[discover] 2 new just-bash project(s) — 2026-04-20

.discover/candidates.json

@@ -1,19 +1,36 @@
 [
   {
-    "repo": "guillaumemaka/just-bash-mcp",
+    "repo": "nathan-gage/pydantic-ai-just-bash",
     "checks": {
       "readme_is_about_project": true,
       "install_command_matches_name": true,
       "has_usage_example": true,
       "describes_unique_value": true,
-      "is_not_copy_of_just_bash": true,
+      "is_not_copy_of_canonical": true,
       "has_real_code": true,
-      "is_just_bash_focused": true
+      "is_subject_focused": true
     },
     "relevant": true,
-    "confidence": 0.8,
+    "confidence": 0.88,
     "category": "Integrations",
-    "description": "Second MCP server wrapping just-bash with Laminar observability tracing, configurable timeouts, and VS Code MCP integration support",
-    "reasoning": "Clearly a just-bash MCP integration with real implementation details, install instructions, usage examples, and additional features (Laminar tracing, packaging). Similar to the existing just-bash-mcp entry but by a different author with distinct features."
+    "description": "PydanticAI capability that gives an agent a persistent just-bash shell, exposes wrapped Python tools as shell commands, and supports deferred tool discovery",
+    "reasoning": "Has a clear install command (`pip install pydantic-ai-just-bash`), working usage examples, and a well-defined unique value: bridging PydanticAI's toolset API with just-bash's virtual shell environment."
+  },
+  {
+    "repo": "sumedhkhodke/postgres-vfs",
+    "checks": {
+      "readme_is_about_project": true,
+      "install_command_matches_name": true,
+      "has_usage_example": true,
+      "describes_unique_value": true,
+      "is_not_copy_of_canonical": true,
+      "has_real_code": true,
+      "is_subject_focused": true
+    },
+    "relevant": true,
+    "confidence": 0.93,
+    "category": "Filesystem Adapters",
+    "description": "PostgreSQL-backed IFileSystem with multi-tenant workspace isolation, 70+ Unix commands, full-text and pgvector semantic search, and an interactive web demo at postgres-vfs.com",
+    "reasoning": "Explicitly built on just-bash with a custom IFileSystem compiling filesystem calls to SQL; has npm package, clear install command, rich README with demos, and is squarely a just-bash filesystem adapter."
   }
 ]

.discover/triage.json

@@ -1 +1 @@
-{"entries":[{"repo":"constructive-io/just-bash-test","checks":{"readme_is_about_project":false,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":false,"is_not_copy_of_just_bash":true,"has_real_code":false,"is_just_bash_focused":false},"relevant":false,"confidence":0.97,"category":"Skip","description":"","reasoning":"This repo is about Postgres tooling (pgpm workspaces) and has nothing to do with vercel-labs/just-bash. The name 'just-bash-test' appears to be a coincidental collision. README describes Postgres/Docker setup, not any just-bash integration."},{"repo":"dbreunig/dspy-just-bash-interpreter","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":true,"is_not_copy_of_just_bash":true,"has_real_code":false,"is_just_bash_focused":true},"relevant":false,"confidence":0.8,"category":"Skip","description":"","reasoning":"While conceptually interesting (DSPy RLM integration using just-bash-py), the README is extremely sparse with no install command, no usage example, and explicitly marked as proof-of-concept. Insufficient evidence of real code or usable implementation to justify inclusion."},{"repo":"guillaumemaka/just-bash-mcp","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_just_bash":true,"has_real_code":true,"is_just_bash_focused":true},"relevant":true,"confidence":0.8,"category":"Integrations","description":"Second MCP server wrapping just-bash with Laminar observability tracing, configurable timeouts, and VS Code MCP integration support","reasoning":"Clearly a just-bash MCP integration with real implementation details, install instructions, usage examples, and additional features (Laminar tracing, packaging). Similar to the existing just-bash-mcp entry but by a different author with distinct features."},{"repo":"leif293/just-bash-lazy-sql","checks":{"readme_is_about_project":false,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":false,"is_not_copy_of_just_bash":false,"has_real_code":false,"is_just_bash_focused":false},"relevant":false,"confidence":0.97,"category":"Skip","description":"","reasoning":"The README is a near-verbatim copy of the canonical just-bash README (same security model, same installation instructions, same examples). Despite the Supabase SQL description, there's no unique content describing what this project actually adds. Fails the copy detection check."},{"repo":"mesopelagique/JustBash","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":true,"is_not_copy_of_just_bash":true,"has_real_code":false,"is_just_bash_focused":true},"relevant":false,"confidence":0.75,"category":"Skip","description":"","reasoning":"A 4D-language port of just-bash which is an interesting concept, but the README has no install command, no usage examples, and the repo appears to be an empty stub (0 stars, created and pushed same day with no substantive content beyond a brief description). Insufficient evidence of real implementation."},{"repo":"mwolting/context-fs","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_just_bash":true,"has_real_code":true,"is_just_bash_focused":false},"relevant":false,"confidence":0.82,"category":"Skip","description":"","reasoning":"context-fs is a broader platform for exposing APIs as virtual filesystems; just-bash is one adapter among several (NFS, CLI, Linear, etc.). Fails the is_just_bash_focused check — just-bash is not central to its identity."},{"repo":"nicoalbanese/ai-sdk-memory-just-bash","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_just_bash":true,"has_real_code":true,"is_just_bash_focused":false},"relevant":false,"confidence":0.78,"category":"Skip","description":"","reasoning":"This is a general AI SDK memory example that uses just-bash as one of three implementation approaches alongside structured-actions and observational patterns. Just-bash is not central to the project's identity — it's a supporting tool in a broader memory architecture demo."},{"repo":"Pibomeister/just-bash-vercel-ai-sdk-elements","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":true,"is_not_copy_of_just_bash":true,"has_real_code":true,"is_just_bash_focused":false},"relevant":false,"confidence":0.75,"category":"Skip","description":"","reasoning":"A broad production AI stack (RAG, memory, streaming UI, document ingestion) that uses just-bash as one component among many. Just-bash is not central to this project's identity — it fails the is_just_bash_focused check."},{"repo":"tobowers/minimal-just-bash-failure","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":true,"describes_unique_value":false,"is_not_copy_of_just_bash":true,"has_real_code":true,"is_just_bash_focused":true},"relevant":false,"confidence":0.95,"category":"Skip","description":"","reasoning":"This is a bug reproduction repo demonstrating a just-bash failure, not a library, integration, or project building on just-bash. It has no value as an awesome-list entry."}]}
+{"entries":[{"repo":"constructive-io/just-bash-test","checks":{"readme_is_about_project":false,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":false,"is_not_copy_of_canonical":true,"has_real_code":false,"is_subject_focused":false},"relevant":false,"confidence":0.97,"category":"Skip","description":"","reasoning":"This repo is about pgpm/Postgres tooling from Constructive. The name 'just-bash-test' appears to be a name collision — the README has nothing to do with vercel-labs/just-bash; it describes a PostgreSQL workspace generator."},{"repo":"dbreunig/dspy-just-bash-interpreter","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":false,"is_subject_focused":true},"relevant":false,"confidence":0.72,"category":"Integrations","description":"DSPy BashRLM wrapper using the just-bash-py library for Recursive Language Model code interpretation","reasoning":"The README is extremely sparse (proof-of-concept, no install command, no usage example, no real code shown). Fails install_command_matches_name and has_usage_example checks, so must be rejected despite being conceptually relevant."},{"repo":"leif293/just-bash-lazy-sql","checks":{"readme_is_about_project":false,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":false,"is_not_copy_of_canonical":false,"has_real_code":false,"is_subject_focused":false},"relevant":false,"confidence":0.97,"category":"Skip","description":"","reasoning":"The README is a near-verbatim copy of the canonical just-bash README — same wording, same examples, same sections — so is_not_copy_of_canonical fails. There is no original content describing what this project adds (Supabase SQL virtual filesystem)."},{"repo":"mesopelagique/JustBash","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":false,"is_subject_focused":true},"relevant":false,"confidence":0.75,"category":"Ports","description":"Experimental just-bash port written in 4D language for AI agent sandboxing","reasoning":"Conceptually interesting as a 4D language port, but the README lacks any install command, usage example, or evidence of real implemented code. Too sparse to include."},{"repo":"mwolting/context-fs","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":false},"relevant":false,"confidence":0.82,"category":"Skip","description":"","reasoning":"context-fs is a broader platform for exposing APIs/databases as virtual filesystems; just-bash is one of several adapters shipped alongside NFS, CLI, and Linear integrations. It does not pass is_subject_focused since just-bash is not central to its identity."},{"repo":"nathan-gage/pydantic-ai-just-bash","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":true},"relevant":true,"confidence":0.88,"category":"Integrations","description":"PydanticAI capability that gives an agent a persistent just-bash shell, exposes wrapped Python tools as shell commands, and supports deferred tool discovery","reasoning":"Has a clear install command (`pip install pydantic-ai-just-bash`), working usage examples, and a well-defined unique value: bridging PydanticAI's toolset API with just-bash's virtual shell environment."},{"repo":"nicoalbanese/ai-sdk-memory-just-bash","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":false},"relevant":false,"confidence":0.78,"category":"Skip","description":"","reasoning":"This is a demo/example repo showing persistent agent memory approaches; just-bash is one of three implementations alongside structured-actions and observational memory. It's a broader example app, not a just-bash-focused library or integration, so is_subject_focused fails."},{"repo":"Pibomeister/just-bash-vercel-ai-sdk-elements","checks":{"readme_is_about_project":true,"install_command_matches_name":false,"has_usage_example":false,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":false},"relevant":false,"confidence":0.75,"category":"Skip","description":"","reasoning":"This is a large full-stack app (RAG + LlamaParse + Mastra memory + just-bash + AI elements UI); just-bash is one component among many in a broader platform. is_subject_focused fails as just-bash is not central to its identity."},{"repo":"sumedhkhodke/postgres-vfs","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":true},"relevant":true,"confidence":0.93,"category":"Filesystem Adapters","description":"PostgreSQL-backed IFileSystem with multi-tenant workspace isolation, 70+ Unix commands, full-text and pgvector semantic search, and an interactive web demo at postgres-vfs.com","reasoning":"Explicitly built on just-bash with a custom IFileSystem compiling filesystem calls to SQL; has npm package, clear install command, rich README with demos, and is squarely a just-bash filesystem adapter."},{"repo":"tobowers/minimal-just-bash-failure","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":false,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":false},"relevant":false,"confidence":0.95,"category":"Skip","description":"","reasoning":"This is a minimal bug reproduction repo demonstrating a just-bash js-exec issue. It's a throwaway debugging artifact, not a library, port, adapter, or notable project — describes_unique_value and is_subject_focused both fail."},{"repo":"vercel-labs/wterm","checks":{"readme_is_about_project":true,"install_command_matches_name":true,"has_usage_example":true,"describes_unique_value":true,"is_not_copy_of_canonical":true,"has_real_code":true,"is_subject_focused":false},"relevant":false,"confidence":0.82,"category":"Skip","description":"","reasoning":"wterm is a full-featured web terminal emulator (Zig/WASM core, DOM renderer, React component, WebSocket transport); just-bash powers one of five packages (@wterm/just-bash) but is not central to the project's identity, so is_subject_focused fails."}]}