Qdrant MCP Server

## 1.4.0 (2025-10-13) * Merge pull request #29 from mhalder/feature/configurable-prompts ([f9652b1](https://github.com/mhalder/qdrant-mcp-server/commit/f9652b1)), closes [#29](https://github.com/mhalder/qdrant-mcp-server/issues/29) * feat: add support for configurable MCP prompts ([e3cc6c2](https://github.com/mhalder/qdrant-mcp-server/commit/e3cc6c2)), closes [#28](https://github.com/mhalder/qdrant-mcp-server/issues/28) * feat: set default prompts.json path with auto-loading ([203694a](https://github.com/mhalder/qdrant-mcp-server/commit/203694a)) * test: add comprehensive tests for prompts feature ([bb9ca66](https://github.com/mhalder/qdrant-mcp-server/commit/bb9ca66)) ## <small>1.3.1 (2025-10-12)</small> * Merge pull request #27 from mhalder/fix/empty-responses ([30d33a7](https://github.com/mhalder/qdrant-mcp-server/commit/30d33a7)), closes [#27](https://github.com/mhalder/qdrant-mcp-server/issues/27) * fix: improve HTTP transport robustness and prevent resource leaks ([cff1248](https://github.com/mhalder/qdrant-mcp-server/commit/cff1248)), closes [#26](https://github.com/mhalder/qdrant-mcp-server/issues/26) ## 1.3.0 (2025-10-11) * Merge pull request #25 from mhalder/feature/http-transport ([efc90c3](https://github.com/mhalder/qdrant-mcp-server/commit/efc90c3)), closes [#25](https://github.com/mhalder/qdrant-mcp-server/issues/25) * fix: address PR feedback for HTTP transport implementation ([1aec6d5](https://github.com/mhalder/qdrant-mcp-server/commit/1aec6d5)) * fix: address PR feedback for HTTP transport implementation ([3243d0e](https://github.com/mhalder/qdrant-mcp-server/commit/3243d0e)) * fix: clear cleanup interval on shutdown and improve error messages ([6aa29f3](https://github.com/mhalder/qdrant-mcp-server/commit/6aa29f3)) * fix: implement per-IP rate limiting and consolidate port validation ([c3bfc92](https://github.com/mhalder/qdrant-mcp-server/commit/c3bfc92)) * fix: prevent transport double closure and add rate limiter memory management ([2f92d78](https://github.com/mhalder/qdrant-mcp-server/commit/2f92d78)) * fix: resolve critical issues in HTTP transport implementation ([7951f2b](https://github.com/mhalder/qdrant-mcp-server/commit/7951f2b)) * fix: resolve race condition and resource leak in HTTP timeout handler ([6635ccb](https://github.com/mhalder/qdrant-mcp-server/commit/6635ccb)) * docs: add Try It and Cleanup sections to hybrid-search example ([5e32f16](https://github.com/mhalder/qdrant-mcp-server/commit/5e32f16)) * feat: add HTTP transport support for remote MCP server deployment ([983a9d6](https://github.com/mhalder/qdrant-mcp-server/commit/983a9d6)), closes [#24](https://github.com/mhalder/qdrant-mcp-server/issues/24) ## 1.2.0 (2025-10-11) * Merge pull request #23 from mhalder/feature/hybrid-search ([5925df7](https://github.com/mhalder/qdrant-mcp-server/commit/5925df7)), closes [#23](https://github.com/mhalder/qdrant-mcp-server/issues/23) * feat: enable semantic search on hybrid collections ([c99e177](https://github.com/mhalder/qdrant-mcp-server/commit/c99e177)) ## <small>1.1.1 (2025-10-11)</small> * Merge pull request #22 from mhalder/docs/clean-and-condense ([991cb9d](https://github.com/mhalder/qdrant-mcp-server/commit/991cb9d)), closes [#22](https://github.com/mhalder/qdrant-mcp-server/issues/22) * docs: clean and condense all documentation ([9f54ab8](https://github.com/mhalder/qdrant-mcp-server/commit/9f54ab8)) * docs: improve consistency and remove redundancy across all documentation ([176cb05](https://github.com/mhalder/qdrant-mcp-server/commit/176cb05)) * docs: remove test report and references - redundant with CI ([db0b8b7](https://github.com/mhalder/qdrant-mcp-server/commit/db0b8b7)) * docs: streamline README for clarity and conciseness ([bd34c91](https://github.com/mhalder/qdrant-mcp-server/commit/bd34c91)) ## [1.1.0](https://github.com/mhalder/qdrant-mcp-server/compare/v1.0.0...v1.1.0) (2025-10-11) ### Features - Enable scoped package publishing ([6b1b33f](https://github.com/mhalder/qdrant-mcp-server/commit/6b1b33f)) ### Maintenance - Scope package to @mhalder namespace for npm publishing ([9518827](https://github.com/mhalder/qdrant-mcp-server/commit/9518827)) ## 1.0.0 (2025-10-11) - chore: add docker compose configuration for qdrant ([ad1773f](https://github.com/mhalder/qdrant-mcp-server/commit/ad1773f)) - chore: add environment configuration template ([872be20](https://github.com/mhalder/qdrant-mcp-server/commit/872be20)) - chore: add ollama_storage to .gitignore ([4fb550e](https://github.com/mhalder/qdrant-mcp-server/commit/4fb550e)) - chore: configure semantic-release for automated versioning ([fb1d64a](https://github.com/mhalder/qdrant-mcp-server/commit/fb1d64a)) - chore: initial project setup ([7930b0f](https://github.com/mhalder/qdrant-mcp-server/commit/7930b0f)) - "Claude Code Review workflow" ([8739c72](https://github.com/mhalder/qdrant-mcp-server/commit/8739c72)) - "Claude PR Assistant workflow" ([01ad2e7](https://github.com/mhalder/qdrant-mcp-server/commit/01ad2e7)) - Merge pull request #12 from mhalder/add-claude-github-actions-1759866978728 ([6783076](https://github.com/mhalder/qdrant-mcp-server/commit/6783076)), closes [#12](https://github.com/mhalder/qdrant-mcp-server/issues/12) - Merge pull request #13 from mhalder/examples-directory ([9e7c312](https://github.com/mhalder/qdrant-mcp-server/commit/9e7c312)), closes [#13](https://github.com/mhalder/qdrant-mcp-server/issues/13) - Merge pull request #15 from mhalder/add-mit-license ([6e9525d](https://github.com/mhalder/qdrant-mcp-server/commit/6e9525d)), closes [#15](https://github.com/mhalder/qdrant-mcp-server/issues/15) - Merge pull request #16 from mhalder/feat/rate-limiting-issue-6 ([fa3601e](https://github.com/mhalder/qdrant-mcp-server/commit/fa3601e)), closes [#16](https://github.com/mhalder/qdrant-mcp-server/issues/16) - Merge pull request #17 from mhalder/feat/alternative-embedding-providers-issue-2 ([4670e29](https://github.com/mhalder/qdrant-mcp-server/commit/4670e29)), closes [#17](https://github.com/mhalder/qdrant-mcp-server/issues/17) - Merge pull request #19 from mhalder/feat/use-ollama-as-default-issue-18 ([8b1075f](https://github.com/mhalder/qdrant-mcp-server/commit/8b1075f)), closes [#19](https://github.com/mhalder/qdrant-mcp-server/issues/19) - test: add comprehensive tests for embedding provider architecture ([b2db1b4](https://github.com/mhalder/qdrant-mcp-server/commit/b2db1b4)) - test: add comprehensive unit tests for openai embeddings ([466a012](https://github.com/mhalder/qdrant-mcp-server/commit/466a012)) - test: add comprehensive unit tests for qdrant client ([0f6c3a9](https://github.com/mhalder/qdrant-mcp-server/commit/0f6c3a9)) - test: add comprehensive validation tests for environment variables ([1ae89b6](https://github.com/mhalder/qdrant-mcp-server/commit/1ae89b6)) - test: add functional testing round 3 for multi-provider architecture ([9588810](https://github.com/mhalder/qdrant-mcp-server/commit/9588810)) - test: add integration tests for mcp server tools ([b504329](https://github.com/mhalder/qdrant-mcp-server/commit/b504329)) - test: add interactive MCP testing round 4 results ([0cdc763](https://github.com/mhalder/qdrant-mcp-server/commit/0cdc763)) - test: add testing infrastructure with vitest ([35beed7](https://github.com/mhalder/qdrant-mcp-server/commit/35beed7)) - test: fix error handling tests and improve coverage ([1219574](https://github.com/mhalder/qdrant-mcp-server/commit/1219574)) - test: improve coverage for error handling paths ([833b3ef](https://github.com/mhalder/qdrant-mcp-server/commit/833b3ef)) - test: improve coverage reporting to 95.75% ([0a061d2](https://github.com/mhalder/qdrant-mcp-server/commit/0a061d2)) - test: update test expectations for ID normalization and document feature ([dce948d](https://github.com/mhalder/qdrant-mcp-server/commit/dce948d)) - fix: add copyright holder to LICENSE file ([d4f926b](https://github.com/mhalder/qdrant-mcp-server/commit/d4f926b)) - fix: add package-lock.json for reproducible builds ([ffc6385](https://github.com/mhalder/qdrant-mcp-server/commit/ffc6385)) - fix: add type guard for message.toLowerCase() call ([b622650](https://github.com/mhalder/qdrant-mcp-server/commit/b622650)) - fix: add validation for Retry-After header parsing ([f6e2d0f](https://github.com/mhalder/qdrant-mcp-server/commit/f6e2d0f)) - fix: address code quality issues and version mismatch ([8f48300](https://github.com/mhalder/qdrant-mcp-server/commit/8f48300)) - fix: convert simple key-value filters to Qdrant filter format ([cf7f684](https://github.com/mhalder/qdrant-mcp-server/commit/cf7f684)) - fix: generate coverage files before Codecov upload ([5e7369c](https://github.com/mhalder/qdrant-mcp-server/commit/5e7369c)) - fix: improve API key validation and Ollama error messages ([a556358](https://github.com/mhalder/qdrant-mcp-server/commit/a556358)), closes [#19](https://github.com/mhalder/qdrant-mcp-server/issues/19) - fix: normalize string IDs to UUID format and enhance error handling ([75478e3](https://github.com/mhalder/qdrant-mcp-server/commit/75478e3)) - fix: select provider-specific API key in factory ([be2ed4b](https://github.com/mhalder/qdrant-mcp-server/commit/be2ed4b)) - feat: add Ollama model existence validation on startup ([3086563](https://github.com/mhalder/qdrant-mcp-server/commit/3086563)) - feat: add support for alternative embedding providers ([3762c43](https://github.com/mhalder/qdrant-mcp-server/commit/3762c43)), closes [#2](https://github.com/mhalder/qdrant-mcp-server/issues/2) - feat: implement mcp server with semantic search tools ([3b99fce](https://github.com/mhalder/qdrant-mcp-server/commit/3b99fce)) - feat: implement OpenAI API rate limiting with exponential backoff ([c619570](https://github.com/mhalder/qdrant-mcp-server/commit/c619570)), closes [#6](https://github.com/mhalder/qdrant-mcp-server/issues/6) - feat: implement openai embeddings provider ([e44c50c](https://github.com/mhalder/qdrant-mcp-server/commit/e44c50c)) - feat: implement qdrant client wrapper ([3195e63](https://github.com/mhalder/qdrant-mcp-server/commit/3195e63)) - feat: support both simple and Qdrant filter formats ([e5bb8fe](https://github.com/mhalder/qdrant-mcp-server/commit/e5bb8fe)) - feat: use Ollama as default embedding provider ([4342591](https://github.com/mhalder/qdrant-mcp-server/commit/4342591)), closes [#18](https://github.com/mhalder/qdrant-mcp-server/issues/18) - docs: add Codecov badge to README ([fff50d2](https://github.com/mhalder/qdrant-mcp-server/commit/fff50d2)) - docs: add comment about Bottleneck reservoir configuration ([252fa9f](https://github.com/mhalder/qdrant-mcp-server/commit/252fa9f)) - docs: add comprehensive examples directory ([7ef9cf5](https://github.com/mhalder/qdrant-mcp-server/commit/7ef9cf5)), closes [#4](https://github.com/mhalder/qdrant-mcp-server/issues/4) - docs: add comprehensive README with setup instructions ([4517207](https://github.com/mhalder/qdrant-mcp-server/commit/4517207)) - docs: add functional test report ([c0838bf](https://github.com/mhalder/qdrant-mcp-server/commit/c0838bf)) - docs: add MIT LICENSE file and update README ([3e427df](https://github.com/mhalder/qdrant-mcp-server/commit/3e427df)) - docs: add testing documentation to README ([cb5d62b](https://github.com/mhalder/qdrant-mcp-server/commit/cb5d62b)) - docs: comprehensive update to README with filtering examples ([66ec1b5](https://github.com/mhalder/qdrant-mcp-server/commit/66ec1b5)) - docs: streamline test report with latest MCP integration results ([b30cd04](https://github.com/mhalder/qdrant-mcp-server/commit/b30cd04)) - docs: update CI badge with correct GitHub username ([9d8bdfb](https://github.com/mhalder/qdrant-mcp-server/commit/9d8bdfb)) - docs: update configuration for claude code on linux ([429d514](https://github.com/mhalder/qdrant-mcp-server/commit/429d514)) - docs: update documentation for multi-provider support ([18196a1](https://github.com/mhalder/qdrant-mcp-server/commit/18196a1)) - docs: update documentation for Ollama as default provider ([60818dd](https://github.com/mhalder/qdrant-mcp-server/commit/60818dd)) - docs: update examples and version for Ollama as default ([eb7bd4d](https://github.com/mhalder/qdrant-mcp-server/commit/eb7bd4d)) - docs: update test report and README with v2 integration test results ([1ff1e22](https://github.com/mhalder/qdrant-mcp-server/commit/1ff1e22)) - ci: add GitHub Actions workflow for automated testing ([9420261](https://github.com/mhalder/qdrant-mcp-server/commit/9420261)) - ci: add provider verification tests to GitHub Actions ([f4d1f7d](https://github.com/mhalder/qdrant-mcp-server/commit/f4d1f7d)) - ci: remove Node.js 18.x from test matrix ([bf5f478](https://github.com/mhalder/qdrant-mcp-server/commit/bf5f478)) - ci: test Codecov integration with updated token ([60b5f2c](https://github.com/mhalder/qdrant-mcp-server/commit/60b5f2c)) - style: format CI workflow with yamlfmt ([cedf0f8](https://github.com/mhalder/qdrant-mcp-server/commit/cedf0f8)) - perf: optimize Ollama batch embedding with parallel processing ([7736c32](https://github.com/mhalder/qdrant-mcp-server/commit/7736c32)) - refactor: move verification script to scripts/ folder ([a25373f](https://github.com/mhalder/qdrant-mcp-server/commit/a25373f)) - refactor: replace error:any with typed OpenAIError interface ([08a0d23](https://github.com/mhalder/qdrant-mcp-server/commit/08a0d23))