ambicuity

ambicuity/KINDX

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

0 stars 0 forks 0 watchers TypeScript MIT License
cli knowledge-base llm local-first markdown mcp-server node-llama-cpp rag search-engine semantic-search vector-search
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22 Open Issues Need Help Last updated: Mar 18, 2026

Open Issues Need Help

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bug: kindx embed can fail when the first embedded chunk exceeds model context budget 4 days ago
bug help wanted triage status/ready type/bug difficulty/advanced area/indexing stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
perf: cache prepared statements for embedding inserts to remove per-row prepare overhead 4 days ago
help wanted performance triage status/ready type/tooling difficulty/intermediate area/indexing stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
perf: add bounded Levenshtein early-exit in fuzzy path matching to cap worst-case lookup cost 4 days ago
help wanted performance triage status/ready type/tooling difficulty/intermediate area/indexing stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Advanced Issue: Add a centralized tool registry/factory for MCP tools with shared error formatting and context injection 4 days ago
enhancement help wanted triage status/ready difficulty/advanced type/feature area/cross-cutting stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
perf: parallelize multi-collection structured search fan-out before fusion/rerank 4 days ago
help wanted performance triage status/ready difficulty/advanced type/tooling area/cross-cutting stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
perf: overlap query expansion and embedding work to reduce time-to-first-result 4 days ago
help wanted performance triage status/ready type/tooling difficulty/intermediate area/remote-backend stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
feat: surface scoped active memories in MCP initialization instructions 4 days ago
enhancement help wanted triage status/ready type/feature difficulty/intermediate area/cross-cutting stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Good First Issue: Audit README environment variable table against code defaults and undocumented variables 18 days ago
documentation good first issue triage status/ready type/documentation difficulty/good-first area/config area/docs stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Good First Issue: Add regression tests for `collection include` / `exclude` default-query behavior 18 days ago
good first issue triage status/ready difficulty/good-first type/testing area/config area/testing stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Beginner Issue: Add `--pattern` as an alias for `collection add --mask` and align terminology 19 days ago
enhancement help wanted triage status/ready difficulty/beginner type/feature area/config area/cli stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Beginner Issue: Refresh the README data-storage/schema documentation to match the current SQLite + YAML design 19 days ago
documentation help wanted triage status/ready type/documentation difficulty/beginner area/config area/docs stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Beginner Issue: Add a remote-backend quickstart for Ollama, LM Studio, and OpenAI-compatible endpoints 19 days ago
documentation help wanted triage status/ready type/documentation difficulty/beginner area/remote-backend area/docs stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Intermediate Issue: Add CLI support for managing collection ignore patterns 19 days ago
enhancement help wanted triage status/ready type/feature difficulty/intermediate area/config area/cli stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Intermediate Issue: Validate `index.yml` on load, including bad types, unknown keys, and legacy array-shaped collections 19 days ago
enhancement help wanted triage status/ready type/tooling difficulty/intermediate area/config area/testing stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Intermediate Issue: Add a CI packaging smoke job that exercises install/runtime smoke checks 19 days ago
enhancement help wanted triage status/ready type/ci difficulty/intermediate area/ci area/packaging stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Advanced Issue: Make model-backed tests capability-aware so unsupported local Metal/GPU/model contexts skip cleanly outside CI 19 days ago
enhancement help wanted triage status/ready type/testing difficulty/advanced area/remote-backend area/testing stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Advanced Issue: Add `kindx doctor` to report sqlite-vec, backend mode, remote API config, MCP auth, and daemon/watch health 19 days ago
enhancement help wanted triage status/ready difficulty/advanced type/feature area/cli area/cross-cutting stale
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Advanced Issue: Multi-Agent Index Isolation via Session-Aware MCP Routing and Auto Index Detection about 2 months ago
enhancement help wanted architecture triage
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Good First Issue: Document existing YAML `ignore` patterns in `README.md` about 2 months ago
documentation good first issue triage status/ready type/documentation difficulty/good-first area/config area/docs
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Good First Issue: Expose existing but hidden CLI options in help/docs (`collection add --mask` and `get --from`) about 2 months ago
documentation good first issue triage status/ready type/documentation difficulty/good-first area/cli area/docs
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Good First Issue: Fix the broken Bun preload path in `specs/smoke-install.sh` about 2 months ago
good first issue triage status/ready difficulty/good-first type/testing area/packaging area/testing
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search
Beginner Issue: Support `~` expansion for YAML-defined collection paths and update `sample-catalog.yml` about 2 months ago

AI Summary: This issue highlights that YAML-defined collection paths do not correctly expand the `~` (tilde) character to the user's home directory, leading to misleading examples in `sample-catalog.yml`. The problem causes broken configurations for users following the sample. The proposed solution is to implement tilde expansion for these paths and update the sample catalog or related documentation to reflect the supported behavior.

Complexity: 2/5
bug help wanted triage status/ready difficulty/beginner type/bug area/config area/indexing
ambicuity/KINDX
0

Local-first hybrid cli search engine (BM25 + Vector) for personal knowledge bases and agentic workflows. Runs entirely on-device via node-llama-cpp.

TypeScript
#cli#knowledge-base#llm#local-first#markdown#mcp-server#node-llama-cpp#rag#search-engine#semantic-search#vector-search