go agent harness and service framework
This report presents the forensic synthetic code analysis of micro/go-micro, a Go project with 22,965 GitHub stars. SynthScan v2.0 examined 153,416 lines of code across 890 source files, recording 258 pattern matches distributed across 18 syntactic categories. The overall adjusted score of 3.2 places this repository in the Likely human-written 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).
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.
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.
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.
The scanner identified 258 distinct pattern matches across 18 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | micro.go | 216 | // or policy. Wrappers run outside the built-in guardrails, so they see | COMMENT |
| MEDIUM | micro.go | 345 | // is met or the iteration cap is reached — the agentic loop, with a | COMMENT |
| MEDIUM | README.md | 324 | micro.AgentMaxSteps(8), // guardrails | CODE |
| MEDIUM | CLAUDE.md | 48 | ├── flow/ # Event-driven LLM orchestration | CODE |
| MEDIUM | cmd/micro/README.md | 659 | micro loop init # scaffold the loop into the current repo | CODE |
| MEDIUM | cmd/micro/cli/cli.go | 125 | UsageText: ` micro new helloworld # scaffold a single service | CODE |
| MEDIUM | cmd/micro/cli/new/contract_test.go | 42 | // satisfy the same 0→1 contract: scaffold, tidy, and build without additional | COMMENT |
| MEDIUM | cmd/micro/loop/loop.go | 248 | // scaffold renders the selected roles into dir. The split is deliberate: | COMMENT |
| MEDIUM | cmd/micro/loop/loop_test.go | 22 | // renderable is every template a full scaffold touches, with the per-role config | COMMENT |
| MEDIUM | cmd/micro/loop/loop_test.go | 23 | // applied the same way scaffold does. | COMMENT |
| MEDIUM | internal/website/docs/roadmap.md | 46 | ## Next — agentic depth | COMMENT |
| MEDIUM | internal/website/docs/index.md | 19 | Start with [Getting Started](getting-started.html) for install and the first local service. Then follow the first-agent | CODE |
| MEDIUM | internal/website/docs/ai-integration.md | 121 | ### 6. micro chat (orchestration) | COMMENT |
| MEDIUM | internal/website/docs/ai-integration.md | 134 | ### 7. micro flow (event-driven orchestration) | COMMENT |
| MEDIUM | internal/website/docs/ai-integration.md | 134 | ### 7. micro flow (event-driven orchestration) | COMMENT |
| MEDIUM | internal/website/docs/guides/agent-guardrails.md | 11 | ## The three agent guardrails | COMMENT |
| MEDIUM | internal/website/docs/guides/plan-delegate.md | 106 | ## A multi-agent example | COMMENT |
| MEDIUM | internal/website/docs/guides/no-secret-first-agent.md | 85 | ## Equivalent scaffold → run → chat → inspect path | COMMENT |
| MEDIUM | internal/website/docs/guides/your-first-agent.md | 211 | ## 5. Make it a workflow when the path is event-driven | COMMENT |
| MEDIUM | internal/website/docs/guides/zero-to-hero.md | 94 | # First-agent walkthrough boundary: scaffold, preflight, run, chat, inspect. | COMMENT |
| MEDIUM | internal/website/blog/19.md | 28 | ## Containers and orchestration | COMMENT |
| MEDIUM | internal/website/blog/20.md | 38 | micro.AgentMaxSteps(8), // guardrails | CODE |
| MEDIUM | internal/docs/DEVELOPMENT_STRATEGY_ASSESSMENT.md | 91 | ### Phase 2: agentic depth | COMMENT |
| MEDIUM | internal/harness/zero-to-hero-ci/run.sh | 19 | # install → scaffold → run/chat → inspect → deploy-dry-run seams so failures | COMMENT |
| MEDIUM | internal/harness/universe/main.go | 12 | // - an AGENT "concierge" with guardrails and a tool-execution wrapper, | COMMENT |
| MEDIUM | internal/harness/universe/main.go | 471 | // The concierge agent: guardrails on, plus a tool-execution wrapper | COMMENT |
| MEDIUM | agent/options.go | 130 | // (see WrapTool), applied outside the built-in guardrails. | COMMENT |
| MEDIUM | agent/options.go | 382 | // retries, or custom policy. Wrappers run outside the built-in guardrails | COMMENT |
| MEDIUM | agent/wrap_test.go | 63 | // Wrappers run outside the built-in guardrails, so they observe a refused | COMMENT |
| MEDIUM | agent/builtin.go | 119 | // delegate, or RPC); the built-in guardrails wrap it; developer wrappers | COMMENT |
| MEDIUM | agent/builtin.go | 129 | // Innermost first: base, then guardrails (approve → loop → step → | COMMENT |
| MEDIUM | contrib/go-micro-llamaindex/README.md | 115 | ### RAG + Microservices | COMMENT |
| MEDIUM | contrib/go-micro-llamaindex/README.md | 126 | # Combine service tools with a RAG query engine | COMMENT |
| MEDIUM | …trib/go-micro-llamaindex/examples/rag_with_services.py | 25 | # Create a simple document index for RAG | COMMENT |
| MEDIUM | …trib/go-micro-llamaindex/examples/rag_with_services.py | 37 | # Create a query engine tool for RAG | COMMENT |
| MEDIUM | …trib/go-micro-llamaindex/examples/rag_with_services.py | 48 | # Combine RAG tool with service tools | COMMENT |
| MEDIUM | …trib/go-micro-llamaindex/examples/rag_with_services.py | 56 | # Example: Agent uses RAG to find user ID, then calls service | COMMENT |
| MEDIUM | ai/model.go | 107 | // Refusal reason codes set on ToolResult.Refused by the agent's guardrails. | COMMENT |
| MEDIUM | ai/model.go | 174 | // logging, metrics, retries, guardrails. It is the tool-side analog of | COMMENT |
| MEDIUM | examples/agent-ollama/main.go | 4 | // tools, agent memory, guardrails, and streaming — using the Ollama | COMMENT |
| MEDIUM | examples/agent-wrap-tool/README.md | 44 | ## Wrappers vs. guardrails | COMMENT |
| MEDIUM | examples/agent-wrap-tool/main.go | 115 | // Developer wrappers run outside the built-in guardrails, so next here is | COMMENT |
| MEDIUM | examples/flow-loop/main.go | 3 | // The "loop" pattern from agentic AI: instead of one shot, run a step over | COMMENT |
| MEDIUM | flow/options.go | 114 | // reasons (with its plan, delegate, memory, and guardrails). | COMMENT |
| MEDIUM | flow/loop.go | 51 | // met or the iteration cap is reached, whichever comes first — the agentic | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | micro.go | 61 | // NewService creates a new service with the given name and options. It is | COMMENT |
| LOW | micro.go | 221 | COMMENT | |
| LOW | micro.go | 261 | COMMENT | |
| LOW | cmd/micro/api/api.go | 1 | // Package api implements the 'micro api' command — a lightweight | COMMENT |
| LOW | cmd/micro/resource/resource.go | 1 | // Package resource provides CLI commands that map directly onto | COMMENT |
| LOW | cmd/micro/loop/loop.go | 1 | // Package loop implements the 'micro loop' command, which scaffolds and | COMMENT |
| LOW | cmd/micro-mcp-gateway/main.go | 1 | // Command micro-mcp-gateway runs a standalone MCP gateway that discovers | COMMENT |
| LOW | cmd/protoc-gen-micro/main.go | 1 | // Go support for Protocol Buffers - Google's data interchange format | COMMENT |
| LOW | cmd/protoc-gen-micro/main.go | 21 | // "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT | COMMENT |
| LOW | cmd/protoc-gen-micro/main.go | 41 | // | COMMENT |
| LOW | cmd/protoc-gen-micro/generator/generator.go | 1 | // Go support for Protocol Buffers - Google's data interchange format | COMMENT |
| LOW | cmd/protoc-gen-micro/generator/generator.go | 1401 | // The tag is a string like "varint,2,opt,name=fieldname,def=7" that | COMMENT |
| LOW | cmd/protoc-gen-micro/generator/generator.go | 1701 | // defaultConstantName builds the name of the default constant from the message | COMMENT |
| LOW | cmd/protoc-gen-micro/generator/name_test.go | 1 | // Go support for Protocol Buffers - Google's data interchange format | COMMENT |
| LOW | transport/options.go | 21 | // Other options for implementations of the interface | COMMENT |
| LOW | wrapper/auth/server.go | 21 | } | COMMENT |
| LOW | wrapper/auth/client.go | 21 | // For each outgoing request: | COMMENT |
| LOW | wrapper/x402/x402.go | 1 | // Package x402 implements the server side of the x402 payment protocol | COMMENT |
| LOW | wrapper/x402/x402.go | 101 | // PayTo is the address payments are sent to. Required. | COMMENT |
| LOW | config/source/flag/flag.go | 81 | return nil | COMMENT |
| LOW | config/source/cli/cli.go | 81 | func (c *cliSource) Write(cs *source.ChangeSet) error { | COMMENT |
| LOW | auth/noop/noop.go | 1 | // Package noop provides a no-op auth implementation for testing and development. | COMMENT |
| LOW | auth/noop/noop.go | 21 | // | COMMENT |
| LOW | deploy/kubernetes/doc.go | 1 | // Package kubernetes contains the experimental Kubernetes deployment foundation | COMMENT |
| LOW | health/health.go | 1 | // Package health provides health check functionality for microservices. | COMMENT |
| LOW | health/health.go | 301 | return fmt.Errorf("dns lookup %s: %w", host, err) | COMMENT |
| LOW | internal/test/service.go | 41 | // - Bi-directional streaming | COMMENT |
| LOW | internal/test/testing.go | 1 | // Package test provides utilities for testing micro services. | COMMENT |
| LOW | internal/util/mdns/server.go | 221 | if query.Opcode != dns.OpcodeQuery { | COMMENT |
| LOW | internal/util/mdns/server.go | 281 | Opcode: dns.OpcodeQuery, | COMMENT |
| LOW | internal/util/mdns/server.go | 321 | // | COMMENT |
| LOW | internal/util/mdns/dns_sd.go | 1 | package mdns | COMMENT |
| LOW | internal/util/mdns/dns_sd.go | 21 | // server, err := mdns.NewServer(&mdns.Config{Zone: service}) | COMMENT |
| LOW | internal/util/mdns/dns_sd.go | 41 | } | COMMENT |
| LOW | internal/util/mdns/dns_sd.go | 81 | // availability of the service, as described in section 8.3 of RFC 6762. | COMMENT |
| LOW | …l/website/docs/architecture/adr-010-unified-gateway.md | 81 | # - HTTP API at /api/{service}/{endpoint} | COMMENT |
| LOW | internal/website/docs/guides/tool-descriptions.md | 121 | COMMENT | |
| LOW | internal/website/docs/guides/tool-descriptions.md | 141 | // Only the provided fields are updated; omitted fields are unchanged. | COMMENT |
| LOW | internal/website/docs/guides/tool-descriptions.md | 161 | ``` | COMMENT |
| LOW | internal/harness/agent-flow/main.go | 1 | // Agent Flow harness — "the event is the prompt". | COMMENT |
| LOW | internal/harness/provider-conformance/main.go | 1 | // Provider conformance runs the same end-to-end harnesses across model | COMMENT |
| LOW | internal/harness/universe/main.go | 1 | // Universe harness — a mini end-to-end world, spun up and shut down. | COMMENT |
| LOW | internal/harness/plan-delegate/main.go | 1 | // Plan & Delegate integration harness. | COMMENT |
| LOW | internal/harness/plan-delegate/main.go | 261 | emittedUnknownDelegate bool | COMMENT |
| LOW | server/server.go | 101 | Context() context.Context | COMMENT |
| LOW | server/doc.go | 1 | package server | COMMENT |
| LOW | server/doc.go | 21 | // | COMMENT |
| LOW | server/doc.go | 81 | } | COMMENT |
| LOW | agent/options.go | 61 | // (grows exponentially per attempt when retries are enabled). | COMMENT |
| LOW | agent/options.go | 81 | // while every turn is archived for deterministic recall. | COMMENT |
| LOW | agent/options.go | 381 | // tool executes, code after runs after. Use it for logging, metrics, | COMMENT |
| LOW | agent/agent.go | 1 | // Package agent provides the Agent abstraction for Go Micro. | COMMENT |
| LOW | agent/agent.go | 81 | // plan or re-delegate). | COMMENT |
| LOW | agent/otel.go | 81 | COMMENT | |
| LOW | ai/model.go | 161 | type Stream interface { | COMMENT |
| LOW | ai/together/together.go | 1 | // Package together implements the Together AI model provider. | COMMENT |
| LOW | ai/groq/groq.go | 1 | // Package groq implements the Groq model provider. | COMMENT |
| LOW | ai/minimax/minimax.go | 1 | // Package minimax implements the MiniMax model provider. | COMMENT |
| LOW | ai/atlascloud/atlascloud.go | 1 | // Package atlascloud implements the Atlas Cloud model provider. | COMMENT |
| LOW | ai/ollama/ollama.go | 1 | // Package ollama implements the Ollama model provider. | COMMENT |
| 41 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | internal/website/docs/guides/ai-provider-guide.md | 310 | ai.WithAPIKey("your-api-key"), | CODE |
| HIGH | ai/README.md | 33 | ai.WithAPIKey("your-api-key"), | CODE |
| HIGH | ai/README.md | 67 | ai.WithAPIKey("your-api-key"), | CODE |
| HIGH | ai/README.md | 96 | ai.WithAPIKey("your-api-key"), | CODE |
| HIGH | ai/together/together.go | 11 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| HIGH | ai/gemini/gemini.go | 8 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| HIGH | ai/groq/groq.go | 11 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| HIGH | ai/minimax/minimax.go | 11 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| HIGH | ai/atlascloud/atlascloud.go | 13 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| HIGH | ai/atlascloud/atlascloud.go | 18 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| HIGH | ai/mistral/mistral.go | 11 | // ai.WithAPIKey("your-api-key"), | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 208 | // Step 1: Check SSH connectivity | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 216 | // Step 2: Check server is initialized | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 224 | // Step 3: Build binaries | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 232 | // Step 4: Copy binaries | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 240 | // Step 5: Setup and restart services via systemd | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 248 | // Step 6: Restart services | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 256 | // Step 7: Check health | COMMENT |
| LOW | cmd/micro/cli/generate/generate.go | 276 | // Step 1: Generate proto (deterministic — from design spec) | COMMENT |
| LOW⚡ | cmd/micro/cli/generate/generate.go | 290 | // Step 2: Run go mod tidy + make proto to get compiled proto | COMMENT |
| LOW⚡ | cmd/micro/cli/generate/generate.go | 294 | // Step 3: Generate handler with business logic (LLM) | COMMENT |
| LOW⚡ | cmd/micro/cli/generate/generate.go | 300 | // Step 4: Compile-fix loop | COMMENT |
| LOW | internal/website/docs/guides/ai-provider-guide.md | 51 | ## Step 1: Implement the `ai.Model` Interface | COMMENT |
| LOW | internal/website/docs/guides/ai-provider-guide.md | 226 | ## Step 2: Write Tests | COMMENT |
| LOW | internal/website/docs/guides/ai-provider-guide.md | 297 | ## Step 3: Register the Provider | COMMENT |
| LOW | internal/website/docs/guides/ai-provider-guide.md | 320 | ## Step 4: Update the README | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 23 | ## Step 1: Create the Service | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 30 | ## Step 2: Define Your Types | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 94 | ## Step 3: Write the Handler with Doc Comments | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 180 | ## Step 4: Register with Scopes | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 215 | ## Step 5: Run with MCP | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 320 | ## Step 6: Test Your Tools | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 338 | ## Step 7: Add Observability (Optional) | COMMENT |
| LOW | internal/website/docs/guides/ai-native-services.md | 362 | ## Step 8: Use the AI Package (Optional) | COMMENT |
| LOW | internal/website/docs/guides/migration/add-mcp.md | 62 | ### Step 1: Add Doc Comments | COMMENT |
| LOW | internal/website/docs/guides/migration/add-mcp.md | 80 | ### Step 2: Add Struct Tag Descriptions | COMMENT |
| LOW | internal/website/docs/guides/migration/add-mcp.md | 94 | ### Step 3: Add Auth Scopes (Optional) | COMMENT |
| LOW | internal/website/blog/4.md | 38 | ## Step 1: Define Your Types | COMMENT |
| LOW | internal/website/blog/4.md | 55 | ## Step 2: Write Handler Comments | COMMENT |
| LOW | internal/website/blog/4.md | 90 | ## Step 3: Wire It Up | COMMENT |
| LOW⚡ | contrib/langchain-go-micro/examples/multi_agent.py | 48 | # Step 1: Create a user | COMMENT |
| LOW⚡ | contrib/langchain-go-micro/examples/multi_agent.py | 55 | # Step 2: Create a blog post for that user | COMMENT |
| LOW⚡ | contrib/langchain-go-micro/examples/multi_agent.py | 63 | # Step 3: List user's posts | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 208 | // Step 1: Check SSH connectivity | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 216 | // Step 2: Check server is initialized | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 224 | // Step 3: Build binaries | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 232 | // Step 4: Copy binaries | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 240 | // Step 5: Setup and restart services via systemd | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 248 | // Step 6: Restart services | COMMENT |
| LOW⚡ | cmd/micro/cli/deploy/deploy.go | 256 | // Step 7: Check health | COMMENT |
| LOW | cmd/micro/cli/generate/generate.go | 276 | // Step 1: Generate proto (deterministic — from design spec) | COMMENT |
| LOW⚡ | cmd/micro/cli/generate/generate.go | 290 | // Step 2: Run go mod tidy + make proto to get compiled proto | COMMENT |
| LOW⚡ | cmd/micro/cli/generate/generate.go | 294 | // Step 3: Generate handler with business logic (LLM) | COMMENT |
| LOW⚡ | cmd/micro/cli/generate/generate.go | 300 | // Step 4: Compile-fix loop | COMMENT |
| LOW⚡ | contrib/langchain-go-micro/examples/multi_agent.py | 48 | # Step 1: Create a user | COMMENT |
| LOW⚡ | contrib/langchain-go-micro/examples/multi_agent.py | 55 | # Step 2: Create a blog post for that user | COMMENT |
| LOW⚡ | contrib/langchain-go-micro/examples/multi_agent.py | 63 | # Step 3: List user's posts | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ntrib/langchain-go-micro/langchain_go_micro/toolkit.py | 124 | Make HTTP request to MCP gateway. Args: method: HTTP method (GET, POST, etc.) p | STRING |
| HIGH | …ntrib/langchain-go-micro/langchain_go_micro/toolkit.py | 270 | Call a specific tool directly. Args: tool_name: Name of the tool to call argume | STRING |
| HIGH | …rib/go-micro-llamaindex/go_micro_llamaindex/toolkit.py | 123 | Make HTTP request to MCP gateway. Args: method: HTTP method (GET, POST, etc.) path: API | STRING |
| HIGH | …rib/go-micro-llamaindex/go_micro_llamaindex/toolkit.py | 264 | Call a specific tool directly. Args: tool_name: Name of the tool to call arguments: JSO | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | internal/website/install.sh | 106 | echo " micro new myservice # Create a new service" | CODE |
| MEDIUM | internal/harness/zero-to-hero-ci/docs_test.go | 863 | section: "## Create a service", | CODE |
| MEDIUM | internal/harness/zero-to-hero-ci/docs_test.go | 865 | "## Create a service", | CODE |
| MEDIUM | internal/scripts/install.sh | 106 | echo " micro new myservice # Create a new service" | CODE |
| MEDIUM | …trib/go-micro-llamaindex/examples/rag_with_services.py | 25 | # Create a simple document index for RAG | COMMENT |
| MEDIUM | …trib/go-micro-llamaindex/examples/rag_with_services.py | 37 | # Create a query engine tool for RAG | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | .golangci.yaml | 55 | # Demo/harness code: fire-and-forget calls are fine and `_ =` noise hurts | COMMENT |
| MEDIUM | internal/website/install.sh | 52 | # harness. The default path still fetches the documented GitHub release artifact. | COMMENT |
| MEDIUM | internal/harness/zero-to-hero-ci/docs_test.go | 281 | "## Agent harness", | CODE |
| MEDIUM | internal/harness/zero-to-hero-ci/docs_test.go | 302 | "## Agent harness", | CODE |
| MEDIUM | internal/scripts/install.sh | 52 | # harness. The default path still fetches the documented GitHub release artifact. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …ntrib/langchain-go-micro/langchain_go_micro/toolkit.py | 5 | CODE | |
| LOW | …trib/langchain-go-micro/langchain_go_micro/__init__.py | 7 | CODE | |
| LOW | …trib/langchain-go-micro/langchain_go_micro/__init__.py | 7 | CODE | |
| LOW | …trib/langchain-go-micro/langchain_go_micro/__init__.py | 8 | CODE | |
| LOW | …trib/langchain-go-micro/langchain_go_micro/__init__.py | 8 | CODE | |
| LOW | …trib/langchain-go-micro/langchain_go_micro/__init__.py | 8 | CODE | |
| LOW | …rib/go-micro-llamaindex/go_micro_llamaindex/toolkit.py | 9 | CODE | |
| LOW | …ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py | 7 | CODE | |
| LOW | …ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py | 7 | CODE | |
| LOW | …ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py | 8 | CODE | |
| LOW | …ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py | 8 | CODE | |
| LOW | …ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py | 8 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | contrib/langchain-go-micro/tests/test_toolkit.py | 62 | def test_config_custom_values(self): | CODE |
| LOW | contrib/langchain-go-micro/tests/test_toolkit.py | 91 | def test_from_gateway_with_auth(self): | CODE |
| LOW | contrib/langchain-go-micro/tests/test_toolkit.py | 133 | def test_get_tools_with_service_filter(self, mock_request, mock_gateway_response): | CODE |
| LOW | contrib/langchain-go-micro/tests/test_toolkit.py | 148 | def test_get_tools_with_include(self, mock_request, mock_gateway_response): | CODE |
| LOW | contrib/langchain-go-micro/tests/test_toolkit.py | 162 | def test_get_tools_with_exclude(self, mock_request, mock_gateway_response): | CODE |
| LOW | contrib/go-micro-llamaindex/tests/test_toolkit.py | 70 | def test_config_custom_values(self): | CODE |
| LOW | contrib/go-micro-llamaindex/tests/test_toolkit.py | 99 | def test_from_gateway_with_auth(self): | CODE |
| LOW | contrib/go-micro-llamaindex/tests/test_toolkit.py | 144 | def test_get_tools_with_service_filter(self, mock_request, mock_gateway_response): | CODE |
| LOW | contrib/go-micro-llamaindex/tests/test_toolkit.py | 159 | def test_get_tools_with_include(self, mock_request, mock_gateway_response): | CODE |
| LOW | contrib/go-micro-llamaindex/tests/test_toolkit.py | 173 | def test_get_tools_with_exclude(self, mock_request, mock_gateway_response): | CODE |
| LOW | contrib/go-micro-llamaindex/tests/test_toolkit.py | 188 | def test_get_tools_with_name_pattern(self, mock_request, mock_gateway_response): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | wrapper/auth/server.go | 35 | // Example usage: | COMMENT |
| LOW | wrapper/auth/client.go | 26 | // Example usage: | COMMENT |
| LOW | internal/util/mdns/dns_sd.go | 12 | // Example usage: | COMMENT |
| LOW | examples/deployment/docker-compose.yml | 9 | # Usage: | COMMENT |
| LOW | gateway/mcp/mcp.go | 4 | // Example usage: | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | internal/website/docs/guides/agent-patterns.md | 213 | // "I've created a task for Alice to review the PR. She now has 3 tasks: ..." | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | store/nats-js-kv/keys.go | 28 | // Plain is the plain key as requested by the go-micro interface. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | contrib/langchain-go-micro/README.md | 158 | print(f"Error: {e}") | CODE |
| MEDIUM | contrib/go-micro-llamaindex/README.md | 171 | print(f"Error: {e}") | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cmd/micro/cli/new/template/crud.go | 106 | // @example {"name": "Alice Smith", "email": "alice@example.com", "phone": "+1-555-0100", "company": "Acme Inc"} | COMMENT |
| LOW | internal/website/docs/quickstart.md | 116 | Email: "user@example.com", | CODE |
| LOW | examples/mcp/documented/main.go | 107 | "user-1": {ID: "user-1", Name: "John Doe", Email: "john@example.com", Age: 25}, | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cmd/micro/cli/gen/generate.go | 33 | // TODO: implement | COMMENT |
| LOW | cmd/micro/cli/gen/generate.go | 72 | // TODO: implement handler logic | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | internal/website/badge.html | 194 | <li>Feel free to customize the colors to match your brand</li> | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …trib/langchain-go-micro/langchain_go_micro/__init__.py | 11 | __all__ = [ | CODE |
| LOW | …ib/go-micro-llamaindex/go_micro_llamaindex/__init__.py | 11 | __all__ = [ | CODE |